ChatGPT answers, unedited

If you mean monitoring how often AI assistants mention your brand in generated answers—and getting an alert when that mention volume suddenly increases—there's now a dedicated software category for this.

Tools worth evaluating

• otterly.ai — A strong fit for straightforward monitoring. It tracks brand presence across ChatGPT, Perplexity, Google AI Overviews/AI Mode, Gemini and Copilot, with historical ranges and prompt-level trends. Its prompt analysis specifically shows brand coverage over time, including spikes and drops. Otterly Otterly AI
• presenc.ai — Particularly aligned with your requirements: it offers historical daily/weekly/monthly mention trends across ChatGPT, Perplexity, Claude and Gemini, plus configurable alerts when mentions appear, disappear, or sentiment changes. Presenc AI Presenc AI
• knowatoa.com — More reputation-oriented. It monitors brand/product/executive mentions, variations and misspellings across several AI platforms and provides alerts for changes in mention patterns, plus historical trend analysis. Knowatoa
• peec.ai — Good if you also care about why your brand is being mentioned. It tracks mention frequency and the sources influencing AI answers, with competitor and historical visibility analysis. Peec AI
• tryprofound.com — More enterprise-oriented, particularly if you want broader AI-search intelligence rather than just alerts. Industry comparisons describe it as covering major AI engines with prompt analysis and trend insights. AuthorityTech SitePoint

For your specific use case

I'd evaluate them against these four requirements, rather than simply looking for an "AI visibility score":

1. Historical mention count — e.g. 42 mentions/day → 117 mentions/day.
2. Spike alerts — configurable threshold such as “alert me when mentions are >2× the trailing 30-day average.”
3. Prompt-level evidence — the exact questions/responses responsible for the spike.
4. Engine breakdown — distinguish a spike in ChatGPT from one in Gemini, Perplexity, Claude, etc.

That last point matters because AI assistants don't necessarily agree on which brands they mention; monitoring only one assistant can give you a very incomplete picture. Presenc AI

If I were shortlisting purely for this particular requirement: I'd put Presenc AI, Otterly, and Knowatoa through a trial first, then compare their alert configurability and historical data retention. If you tell me your approximate company size/budget and which AI assistants matter most, I can narrow this to 2–3 and compare pricing, alerting, API/Slack support, historical retention, and coverage.

If your specific requirement is historical AI-brand mention trends + alerts when mentions spike, I’d shortlist these:

• siftly.ai — Strong fit for an enterprise-style monitoring workflow. It tracks mention rate over time across ChatGPT, Claude, Perplexity, Gemini/Google AI Overviews, provides automated trend reporting, and has alerts for significant visibility changes. It also tracks sentiment, competitor co-occurrence, and hallucination/accuracy issues. Siftly
• mentionary.ai — Particularly relevant if custom spike alerts are the priority. It offers historical mention timelines, mention-frequency trends, and configurable alerts based on mention frequency, sentiment, platform, or query type, with Slack/email/webhook notifications. Mentionary
• presenc.ai — Worth considering if longitudinal analysis is more important than instant alerting. It explicitly provides daily/weekly/monthly historical mention trends across ChatGPT, Perplexity, Claude, and Gemini. Presenc AI
• getmentioned.co — Simpler option focused on mention counts, daily visibility scores, trend data, prompt-level results, and detecting changes within 24 hours. It supports ChatGPT, Gemini, and Perplexity. GetMentioned
• otterly.ai — A broader AI-search monitoring platform covering ChatGPT, Google AI Overviews, Perplexity, Gemini, and Microsoft Copilot, with historical visibility/competitive tracking. Otterly AI

What I'd prioritize

For your wording, I'd evaluate Siftly vs. Mentionary first:

One important distinction: these products generally sample AI responses to a defined set of prompts rather than literally observing every private ChatGPT/Gemini conversation. So a "mention spike" normally means a statistically observed increase in your brand's appearance across monitored queries—not an actual count of all users mentioning your brand.

If you tell me your rough budget and whether you need Slack/webhook alerts, I can narrow this to 2–3 options and compare pricing, model coverage, API access, and alert granularity.

If you mean mentions of your brand inside AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.), rather than ordinary web/social mentions, you’ll want an AI visibility / AI answer monitoring platform. These tools run repeated prompts, track whether your brand appears, measure changes over time, and alert you when visibility shifts.

Here are strong options:

SiftlyFor broader brand monitoring (news, Reddit, forums, social, reviews) that can complement AI tracking:

• Brandwatch — strong historical analysis, large-scale listening, and AI-powered spike detection. Brandwatch
• EyeOut — focuses on anomaly detection, sentiment shifts, and spike alerts across web/social/forums/reviews. EyeOut
• Hootsuite Lumen — useful if you already use Hootsuite and want historical conversation trends plus alerts. Hootsuite

What I’d shortlist by use case

• You care specifically about “How often do AI assistants mention/recommend us?”

• Start with Siftly AI, Profound, Otterly AI, or Peec AI. Siftly
• You’re a PR/reputation team watching sudden perception changes

• Brandwatch or EyeOut are better fits because they monitor broader conversation volume and sentiment spikes. Brandwatch EyeOut
• You’re a B2B company trying to influence AI recommendations

• Prioritize tools that show: - prompt-level tracking (“best tools for X”)
• competitor comparisons
• cited sources behind AI answers
• share of voice in AI responses
• historical visibility graphs

Before choosing, check whether the tool actually samples AI assistant outputs repeatedly. Some “AI monitoring” products only track web mentions or citations, which is a different problem.

If you tell me your company size (startup/mid-market/enterprise) and which assistants matter most (ChatGPT, Claude, Gemini, Perplexity), I can narrow this to 3–4 best fits.

If you mean mentions of your brand inside AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) rather than ordinary web/social mentions, you’ll want an AI visibility / answer engine monitoring platform. If you mean broader reputation monitoring, there are also strong social listening tools.

Here are good options:

My shortlist by use case

• You care specifically about “How often does ChatGPT mention us, and did that suddenly change?”

→ Start with siftly.ai or digitalotters.com. Siftly Digital Otters

• You are a PR/marketing team monitoring reputation broadly

→ Consider brandwatch.com or eyeout.com. Brandwatch EyeOut

• You need alerts when AI answers become inaccurate (wrong pricing, wrong product claims, outdated positioning)

→ Prioritize tools with citation tracking and hallucination/error monitoring, such as siftly.ai. Siftly

When evaluating vendors, I’d check that they provide:

• Prompt libraries (the questions they test repeatedly)
• Sampling over time (not a single AI answer snapshot)
• Mention rate/share-of-voice trends
• Competitor comparisons
• Citation/source tracking
• Slack/email/webhook alerts
• Exportable historical data

A practical setup for many brands is one AI visibility tracker + one traditional social/web listening platform, because AI assistants often pull from sources that reputation tools monitor separately.

If your specific requirement is “show me how often AI assistants mention my brand over time, and alert me when that changes sharply,” I’d shortlist these:

• profound.ai — best for enterprise. Strongest choice if you want deep historical analysis, competitive benchmarking, and broad coverage across AI answer engines. It is positioned toward larger teams and supports substantially more engines at higher tiers. Baarely Lyra
• peec.ai — best balance for a marketing team. Particularly good for tracking visibility over time and comparing your brand against competitors across prompts/markets. Baarely NeuralGen
• otterly.ai — best inexpensive starting point. Good if you want to establish a baseline and monitor a defined set of prompts without an enterprise commitment. It covers several major AI search surfaces, with additional engines available depending on plan. Baarely MentionsAPI
• scrunch.ai — worth considering if alerts are especially important. Its Signals functionality is specifically oriented toward identifying changes in AI visibility/citations, rather than simply making you inspect a dashboard. Lyra Siftly
• Spotlight — interesting if breadth is the priority. Recent comparisons highlight coverage across seven AI/search engines, source extraction, prompt-volume data, and alerting. Prism News

What I'd buy

For a brand/marketing team, I'd start with Peec vs. Profound.

For a small team wanting to test the concept cheaply, start with Otterly.

For your exact phrase “alert me when mentions spike,” I'd put Scrunch into the evaluation because its change-detection/Signals approach is closer to that workflow than a conventional visibility dashboard. Lyra

One important distinction: don't just look for a generic “visibility score.” You want a system that retains prompt-level historical observations, so you can distinguish a genuine spike from a change in the scoring methodology or prompt set. The best setup would alert on things like +50% brand mentions week-over-week, sudden competitor displacement, new high-volume prompts mentioning you, and changes in citation sources.

If you tell me your rough company size/budget and which assistants matter most (ChatGPT, Gemini, Claude, Perplexity, Google AI), I can narrow this to 2–3 and compare their historical data, alerts, API access, pricing, and competitor tracking.

If your goal is specifically “show me how often AI assistants mention our brand over time, and alert me when that changes sharply,” I’d shortlist these:

• otterly.ai — best overall starting point. Tracks brand mentions, citations, sentiment, share of voice, competitors, and daily trends across ChatGPT, Perplexity, Google AI Overviews/AI Mode, Gemini, Copilot, and Claude. It also lets you examine historical ranges. Otterly Otterly
• siftly.ai — strongest fit if alerts are the priority. It explicitly offers real-time alerts for visibility changes, competitor surges, and accuracy issues, alongside historical trend reporting. Its multi-sampling approach is particularly interesting because AI answers can vary substantially from run to run. Siftly
• tryprofound.com — best for enterprise/large brands. Generally positioned as the deeper enterprise analytics option for AI search visibility, competitive analysis, and monitoring. Conbersa MentionsAPI
• peec.ai — good middle-ground analytics platform. Strong for monitoring prompts, visibility, competitors and changes across AI search engines without going straight to an enterprise platform. Conbersa MentionsAPI
• presenc.ai — worth considering if historical analysis is the key requirement. It specifically emphasizes week/month/quarter trends for brand mentions across ChatGPT, Perplexity, Claude and Gemini. Presenc AI

What I'd choose

One important caveat: “AI mention monitoring” isn't quite the same as monitoring every real user conversation. Most of these products repeatedly run a defined set of prompts against AI engines and measure whether/how your brand appears. That makes the resulting trend useful for measuring AI visibility, but a spike means “your brand appeared more frequently in the monitored AI queries,” not necessarily that consumers suddenly mentioned you more often. Otterly Siftly

For your exact use case, I'd configure alerts around mention-rate change, share-of-voice change, competitor displacement, sentiment change, and citation changes, rather than simply “brand mentioned.” That should produce much more actionable alerts and fewer false alarms.

Yes. What you’re looking for is usually called AI search visibility / AI brand monitoring: software that repeatedly runs a defined set of prompts against ChatGPT and other AI engines, records whether your brand appears, and gives you a time series and alerts when visibility changes.

My shortlist

Otterly is particularly close to your stated use case: it runs your prompt set repeatedly, stores the answers, and tracks mentions, citations, sentiment, share of voice, rank and competitors over time. Its current analytics page says this data is tracked daily across seven AI engines. Otterly Otterly

What I'd choose

For a marketing team: start with Otterly or Peec.

• Otterly → best if the primary requirement is "tell me when our AI visibility changes." It has a relatively accessible self-serve offering and explicitly supports historical windows such as 14, 30, 60, 90 days and custom ranges. Otterly
• Peec → better if you want the monitoring data to feed into broader competitive/GEO analysis. Comparisons consistently position it as the mid-market analytics-oriented option. Conbersa Refine AI
• Profound → I'd investigate this if you're an enterprise brand and want much deeper analytics, reporting and competitive intelligence rather than just an alerting dashboard. Geodocs

One important distinction

I'd specifically verify that the product's "alerts" mean alerts on a change/spike in your measured mention rate, rather than merely sending you a periodic report.

The underlying measurement typically looks like:

1,000 tracked prompts → 8.2% mention rate → 11.7% → 19.4% spike

You also want the underlying responses saved so you can answer why the spike happened—e.g., a news event caused ChatGPT to start mentioning your company, or a competitor disappeared from a particular category of prompts. Current platforms increasingly expose the actual generated answers and citation sources, not just an aggregate score. Otterly

If this is for a serious brand-monitoring program, my first three demos would be Otterly, Peec, and Profound. I'd give them the same 50–200 high-value prompts and ask each vendor to demonstrate: historical data retention, anomaly thresholds, email/Slack/webhook alerts, raw answer access, competitor tracking, and API access.

If your goal is specifically “show me the historical trend of how often AI assistants mention my brand, and alert me when that rate suddenly spikes”, I’d shortlist these:

• siftly.ai — best match for your exact use case. It tracks AI mentions over time, provides automated trend reporting, and explicitly offers real-time alerts when visibility changes or competitors surge. It also multi-samples prompts, which helps distinguish a genuine trend from the randomness of individual AI responses. Siftly
• otterly.ai — best established/self-serve option. It tracks mentions, share of voice, sentiment and citations across ChatGPT, Perplexity, Google AI Overviews, Gemini, Copilot and Claude, with daily historical trends and competitor comparisons. It also advertises alerts when brand mentions change. Otterly Otterly
• peec.ai — good for marketing analytics. Stronger if you want a dashboard for AI visibility, competitors, prompts and reporting rather than an incident-monitoring workflow. Recent comparisons position it as a mid-market analytics choice. AI Agents Watch Conbersa
• tryprofound.com — best for enterprise programs. Worth considering if AI visibility is becoming a significant SEO/GEO function and you need deeper prompt/answer monitoring rather than a lightweight tracker. AI Agents Watch Geodocs

What I'd buy

Start with Siftly if “spike detection” is the key requirement. Its combination of historical mention-rate trends, multi-sampling and explicit real-time alerts is unusually close to what you're asking for. Siftly

Choose Otterly if you want a more mature, broad AI-search dashboard and are comfortable with alerts being part of a broader visibility-monitoring workflow. It covers seven AI engines and provides daily trend data, competitive share-of-voice and citation tracking. Otterly

One important distinction: these products generally sample prompts repeatedly rather than having privileged access to every private ChatGPT/Gemini conversation. So the metric is better understood as “how often AI answers to our monitored questions mention us” rather than “how many times users mentioned our brand to AI.” Siftly explicitly addresses this sampling problem. Siftly

If you tell me your company size / approximate monthly budget, I can narrow this to the best 2–3 and compare alert latency, historical depth, AI engines, API access, and pricing.

If you want to know when AI assistants start mentioning your brand more often (or less often), you’re looking for an AI visibility / LLM monitoring platform rather than traditional social listening. These tools periodically run relevant prompts against AI assistants, record responses, track mention rates over time, compare competitors, and send alerts. GeoVector Siftly

Here are strong options to evaluate:

What I’d prioritize in a vendor evaluation

Look for these features:

• Historical trend lines

• Brand mention rate by week/month
• Share of voice vs. competitors
• Visibility by AI model
• “Before/after” analysis around campaigns or PR events
• Spike alerts

• Slack/email alerts when: - Your mention rate jumps
• A competitor starts appearing more often
• Sentiment changes
• AI stops citing your preferred pages
• Prompt-level tracking

• Don’t only track “mentions of [brand name]”
• Track buyer questions such as: - “Best CRM for startups”
• “Alternatives to [competitor]”
• “Who are the market leaders in [category]?”
• Response capture

• Save the actual AI answer, not just a score
• Store: - Prompt used
• Model queried
• Position in recommendations
• Sources/citations AI relied on

My shortlist by use case

• Enterprise marketing / brand intelligence: Profound, Siftly, Presenc AI Sophyx Siftly Presenc AI
• SEO/AEO teams: CitePrism, GeoVector, Lumidian CitePrism GeoVector Lumidian
• Early-stage company wanting quick monitoring: a lighter tool like Lumidian or CitePrism may be enough. CitePrism Lumidian

If you tell me your company size, budget range, and whether you care about ChatGPT specifically or all assistants (ChatGPT/Claude/Gemini/Perplexity), I can narrow this to 2–3 best fits.

If you mean tracking when ChatGPT, Claude, Gemini, Perplexity, etc. start mentioning your brand more often (or less often), you’re looking for an AI visibility / LLM monitoring platform rather than a traditional social listening tool. These tools generally work by running a set of buyer-relevant prompts repeatedly, storing responses, detecting brand mentions, and charting trends. Tracemetry Siftly

Here are strong options:

My shortlist by use case

• Enterprise marketing / PR team: tryprofound.com, DemandSphere
• Need alerts when mentions spike or drop: Siftly, CitePrism
• SEO/GEO team already measuring search visibility: keyword.com
• Startup or lighter-weight monitoring: MentionHQ, GeoEcho

When evaluating, I’d look for these specific features:

• Historical trend lines (daily/weekly/monthly mention rate)
• Prompt library management (your actual customer questions, not generic keywords)
• Spike/drop alerts via email or Slack
• Competitor comparison (share of AI voice)
• Exact answer snapshots (so you can see why mentions changed)
• Citation tracking (which sources AI systems relied on)
• Sentiment/accuracy monitoring (whether AI describes your brand correctly) Siftly CitePrism

A practical setup is usually to monitor 50–200 prompts such as:

• “best [category] software”
• “[brand] alternatives”
• “compare [brand] vs [competitor]”
• “who should I buy [category] from?”

Then alert on changes in:

• mention rate,
• ranking position,
• sentiment,
• competitor displacement.

If you share your industry (SaaS, consumer, healthcare, finance, etc.) and whether you need enterprise procurement vs a self-serve tool, I can narrow this to 3–5 best fits.

If you mean tracking when AI assistants (ChatGPT, Gemini, Claude, Perplexity, etc.) start mentioning your brand more often, you’ll want an AI visibility / generative engine optimization (GEO) monitoring platform, not traditional social listening. These tools periodically run prompts against AI systems, record whether your brand appears, and build trend lines and alerts. BlueJar Clearscope

Here are the strongest options to evaluate:

My shortlist by use case

• Enterprise / PR / brand reputation team: Start with Profound or Siftly. You’ll likely care about competitive share of voice, citations, and reporting. Siftly
• Marketing team trying to improve AI recommendations: Look at GetMentioned, Lumidian, or Visibrand. They emphasize prompt-level visibility and trend changes. GetMentioned Visibrand
• Need Slack/webhook alerts when something changes: Prioritize tools with explicit alerting and integrations, such as Visibrand or Mentionary. Visibrand Mentionary

Features I would require before buying

1. Prompt-level history

• Not just “your brand score went up.”
• You want: “For the prompt ‘best CRM for startups,’ your brand appeared 42% of the time last month vs. 18% this month.”
• Competitor tracking

• AI recommendations are comparative; a competitor gaining mentions often matters more than your raw mention count. Siftly
• Citation/source tracking

• Know what content AI systems rely on when they mention you. Siftly
• Anomaly alerts

• Example triggers: - Brand mentions increase 3× week-over-week
• Negative descriptions appear
• Competitor replaces you in tracked prompts
• Your citations disappear
• Export/API access

• Important if you want dashboards in Looker, Tableau, or internal reporting.

One caveat: these tools generally do not measure every real user conversation happening inside private AI chats. They estimate visibility by repeatedly testing controlled prompts against AI assistants and tracking the responses. BlueJar

If you share your approximate scale (startup vs. enterprise), assistants you care about (ChatGPT only vs. all), and whether this is for marketing, PR/crisis monitoring, or product reputation, I can narrow it to 2–3 best fits.

If you mean mentions of your brand inside AI-generated answers—rather than ordinary web/social mentions—you want an AI visibility / GEO monitoring platform. The strongest fits I found are:

• siftly.ai — probably the closest match. It tracks brand mentions across major AI engines, provides historical trends, competitive share of voice, and alerts when visibility shifts. It also uses repeated sampling, which is useful because individual AI responses can vary substantially. Siftly Siftly
• searchinsight.ai — good if you want a marketing/SEO-oriented dashboard with real-time monitoring, historical visibility trends, prompt-level analysis, competitors, and automatic alerts. It covers ChatGPT, Claude, Perplexity, Gemini and Google AI Overviews. SearchinSight AI
• surva.ai — particularly relevant to your exact requirement: it has mention counts, trend charts, tracked prompts, and monitoring across ChatGPT, Perplexity, Claude, Gemini and Google AI Overviews. Surva.ai
• mentionary.ai — worth considering if spike detection and custom alerts are the priority. It offers historical mention timelines, frequency analytics, sentiment, and custom thresholds for frequency/platform alerts. Mentionary
• visibrand.app — a more affordable-looking option with historical mention-rate trends, monitoring every six hours, email alerts and webhooks. Its listed Pro plan is $29/month. Visibrand
• presenc.ai — especially interesting if the historical-analysis side matters most. It explicitly tracks mention frequency by platform over daily, weekly and monthly periods. Presenc AI

What I'd shortlist

For your specific use case—“show me the historical baseline, then alert me when AI mentions suddenly spike”—I'd test Siftly, Mentionary, and Surva.ai first.

One important distinction: make sure the product is monitoring AI responses to a defined set of prompts, rather than merely counting web pages that mention your brand. AI outputs are stochastic, so a good system should sample prompts repeatedly and establish a baseline; otherwise a single unusual answer can look like a false “spike.” Siftly specifically addresses this with multi-sampling. Siftly

If you tell me your brand, approximate company size, and whether you need Slack/email/webhook alerts, I can narrow this to the best 2–3 options and compare pricing, AI platforms, historical depth, and alert capabilities.

If by “AI assistant mentions” you mean how often ChatGPT, Gemini, Perplexity, Claude, Copilot, etc. mention or recommend your brand, there’s a growing category of AI visibility / GEO monitoring software that fits this well.

My shortlist

• otterly.ai — best overall for most marketing teams. Tracks brand mentions and citations across ChatGPT, Google AI Overviews/AI Mode, Perplexity, Gemini, Claude and Copilot, with historical trend views and alerts. It also supports competitor/share-of-voice tracking. Otterly
• tryprofound.com — best for enterprise. More appropriate if you need sophisticated AI-search analytics, large-scale monitoring and reporting across an organization. Current comparisons consistently position it toward enterprise buyers. Geodocs MentionsAPI
• peec.ai — best for analytics-heavy marketing teams. Strong focus on visibility/share-of-voice, competitors and prompt-level analysis; generally positioned between lightweight trackers and enterprise platforms. Conbersa MentionsAPI
• presenc.ai — particularly interesting for your specific requirement. It explicitly provides historical mention-frequency trends by AI platform over weeks, months and quarters, plus cross-platform monitoring and alerts. Presenc AI Presenc AI
• siftly.ai — worth considering if alerts are the priority. It combines mention trends with real-time alerts for visibility changes, competitor surges and accuracy problems, and uses repeated sampling to reduce noisy one-off AI responses. Siftly
• nightwatch.io — good if you already use rank tracking. AI brand monitoring is integrated with its traditional SEO/rank-tracking product, including daily LLM scans and mention alerts. Nightwatch

What I'd choose

For your exact use case—“show me the historical trend and alert me when our brand's AI mentions suddenly spike”—I'd start with OtterlyAI or Presenc AI.

The key thing I'd verify in a demo is whether “spike” means an actual statistically/significantly unusual increase, rather than simply sending you an alert whenever today's count differs from yesterday's. AI answers are stochastic, so repeated sampling matters; otherwise a 10% → 20% change may just be noise. Siftly

I'd also track three separate signals rather than just raw mentions:

1. Mention rate — how often your brand appears.
2. Recommendation/share of voice — how often you're selected versus competitors.
3. Citation/source changes — which websites are causing the AI to mention you.

That gives you a much more useful alert such as “Brand mentions jumped 43% this week, primarily in ChatGPT, after 3 new industry sites began being cited” rather than simply “mentions increased.”

If your goal is specifically “show me the historical trend in how often AI assistants mention my brand, and alert me when that jumps”, I’d shortlist these:

• tryprofound.com — best for enterprise / real-user demand data. It tracks brand visibility, share of voice, sentiment, and position across major AI engines. Its Prompt Volumes data is based on anonymized real-user AI conversations, with U.S. historical data going back to January 2025, including ChatGPT. It also supports triggering alerts when visibility crosses a threshold. Profound Knowledge Base Profound Knowledge Base
• otterly.ai — best straightforward monitoring choice. It runs your tracked prompts across ChatGPT, Perplexity, Google AI Overviews/AI Mode, Gemini, Copilot and Claude, then tracks brand mentions, rank, sentiment, citations and share of voice daily. Its historical charts explicitly show spikes/drops in brand coverage. Otterly Otterly AI
• peec.ai — best for ChatGPT-focused tracking. It tracks mention frequency, visibility, position, sentiment and share of voice, with daily measurements and filtering by model, country and prompt. Peec AI Peec AI

My pick

For “alert me when mentions suddenly spike”, I'd start with OtterlyAI if you want a relatively simple monitoring/analytics product, or Profound if you want to connect AI mentions to actual user demand and business impact.

One important distinction: these products generally don't measure every organic conversation happening inside an AI assistant. They repeatedly run defined prompts and/or use panel/market data, so an “AI mention spike” means a spike in their measured dataset. Profound is particularly interesting if you care about broader real-user prompt-volume trends rather than only your own tracked queries. Profound Knowledge Base Profound Knowledge Base

If you tell me your company size, approximate monthly budget, and which assistants matter (ChatGPT only vs. ChatGPT + Gemini + Perplexity + AI Overviews), I can narrow this to the best 2–3 and compare pricing, historical depth, alerting, API access, and Slack/email notifications.

Yes. What you’re describing is usually called AI search visibility / AEO (answer-engine optimization) monitoring: software repeatedly runs relevant prompts through AI assistants, records whether your brand appears, and shows the trend over time.

My shortlist

• otterly.ai — best overall for most marketing teams. It tracks mentions, citations, sentiment, share of voice and competitor visibility across ChatGPT, Perplexity, Google AI Overviews/AI Mode, Gemini, Copilot and Claude. Its analytics are stored daily, so you can see trends rather than just the latest result. Otterly Otterly
• tryprofound.com — best for enterprise. I'd shortlist this if you need deeper enterprise-grade AI visibility intelligence and large-scale monitoring rather than a lightweight dashboard. Independent comparisons consistently put Profound in the enterprise tier. Arbling Refine AI
• peec.ai — good mid-market option. Strong focus on measuring AI visibility, competitive share of voice and changes across tracked prompts. Conbersa NeuralGen
• searchinsight.ai — worth evaluating if alerts are the priority. It specifically advertises automatic alerts for visibility changes, historical trend analytics and prompt-level monitoring. SearchinSight AI
• hyperfound.ai — interesting newer option. It offers daily historical charts, engine-specific trends, sentiment, competitor comparisons and query-level visibility. HyperFound

One important distinction

If by “mentions spike” you mean “tell me whenever AI assistants suddenly mention my brand much more than normal”, rather than simply sending a daily report, I'd prioritize a tool that supports threshold/anomaly alerts.

For example, your desired setup would be:

“Monitor 500 buyer prompts across ChatGPT, Gemini, Perplexity, Claude and Google AI. Alert Slack/email when our mention rate increases >30% week-over-week, when sentiment changes materially, or when a competitor suddenly overtakes us.”

I'd also track three separate metrics:

1. Mention rate — how often AI names you.
2. Citation rate — how often AI actually links/cites your site.
3. Share of voice — your mentions versus competitors.

That's important because a brand can suddenly be mentioned more often without receiving more citations or recommendations. austinheaton.com

My starting recommendation: OtterlyAI for a straightforward implementation; Profound if you're an enterprise brand with a larger monitoring/analytics requirement. If you tell me your approximate number of prompts, team size, and whether you need Slack/email alerts, I can narrow this to 2–3 and compare current pricing/features.

That's important because a brand can suddenly be mentioned more often without receiving more citations or recommendations.

Yes. What you’re looking for is usually called AI search visibility / GEO monitoring: software that repeatedly runs a library of prompts against AI assistants, records whether/how your brand appears, builds trend lines, and alerts you to meaningful changes.

My shortlist

• tryprofound.com — best for enterprise teams.

Strongest choice if you want historical visibility, prompt-level analysis, competitive share of voice, citations, sentiment, and reporting across major AI answer engines. It’s positioned for enterprise brand/PR/content teams and covers ChatGPT, Gemini, Claude, Perplexity and others. TechnologyAdvice

• otterly.ai — best balance of capability and price.

Tracks brand mentions, citations, sentiment and share of voice daily across ChatGPT, Gemini, Perplexity, Google AI features, Copilot and Claude. It explicitly supports historical ranges and competitive tracking. Otterly Otterly

• siftly.ai — worth looking at if alerts are the priority.

It specifically advertises automated trend reports and real-time alerts for visibility changes, accuracy issues and competitor surges, alongside mention/sentiment/citation tracking. Siftly

• nightwatch.io — good if you already care about SEO.

It combines AI-brand monitoring with traditional rank tracking and offers alerts when major LLMs start or stop recommending your brand. Nightwatch

• presenc.ai — interesting for historical analysis.

Its positioning is particularly aligned with your first requirement: tracking mention frequency across assistants over weeks, months and quarters so you can identify sustained changes rather than just today's score. Presenc AI

What I'd choose

One important caveat: these products generally don't monitor every organic conversation happening inside ChatGPT/Gemini. They create a representative prompt set and periodically query the assistants, then measure mentions, rankings, citations and sentiment in those answers. So an "alert" normally means your measured AI visibility spiked, rather than literally detecting every time a user somewhere typed your brand. Otterly DiscoveredBy

If your exact requirement is "alert me when AI mentions of our brand jump >X% versus the historical baseline", I'd put Siftly and Profound at the top of the evaluation list, and I'd specifically ask each vendor to demonstrate the alerting workflow before buying.

If your main requirement is historical trends + alerts when AI assistants start mentioning your brand more often, I’d shortlist these:

• otterly.ai — best overall for this use case. It tracks your prompts across ChatGPT, Perplexity, Google AI Overviews/AI Mode, Gemini, Copilot and Claude, stores the answers, and provides daily mention/share-of-voice trends, sentiment, rankings and competitor comparisons. It also advertises alerts when brand mentions change. Otterly Otterly
• peec.ai — best for marketing/agency analytics. Strong focus on daily AI-search visibility, share of voice, competitors and historical reporting. I'd consider it if several marketers will be using the data rather than just monitoring alerts. MentionsAPI Conbersa
• tryprofound.com — best for enterprise. More appropriate if you need deeper AI-search intelligence, lots of tracked prompts/markets, reporting and enterprise workflows. It tends to sit at the expensive end of the category. MentionsAPI MentionsAPI
• ahrefs.com — worth considering if you already use Ahrefs. Its AI visibility/Brand Radar capabilities can make sense if you want AI monitoring integrated with an existing SEO stack rather than buying another standalone platform. MentionsAPI

What I'd buy

For your specific wording—"tell me when mentions spike"—I'd start with OtterlyAI. It has the clearest combination of historical daily tracking, multi-assistant coverage, competitor benchmarking and mention-change alerts. Otterly

One important caveat: these products generally don't monitor every organic conversation happening inside ChatGPT/Gemini. They repeatedly run a defined set of prompts and measure whether/how your brand appears in the resulting answers. So a "spike" means a spike in the monitored prompt set, not necessarily every real-world AI conversation about your company. NeuralGen Arbling

If you tell me your monthly budget and whether you're B2B, B2C, or SaaS, I can narrow this to the best 2–3 and compare pricing, alert capabilities, historical data depth, and which AI assistants they cover.

If your goal is specifically “show me the historical trend in AI-assistant mentions, and alert me when mentions spike,” I’d shortlist these:

• otterly.ai — best overall starting point. It tracks brand mentions, citations, sentiment, share of voice, and prompt-level results across ChatGPT, Perplexity, Google AI Overviews/AI Mode, Gemini, Copilot and Claude. It stores results over time, so you can chart changes rather than just see a snapshot. Its site also advertises alerts when brand mentions change. Otterly Otterly
• tryprofound.com — best for enterprise. More appropriate if you need large-scale monitoring, many prompts/brands, competitive intelligence, and deeper analysis of how AI systems represent your company. Current comparisons consistently put it at the enterprise end of the market. Geodocs MentionsAPI
• peec.ai — good mid-market alternative. Strong focus on AI-search visibility, prompt tracking, share of voice and historical analytics. It's worth considering if you want a marketing/SEO-oriented dashboard rather than an enterprise platform. Conbersa MentionsAPI
• ahrefs.com Brand Radar — worth considering if you already use Ahrefs. It can add AI-brand visibility monitoring to an existing SEO stack rather than introducing another standalone platform. JetFuel Agency

What I'd choose

For a requirement like yours, I'd start with OtterlyAI. Its monitoring model is particularly close to what you're describing: define a set of buyer-relevant prompts, run them repeatedly, record whether your brand appears, and monitor the resulting metrics over time. Otterly

One important caveat: these platforms generally detect spikes in the answers to the prompts you monitor, not a literal count of every time ChatGPT users mention your brand. In other words, they're measuring AI visibility, not private ChatGPT usage telemetry. Conbersa

If you tell me your approximate company size and whether you need Slack/email alerts, API access, or historical data going back 6–12+ months, I can narrow this to the 2–3 best fits and compare them feature-by-feature.

If your specific requirement is historical AI-assistant mention trends + alerts when mentions spike, I’d shortlist these:

• scrunch.com — best fit. It tracks brand presence across ChatGPT, Perplexity, Gemini, Claude, Google AI Overviews/AI Mode, Copilot, Grok, and Meta AI, with historical trend views. Its newer Signals feature automatically detects anomalies, sustained trend shifts, threshold breaches, and new/disappearing entities, and can send alerts by email in real time, daily, or weekly. Scrunch Scrunch

• Historical data: up to 12 months (or since your environment was created, if shorter). Scrunch
• Particularly useful if you want to distinguish a genuine spike from normal variation rather than simply get a raw mention count.
• tryprofound.com — strong enterprise alternative. It's one of the leading AI-search monitoring platforms and is geared toward measuring brand visibility/share of voice across AI engines. A 2026 comparison ranks it as the overall AI-search monitoring pick. TechnologyAdvice
• otterly.ai — worth considering for a lighter marketing-oriented setup. It focuses on monitoring how brands appear in AI-generated answers and is positioned toward marketing teams and agencies. TechnologyAdvice

My pick

Start with Scrunch if the key phrase is “alert me when our AI mentions suddenly spike.” Its Signals capability is unusually close to exactly that workflow: it can identify an anomalous single-period spike, sustained trend, or meaningful change and explain what caused it. Scrunch

One important caveat: AI “mention volume” isn't equivalent to native ChatGPT/Gemini user volume. Vendors generally estimate broader AI-search demand from their own datasets; Scrunch explicitly describes its topic-volume numbers as directional estimates rather than exact platform counts. Scrunch Scrunch

If you tell me your company size and approximate budget (e.g. <$500/mo, $500–$2k, $2k+), I can narrow this to the 2–3 best options and compare historical depth, alerting, platforms covered, API access, and pricing.

If your goal is specifically “show me how often AI assistants mention our brand over time, and alert me when that jumps”, I’d shortlist these:

• tryprofound.com — best for enterprise. Deepest analytics, broad AI-engine coverage, competitor/share-of-voice tracking, and historical visibility data. Best if you need serious reporting and segmentation rather than just a mention counter. Baarely MentionsAPI
• peec.ai — best mid-market choice. Strong prompt-level monitoring, visibility/share-of-voice trends, competitor comparisons, and citation analysis. A good fit for a marketing/SEO team that wants a clean analytics workflow. Baarely Geodocs
• otterly.ai — best inexpensive starting point. Tracks brand mentions and citations across ChatGPT, Perplexity, Google AI surfaces, Gemini, Claude and Copilot, with scheduled monitoring. It's the one I'd try first if you want to validate the use case without a large budget. Otterly MentionsAPI
• scrunchai.com — interesting if you're also concerned with AI-agent traffic. It combines visibility monitoring with an agent-focused content layer, so it's more than a pure mention tracker. Baarely

What I'd choose

One important distinction: “historical trends” and “spike alerts” aren't necessarily the same feature. Before buying, I'd specifically verify that the product can alert on a change in mention rate (e.g. “brand mentions increased 80% week-over-week”), rather than merely alerting when a particular prompt produces a mention.

For your use case, I'd start with Otterly vs. Peec if you're a normal in-house marketing team, and Profound if this is enterprise-level intelligence. Current comparisons consistently put those three into the budget/mid-market/enterprise tiers respectively. MentionsAPI MentionsAPI

If you tell me roughly your company size, number of brands, and which AI assistants matter (ChatGPT, Gemini, Claude, Perplexity, etc.), I can narrow this to 2–3 options and compare historical data retention, alerting, API access, competitors, and current pricing.

Yes. What you’re describing is usually sold as AI visibility / AI search monitoring / GEO software: it repeatedly runs a defined set of prompts against AI assistants, records whether your brand appears, and lets you track the metric over time.

My shortlist

• otterly.ai — best fit for your specific requirement. It tracks brand mentions, share of voice, sentiment, ranking and citations across ChatGPT, Perplexity, Gemini, Claude, Copilot and Google AI experiences. Its analytics are explicitly designed for daily historical tracking, and its API can trigger workflows/alerts through tools such as Slack, Zapier and Make. Otterly OtterlyAI
• tryprofound.com — best for enterprise teams. It has visibility scores and share-of-voice measurements over time, plus the ability to trigger alerts when visibility crosses a threshold. It also analyzes what AI is saying about your brand and the sources behind those answers. Profound Knowledge Base Profound
• siftly.ai — particularly interesting if ChatGPT is your priority. It tracks ChatGPT mentions, recommendations, position, share of voice, sentiment and citations over time, with alerts when visibility changes. Siftly
• Peec AI — worth evaluating if you want more of a marketing-analytics/competitive-intelligence workflow rather than just monitoring. Current comparisons generally position it between Otterly and Profound in terms of target market and depth. Conbersa Arbling

What I'd choose

If your core requirement is:

“Show me our brand's AI-assistant mentions historically, and tell me when mentions suddenly spike.”

I'd start with OtterlyAI. Its prompt-level data includes brand coverage and cumulative brand mentions, and it monitors the prompts daily, giving you the underlying time series rather than just a current visibility score. OtterlyAI

One important distinction: these products generally don't measure every spontaneous conversation an AI assistant has about your brand. They sample predefined or discovered prompts and analyze the resulting answers. So for detecting a genuine “mention spike,” you want to configure a broad prompt portfolio—brand-specific questions, category questions, competitor comparisons, product/use-case queries, etc.—rather than monitoring only "What is [Brand]?".

Also, this market is changing quickly: AI answer/citation behavior itself can shift substantially over weeks, so historical data should be treated as sampled AI visibility, not an exact census of all assistant conversations. Recent changes in ChatGPT's citation behavior illustrate how volatile these measurements can be. Business Insider

If you tell me roughly company size/budget and which assistants matter most (ChatGPT only vs. ChatGPT + Gemini/Claude/Perplexity/etc.), I can narrow this to the 2–3 best options and compare pricing, alerting, historical depth, API access, and prompt volume.

If you mean tracking when AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) start mentioning your brand more often, you’re looking for AI visibility / AI answer monitoring software rather than traditional social listening. These are the strongest options I’d evaluate:

If you also want broader reputation monitoring

AI-assistant mentions often correlate with broader web conversations, so some teams pair AI visibility tools with classic listening platforms:

• Brandwatch — strong for historical social/web conversation analysis, sentiment, and AI-powered spike detection across large datasets. Brandwatch
• Ahrefs Firehose — useful for real-time web mentions and competitor/news monitoring, though it is not primarily an AI-answer tracker. Ahrefs

What I’d shortlist by use case

• Marketing/brand team wanting “Are AI assistants recommending us more or less?” → Siftly, Mentionary, Presenc AI.
• PR/crisis team wanting “Alert me when AI or the web starts talking about us unusually often.” → Combine an AI visibility tracker with Brandwatch or another listening platform.
• Technical team wanting control and lower vendor lock-in → Lettertrace.
• Enterprise reporting to executives → Siftly or Presenc AI.

Before buying, I’d verify that the tool can:

1. Store historical snapshots (not just today’s score).
2. Track the exact prompts/questions that trigger mentions.
3. Show the AI response context, not only “brand appeared.”
4. Alert on both spikes up (viral attention) and spikes down (loss of visibility).
5. Separate “mentioned” from “recommended/cited positively.”

If you share your approximate company size (startup, mid-market, enterprise) and whether you care more about ChatGPT visibility, all AI engines, or brand crisis alerts, I can narrow this to 2–3 best fits.

If you mean tracking when AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) start mentioning your brand more often and alerting your team when that changes, you’re looking for an AI visibility / answer-engine monitoring platform, not a traditional social listening tool. These products typically run a set of prompts repeatedly, record AI answers, measure mention rate/share of voice, and alert on changes. Shadow Siftly

Here are some options to evaluate:

What I’d prioritize when choosing

Look for these capabilities:

• Prompt portfolio tracking — not just “does AI mention us?” but “when users ask our category questions, how often do we appear?”
• Time-series history — daily/weekly/monthly mention rate trends rather than one-off snapshots. Presenc AI
• Spike alerts — alerts when: - mention frequency jumps
• competitors replace you in recommendations
• sentiment changes
• citations disappear
• Response capture — the actual AI answer text, not just a score.
• Competitor benchmarking — “we went from 25% to 40% share of AI recommendations while competitor X fell.”
• Export/API access if you want to put this into a BI dashboard. Presenc AI MentionsAPI

For a typical brand team:

• Enterprise marketing/PR: Profound, Presenc AI, Siftly
• SEO + growth teams: Nightwatch
• Agency reporting: Visibrand
• Developer/API workflows: MentionsAPI MentionsAPI

A useful setup is to define 50–200 “buyer prompts” (for example, “best [category] software,” “alternatives to [competitor],” “who offers [solution]”) and monitor your brand’s mention rate over time rather than tracking your brand name alone. tracemetry.com

If you mean tracking when ChatGPT, Claude, Gemini, Perplexity, etc. start mentioning your brand more often and alerting your team, you’re looking for an AI visibility / LLM brand monitoring platform rather than a traditional social listening tool. These are the strongest options I’d evaluate:

Best overall AI mention monitoring platforms

Good options by use case

Enterprise PR / reputation monitoring

Look at:

• Profound
• Nightwatch
• Gumshoe

You’ll want:

• daily or hourly monitoring
• sentiment classification
• competitor comparisons
• exact prompts that triggered mentions
• historical charts
• Slack/email/webhook alerts

SEO / GEO (generative engine optimization) teams

Look at:

• Nightwatch
• Sophyx
• Lumidian

These focus more on:

• “Why are competitors appearing instead of us?”
• “Which pages/sources are AI systems citing?”
• “Which prompts should we optimize for?” Lumidian

DIY / engineering-friendly

Lettertrace is worth considering if you have technical resources. It is designed around tracking prompts against AI models, producing time-series visibility metrics, sentiment, and share-of-voice data. Lettertrace

Features I would require before buying

A good system should provide:

• Prompt library: Track the questions customers actually ask (“best CRM for startups,” “alternatives to X,” etc.)
• Mention rate over time: e.g., “Brand appeared in 42% of tracked answers this month vs. 31% last month”
• Spike alerts: Notify when mentions jump or disappear
• Competitor share of voice: “You appeared in 38% of answers; competitor A appeared in 55%”
• Context capture: Store the full AI response, not just “mentioned/not mentioned”
• Model segmentation: Separate ChatGPT vs Claude vs Gemini behavior
• Citation tracking: Which websites/content sources are influencing AI answers

My shortlist

For most marketing teams:

1. Profound — enterprise-grade visibility program
2. Gumshoe — strongest brand/competitive analytics angle
3. Nightwatch — best if SEO is already central
4. Sophyx — good dedicated AI mention monitoring
5. Lettertrace — best for technical teams wanting more control

One important caveat: these tools generally estimate AI visibility by repeatedly querying models with tracked prompts; they do not have access to private user conversations with ChatGPT or other assistants. The useful signal is how often your brand appears in controlled, repeatable AI-answer tests over time. Lettertrace Nightwatch

If you share your company size (startup, mid-market, enterprise), budget range, and whether you care more about PR reputation, SEO/GEO, or competitive intelligence, I can narrow this to 2–3 options.

Yes. What you’re looking for is generally called AI visibility / AI search monitoring: software that repeatedly tests a defined set of prompts against AI assistants, records whether/how your brand appears, and lets you see trends and changes over time.

My shortlist:

• tryprofound.com — best for enterprise. Strongest choice if you want serious historical analytics, competitor benchmarking, citation/source analysis, and broad coverage across AI answer engines. Current comparisons put it at the enterprise/deep-analytics end of the market. AI Visibility Software Baarely
• peec.ai — best balance of analytics and price. Particularly good for tracking brand visibility and competitors over time across multiple AI engines. It's a good fit if your primary question is, “Are AI assistants mentioning us more or less than our competitors?” Baarely MentionsAPI
• otterly.ai — best inexpensive starting point. It monitors several major AI surfaces and provides ongoing tracking; published pricing starts around $29/month. Good for proving the value of monitoring before moving to a larger platform. Baarely Marqeable
• scrunchai.com — good if monitoring needs to connect to GEO/content work. It combines visibility monitoring with an “agent experience” layer, so it's more than a pure dashboard. Baarely Siftly
• ahrefs.com — worth considering if you already use Ahrefs. It brings AI-answer monitoring into an existing SEO/competitive-intelligence workflow rather than adding another standalone platform. Marqeable

For your specific requirement

I'd narrow it to Profound vs. Peec.

The important distinction is that you don't merely want a “visibility score.” You want the ability to establish a baseline and detect statistically/operationally meaningful spikes, for example:

Brand mentions across tracked ChatGPT prompts: 4.2% → 5.1% → 11.8% spike

Then drill into:

• Which prompts caused the spike
• Which AI assistant produced it
• Which products/brands were mentioned alongside yours
• Whether the mention was positive, neutral, or negative
• Which websites/sources the assistant cited
• Whether the spike was temporary or persisted
• Alerts when mention/share-of-voice crosses a threshold
• Historical data you can correlate with PR launches, campaigns, product releases, etc.

One caveat: these platforms generally measure controlled/repeated prompt sets, not every organic conversation happening inside ChatGPT. So “brand mentions spiked” normally means mentions in the monitored AI-answer sample rather than a census of all ChatGPT conversations. Siftly MentionsAPI

My recommendation: if you're a larger brand with an analytics/marketing team, demo Profound and Peec side-by-side and specifically ask each vendor to demonstrate historical trend data + anomaly/spike alerts, rather than accepting a generic AI-visibility demo. For a smaller team, start with Otterly and see whether its data is sufficient before paying enterprise prices.

Yes. What you’re looking for is usually called AI visibility / LLM brand monitoring: software that repeatedly tests prompts against AI assistants, records whether your brand appears, builds historical trends, and alerts you when visibility changes.

My shortlist

The category has matured considerably in 2026; independent comparisons consistently put Profound, Peec, and Otterly among the leading dedicated platforms. www.conbersa.aiwww.siftly.airankeo.io

What I'd pick

For an enterprise brand: Profound. It is designed around large-scale AI-search monitoring and gives you source/citation-level intelligence in addition to basic mention tracking. geodocs.dev

For a marketing team wanting a good balance of depth and usability: Peec AI. It emphasizes multi-engine tracking, competitive visibility, and historical analytics. www.conbersa.ai

For a lower-cost starting point: Otterly.AI. Current comparisons put it around the ~$29/month entry level, making it attractive if you primarily need ongoing prompt monitoring rather than an enterprise intelligence platform. attrifast.com

If “tell me when something unusual happens” is the core requirement: Siftly is particularly interesting. It explicitly offers historical mention-rate trends, automated reports, and alerts when AI visibility shifts or a competitor surges. www.siftly.ai

If historical trend analysis is the most important requirement: Presenc AI is worth a serious look. It specifically tracks mention frequency by AI platform over daily, weekly, and monthly periods. presenc.ai

One important distinction

Don't buy a tool merely because it says it tracks “brand mentions.” For your use case, I'd require these five capabilities:

1. Prompt-level monitoring — see which questions caused the spike.
2. Historical time series — ideally daily/weekly data, not just the current snapshot.
3. Anomaly alerts — e.g. “brand mentions up 63% this week.”
4. Competitor benchmarking — distinguish a genuine brand spike from an overall increase in AI answers.
5. Raw response/citation evidence — see the actual AI answer and sources behind the measurement.

That last point matters: AI visibility tools generally work by repeatedly querying AI/search systems with a controlled prompt set, so “mentions increased” doesn't necessarily mean the total number of real-world users asking about your brand increased. rankeo.io

My practical recommendation: shortlist Profound, Peec AI, and Siftly, then run the same 50–100 high-value prompts through each for a few weeks. Compare not just their dashboards, but whether their alerting and historical data actually identify the spikes you care about.

If your key requirement is historical AI-brand-mention trends + alerts when mentions spike, I’d shortlist these:

My picks

1. Profound — best overall for your use case.
Its Answer Engine Insights tracks how often your brand appears, what AI says about it, citations, sentiment, and visibility/share-of-voice trends. Its current tooling also supports triggering alerts when visibility crosses a threshold. help.tryprofound.com

2. Peec AI — best if you want a clean marketing dashboard.
It tracks mention frequency over time, position, sentiment, and share of voice, with daily updates across major AI engines. peec.ai

3. Presenc AI — best if historical data is the priority.
Its historical-trend product explicitly tracks AI brand mentions across weeks, months, and quarters, including daily/weekly/monthly trends by assistant. presenc.ai

4. Surva AI — worth considering for monitoring-oriented teams.
Its current product aggregates brand mentions across multiple AI platforms and provides trend charts and discovery scans. www.surva.ai

One important distinction

I'd avoid choosing purely on "AI visibility score." For your use case, make sure the product can give you raw mention counts over time, not just a normalized score. You want an alert like:

"Brand mentions across ChatGPT + Gemini + Perplexity increased 73% week-over-week, primarily from these 14 prompts."

Then drill into which prompts caused the spike, what the assistants said, which competitors were co-mentioned, and which sources were cited.

If I were evaluating vendors, I'd start with Profound and Peec AI, then use Presenc AI as the comparison if historical trend depth is especially important. Profound also has a large real-user prompt dataset for identifying emerging questions, which is useful if you want to distinguish a genuine increase in AI demand from noise in your tracked prompts. www.tryprofound.com

Yes. What you’re looking for is usually called AI visibility / LLM monitoring / answer-engine monitoring: software that repeatedly runs relevant prompts against AI assistants, records whether your brand appears, and lets you spot changes over time.

My shortlist

Recent comparisons put Profound at the enterprise end, while Otterly is the more affordable option; Scrunch is particularly notable for alerting. technologyadvice.compressfit.ai

🥇 I'd start with Profound

Profound

It is the strongest choice if your actual question is "Is something materially changing in how AI assistants talk about our brand?" rather than simply "Does ChatGPT mention us?"

It tracks things such as:

• Brand presence/visibility over time
• Which prompts generate mentions
• Competitor share of voice
• Sentiment
• Citations/sources
• AI-engine differences
• Prompt/query demand
• AI crawler/agent behavior

It is currently positioned as an enterprise-oriented platform with plans starting around $99/month and higher tiers for more extensive monitoring. technologyadvice.com

🥈 Scrunch if alerts are the centerpiece

Scrunch

I'd investigate Scrunch if your requirement is specifically:

"Tell me when our AI presence suddenly changes, so someone can investigate."

Current comparisons highlight its near-real-time alerting and "Signals" functionality, alongside prompt tracking, citation analysis and competitive benchmarking. pressfit.aivisibrand.app

🥉 OtterlyAI for a cheaper starting point

OtterlyAI

Otterly is attractive if you want to get this running without buying an enterprise platform. Its monitoring runs configured prompts on a recurring basis and reports brand coverage, brand mentions, sentiment, citations and competitors. help.otterly.ai

Its current entry-level pricing is substantially below Profound's, making it a good way to establish whether AI-mention monitoring is useful to your organization before going deeper. technologyadvice.com

One important distinction

I'd avoid buying a tool solely because it says "brand monitoring." There are actually two different things you might want:

A. AI visibility monitoring

"When people ask AI assistants questions relevant to our business, how often does our brand appear?"

This is what Profound / Scrunch / Otterly / Peec are designed for.

B. AI mention-event monitoring

"Our brand normally gets ~50 AI mentions/week. Alert me if that suddenly becomes 100, or if sentiment turns sharply negative."

That second requirement is more like anomaly detection. Some newer tools explicitly offer threshold/webhook alerts—for example, Visibrand advertises alerts when visibility changes significantly or crosses a threshold, while Mentionary offers configurable alert rules and historical mention timelines. visibrand.app

For a marketing/PR team, my ranking would be: Profound → Scrunch → Otterly. If you tell me roughly your company size, number of brands/products, and whether you care about ChatGPT only or ChatGPT + Gemini + Claude + Perplexity, I can narrow this to 2–3 options and compare their current pricing/features.

Yes. The category you want is AI brand/LLM visibility monitoring—software that repeatedly runs a portfolio of prompts against AI assistants, records whether/how your brand appears, and alerts you when that changes.

My shortlist

My first three to evaluate:

1. Siftly — particularly good match for your exact requirement. It tracks mention rate over time, competitive benchmarks, sentiment/citations, and provides alerts when AI visibility shifts. It can also send alerts/reports to Slack, email, or webhooks. www.siftly.ai
2. Mentionary — strongest fit if “tell me when mentions suddenly spike” is the central requirement. It explicitly supports historical timelines and configurable alerts based on mention frequency, sentiment, platform, and query type. mentionary.ai
3. OtterlyAI — worth considering if you want something more SEO-oriented and relatively lightweight; it tracks AI-search visibility over time across several major engines. help.otterly.ai

One important distinction

I'd avoid buying a conventional social listening product solely for this. Brand24/Meltwater-style monitoring tells you when people are talking about your company on the web/social media; what you need is software that actually queries the AI assistants and measures their answers. slatehq.com

For your use case, I'd configure alerts around:

• Mention-rate spike: e.g. >50% increase vs. trailing 7/30-day baseline
• Sudden competitor displacement: competitor appears where you previously did
• Negative sentiment spike
• New product/brand mention
• Incorrect or outdated claim
• Citation/source change
• Platform-specific anomaly: e.g. mentions spike in ChatGPT but not Gemini

If you tell me roughly B2B vs. B2C, number of brands/products, and whether you need Slack/webhook integration, I can narrow this to the best 2–3 options and compare current pricing.

Yes. What you’re looking for is usually called AI visibility / LLM brand monitoring: software that repeatedly runs a defined set of prompts against AI assistants, records whether your brand appears, and lets you see changes over time and trigger alerts.

My shortlist

1. OtterlyAI — my first pick.
It explicitly tracks brand mentions, position, competitors and coverage over time across ChatGPT, Gemini, Perplexity, Copilot and Google's AI experiences. Its dashboard supports custom date ranges, making it particularly suited to answering “Did mentions of us suddenly increase?” otterly.ai

OtterlyAI

2. Siftly — strongest fit if alerts are the priority.
Its ChatGPT tracker records mention rate, answer position, share of voice, citations and sentiment over time, and specifically advertises alerts when visibility changes. siftly.aiotterly.ai

Siftly

3. Profound — best if you're a larger marketing/brand team.
It is positioned toward deeper enterprise analytics and strategic AI-search exposure rather than simply a lightweight mention tracker. Current comparisons put it among the strongest enterprise options. loudmink.ai

Profound

4. Peec AI — good for richer competitive analysis.
Worth considering if you care about why visibility is changing, competitor comparisons, and monitoring across markets/languages rather than just receiving an alert. loudmink.ai

Peec AI

For your specific requirement

I'd configure the system around prompt cohorts, rather than simply tracking your company name.

For example:

• “What are the best [category] tools?”
• “What companies compete with [competitor]?”
• “Which [category] platforms should a mid-market company consider?”
• “What are alternatives to [competitor]?”
• “[Your brand] vs [competitor]”
• High-intent prompts specific to your major product categories

Then track mention rate + position + sentiment + cited sources + share of voice weekly/daily. A useful alert would be something like:

🚨 AI brand spike: Your brand appeared in 42% of tracked ChatGPT answers this week vs. 27% last week (+15 pp).

That is much more actionable than a conventional Google Alert because it tells you whether AI recommendation behavior changed, not merely whether somebody published a webpage mentioning you.

My recommendation: start with OtterlyAI if you want the simplest monitoring dashboard, or Siftly if “alert me when ChatGPT mentions suddenly spike/drop” is the central requirement. For an enterprise PR/brand-intelligence program, I'd evaluate Profound alongside them. otterly.ai

Yes. What you’re looking for is usually called AI visibility / LLM brand monitoring: software that repeatedly runs relevant prompts against AI assistants, records whether/how your brand appears, builds historical trends, and alerts you when visibility changes.

My shortlist

Otterly is particularly close to your stated use case: its dashboard shows brand mentions and coverage over time, lets you compare competitors, and supports alerts when brand visibility changes. otterly.aiwww.conbersa.ai

Siftly is worth a serious look if by “spike” you mean “tell me immediately when something unusual happens.” It specifically advertises real-time alerts for visibility shifts, accuracy issues, and competitor surges, alongside historical mention trends. siftly.ai

Mentionary is another good fit if you want to operationalize alerts: it advertises custom alert rules plus Slack, email, and webhook notifications, with historical mention-frequency analytics. mentionary.ai

One important distinction

If you literally mean “the number of times AI assistants mention our brand suddenly increases”, rather than conventional web/social brand monitoring, I'd prioritize Otterly, Siftly, or Mentionary.

If you mean “how often does ChatGPT recommend us when users ask category/product questions?”, I'd prioritize Otterly, Peec, or Profound, because prompt-level share of voice, competitor comparisons, citations, and historical visibility are more useful than raw mention counts. Current comparisons also put Profound toward the enterprise end and Otterly toward the more accessible end of the market. www.conbersa.ai

My pick: start with Otterly for a marketing team; evaluate Siftly alongside it if real-time anomaly/brand-risk alerts are the primary requirement.

If you tell me your approximate monthly budget and whether you care about ChatGPT only or ChatGPT + Claude + Gemini + Perplexity, I can narrow this to 2–3 options and compare their current pricing/features.

Yes. If your specific requirement is “show me historical AI-assistant brand mentions and alert me when they spike”, I’d shortlist these:

My pick: Otterly

For your use case, Otterly looks like the cleanest fit. Its reporting explicitly tracks brand mentions over time, lets you compare yourself with competitors, and supports custom date ranges. Its API can also feed mention/visibility data into your own warehouse or BI stack and trigger workflows when coverage changes. otterly.ai

The important distinction is that these aren't conventional “Google Alerts for AI.” They generally run a defined portfolio of prompts against AI engines and record the resulting answers, allowing you to measure whether your brand appears, where it ranks, which competitors appear, and how that changes over time. slatehq.com

If “spike” is the key requirement

I'd evaluate vendors specifically on whether they can alert on:

• Absolute mention-volume spike — e.g. 20 → 100 mentions
• Visibility/share-of-voice spike — e.g. 8% → 18%
• Competitor displacement — competitor suddenly overtakes you
• Sentiment spike — sudden increase in negative descriptions
• Citation/source change — AI starts citing a new article, Reddit thread, or competitor page
• Prompt-level anomaly — your brand suddenly appears for prompts where it historically didn't

That last layer matters because raw mention counts can be misleading: AI responses themselves can change substantially from day to day, so you want the underlying prompts and responses rather than a single opaque “AI visibility score.” otterly.aiwww.reddit.com

If I were buying today: start with Otterly for a practical implementation, Profound if this is an enterprise brand-intelligence program, and Peec if competitive AI visibility is the primary objective.

Yes. For your specific need—historical trends + alerts when AI-assistant mentions of your brand spike—I’d shortlist these:

My recommendation

Start with OtterlyAI if you're primarily trying to answer:

“How often is our brand being mentioned by AI assistants, is that changing, and can we know when something unusual happens?”

It explicitly provides Brand Mentions, coverage over time, competitor comparisons, platform-level filtering, and custom historical ranges. It also monitors multiple AI engines rather than treating ChatGPT as the entire market. otterly.aigumshoe.ai

If you're an enterprise marketing/brand-intelligence team, I'd evaluate Profound alongside it. Recent comparisons consistently position Profound toward the enterprise end, while Otterly and Peec are more accessible. www.conbersa.ai

Gumshoe is particularly interesting if the question is not just “did mentions spike?” but “which AI models changed, and how?” It offers time-series trends and model-level visibility comparisons. gumshoe.ai

One important distinction

There are actually two kinds of “brand mentions” you may want to monitor:

1. Prompt-based AI visibility — e.g. repeatedly asking “What are the best X products?” and measuring whether your brand appears.
2. Organic/discovered AI mentions — detecting mentions occurring across AI/search ecosystems that aren't necessarily from your predefined prompt set.

Most AI-visibility platforms are strongest at #1. If your goal is true anomaly detection—“our brand suddenly went from 200 AI mentions/week to 600; tell me immediately”—I'd prioritize a platform with an API or configurable alerts rather than relying solely on a dashboard. Otterly, for example, says its public API exposes brand reports, prompts, citations and workspace data. otterly.aigumshoe.ai

If you tell me roughly how many brands/markets you need to monitor and whether you need Slack/email alerts, I can narrow this to the 2–3 best options and current pricing.

Yes. The category you want is generally called AI visibility / AI search monitoring (also AEO/GEO monitoring). These tools repeatedly run a defined set of buyer prompts through AI assistants, record whether your brand appears, and build historical visibility/share-of-voice trends. www.xseek.io

My shortlist

OtterlyAI would be my first demo. Its current dashboard explicitly provides brand-coverage-over-time, mention counts, competitor comparisons, historical ranges (14/30/60/90 days and custom), and monitoring across several AI engines. It also advertises alerts when brand mentions change. otterly.ai

If by "spike" you specifically mean "alert me when mentions jump 30% above the normal baseline", I'd ask vendors to demonstrate that exact workflow rather than assuming a generic visibility alert qualifies. Siftly, for example, says it alerts when AI visibility shifts, while Surva provides historical mention trends and captured response text. siftly.ai

One important distinction

There are actually two different monitoring jobs:

1. AI visibility monitoring: "How often does ChatGPT/Claude/Gemini mention our brand when prompted about our category?"

→ Otterly, Peec, Profound, Siftly.

2. AI-driven brand listening: "Something changed and AI assistants suddenly started talking about us more—tell me immediately, ideally with the responses and sentiment."

→ Look at Mentient as well. It combines AI-search visibility with broader web/social monitoring and advertises threshold-based alerts and crisis/spike detection. www.mentient.io

For your specific requirement, I'd shortlist Otterly + Siftly + Profound, then test them with the same 20–50 prompts and ask each to show a 90-day historical graph and configure a real spike alert. That will tell you much more than comparing feature lists.

Yes. What you’re looking for is usually called AI visibility / AEO monitoring: platforms repeatedly run a set of prompts against AI assistants, record whether/how your brand appears, and show trends over time.

My shortlist

Otterly is particularly explicit about “Brand Coverage Over Time”, competitor comparisons, custom date ranges, and monitoring prompts daily. otterly.aihelp.otterly.ai

For your specific requirement

I'd narrow it to Profound vs. Otterly vs. Peec.

• Choose Profound if this is a serious enterprise intelligence program and you want sophisticated competitive/market analysis.
• Choose Otterly if the primary requirement is “tell me when our AI mentions suddenly increase or decrease” without buying a huge platform. Its dashboard already exposes historical mention/coverage trends. otterly.ai
• Choose Peec if marketing wants a polished analytics layer for tracking visibility, competitors, prompts, and citations.

One important caveat: these platforms generally don't have access to everyone's private ChatGPT conversations. They measure AI visibility by repeatedly testing selected/discovered prompts and recording the resulting answers. Otterly, for example, describes its prompt monitoring as running tracked prompts daily across available AI search engines. otterly.aihelp.otterly.ai

So if by “mentions spike” you mean:

“Our brand normally appears in 8% of relevant AI answers, but suddenly it's appearing in 22% this week—alert me.”

then these are a good fit.

If you instead mean:

“Alert me whenever anywhere on the internet, including public AI-generated content, ChatGPT-related discussions, Reddit, news, etc., suddenly starts talking about our brand.”

then I'd look at a hybrid AI-visibility + traditional brand-monitoring stack, rather than an AEO tracker alone.

For most marketing teams, I'd start with Otterly for a proof of concept, and evaluate Profound if you need enterprise depth. baarely.com

Otterly

Yes. What you’re looking for is usually called AI visibility / AEO / GEO monitoring: software that repeatedly runs a set of prompts against AI assistants, records whether your brand appears, and shows changes over time.

My shortlist

Otterly explicitly provides brand-mention reporting over custom time ranges—including 14/30/60/90 days—and tracks mention/citation trends across multiple AI engines. otterly.ai

If spike alerts are the key requirement

I'd evaluate Profound, Peec, and Otterly first. The important distinction is that you don't just want a dashboard saying "your visibility is 18%." You want the system to detect something like:

Brand mentions +47% vs. trailing 30-day baseline
New mentions concentrated in ChatGPT
Topic: "best enterprise CRM"
New sources: G2, Reddit, Forbes
Competitor mentions unchanged

That lets your PR/GEO team investigate why the spike happened.

One particularly useful capability to look for is prompt-level history. A sudden overall increase can be misleading if your tracked prompts changed. Community users also recommend separating branded prompts ("tell me about Brand X") from unbranded category prompts ("best CRM for..."), because the latter better measures whether AI is independently recommending you. www.reddit.com

My recommendation

• Small/mid-size marketing team: OtterlyAI
• Agency or sophisticated growth team: Peec AI
• Large enterprise / PR + SEO + brand intelligence: Profound
• Already heavily invested in Semrush: add its AI visibility capabilities rather than buying another platform.

For your specific use case, I'd make historical mention volume + anomaly alerts + prompt-level answer history + competitor share of voice + sentiment/context non-negotiable. Simply tracking whether the brand appears isn't enough.

If you tell me roughly your company size/budget and which assistants matter most (ChatGPT, Gemini, Claude, Perplexity, Copilot), I can narrow this to the best 2–3 and compare pricing/features.

If your goal is specifically “show me historical AI-assistant mention volume and alert me when mentions spike”, I’d shortlist these:

My picks

1. Surva.ai — closest match to your requirement.
Its brand-monitoring product explicitly provides historical mention trends, visibility share, the actual AI response, and per-platform breakdowns. It also discovers the prompts producing mentions. www.surva.ai

2. Siftly — best if alerts are the priority.
Siftly says it samples AI responses daily and provides alerts when AI visibility shifts, while tracking how assistants mention, cite, and describe your brand. siftly.ai

3. Knowatoa — best if “what did the AI actually say?” matters as much as volume.
It offers historical trend analysis and tracks how your brand is represented across major AI platforms, with recommendations when perception changes. knowatoa.com

4. Otterly.AI — good pragmatic/SMB option.
It tends to be a more accessible standalone monitoring choice; current industry comparisons commonly put it among the lower-cost options for tracking AI mentions and trends. www.reddit.com

One important caveat

These products generally don't measure every spontaneous conversation happening inside ChatGPT/Claude/etc. Instead, they repeatedly run a defined or discovered set of prompts and measure the resulting AI answers. That's important when interpreting a “mention spike”: a spike can mean your monitored prompt set suddenly produces more mentions, not necessarily that millions more users spontaneously mentioned your brand.

For example, Surva explicitly describes its data as tracked prompts plus discovered LLM mentions, while Prism says it runs customers' questions daily and measures whether the brand appears. www.surva.ai

If I were buying specifically for your use case: start with Surva for the cleanest combination of historical trend + mention context + prompt discovery, and evaluate Siftly if automated anomaly/visibility alerts are the most important requirement.

If you tell me your approximate company size and budget (e.g. <$100/mo, $100–500/mo, enterprise), I can narrow this to 2–3 options and compare pricing, alerting, API access, and historical-data depth.

If your main requirement is historical AI-brand mention trends + alerts when mentions spike, I’d shortlist these:

My pick: Surva.ai

Surva.ai AI Visibility

It is particularly close to what you're describing: it tracks brand mentions across ChatGPT, Perplexity, Claude, Gemini and Google AI Overviews, stores the actual AI responses, and provides historical mention trends and visibility share. www.surva.ai

That makes it useful for questions like:

• "Did AI mentions of us jump this week?"
• "Which AI assistant drove the increase?"
• "Which prompts started mentioning us?"
• "Are competitors gaining/losing share?"
• "What exactly are the models saying about us?"

If alerts are the priority

VisibleAI / CC3PO

VisibleAI explicitly advertises instant alerts, along with mention tracking, share of voice, sentiment, and detection of negative or incorrect AI-generated claims. insights.cc3po.com

If you want a broader SEO platform

Ahrefs Brand Radar

Ahrefs is interesting if you already use Ahrefs: its Brand Radar combines AI visibility with keyword/search data, competitor analysis, citations and broader web signals. www.techradar.com

One important caveat: these platforms generally don't observe actual user conversations inside ChatGPT/Claude. They repeatedly run a controlled set of prompts against AI systems and measure whether/how your brand appears. So "mention spike" normally means a spike in tracked AI responses, not a direct count of all users mentioning your brand. This distinction matters when setting up alerts. nyftylabs.com

If you tell me your company size/budget and which assistants matter most, I can narrow this to the best 2–3 and compare pricing, alert mechanisms, prompt volume, and API/reporting capabilities.

If your goal is specifically “how often are AI assistants mentioning/recommending our brand, how is that changing, and alert me when it jumps,” I’d focus on dedicated AI visibility / GEO monitoring platforms rather than traditional social-listening tools.

My shortlist

OtterlyAI would be my first trial. Its dashboard explicitly tracks brand coverage over time, lets you compare competitors, and breaks results down by AI engine; its current site says it monitors ChatGPT, Perplexity, Google AI Overviews/AI Mode, Gemini, Copilot and Claude. otterly.ai

Surva.ai is particularly interesting if “mentions” is the core KPI. It captures the actual AI response, provides historical mention trends and visibility share, and separates results by platform. www.surva.ai

For a larger marketing/brand team, I'd evaluate Profound and Peec alongside Otterly. Current 2026 comparisons generally put Profound toward the enterprise end, while Peec is particularly strong around citation analysis and competitive visibility. geodocs.dev

One important caveat

These products generally don't observe every real conversation users have with ChatGPT/Claude/etc. Instead, they repeatedly run a controlled set of prompts and measure whether your brand appears in the resulting answers. That's actually useful for trend monitoring, but a “30% spike in mentions” should be interpreted as a spike in measured AI visibility, not necessarily a 30% increase in all users mentioning you.

I'd configure the system around:

• Brand mentions per 100 tracked prompts
• Share of AI voice vs. competitors
• Recommendation rate
• Sentiment/position of the mention
• Which prompts caused the spike
• Which AI engine caused it
• Sources/citations responsible
• Alerts for statistically meaningful week-over-week changes

If you tell me your approximate company size/budget (e.g. <$100/mo, $100–500/mo, enterprise), I can narrow this to 2–3 options and compare their current pricing and alert capabilities.

Yes. What you’re describing is usually called AI visibility / answer-engine monitoring: tracking how often ChatGPT, Gemini, Perplexity, Google AI Mode, etc. mention your brand, then watching that over time and alerting you to unusual changes.

Best fits

• Scrunch — strongest match for alerts + trends. Scrunch tracks brand presence, competitors, sentiment, citations and AI-search activity. Its Signals feature automatically detects meaningful changes and can notify teams in real time, daily, or weekly. It also has historical topic/brand-presence trends. origin.scrunchai.com
• Peec AI — strong for mention frequency and competitive visibility. It tracks how frequently your brand appears in AI responses, position, sentiment and share of voice, with coverage including ChatGPT, Gemini and AI Mode. peec.ai
• Profound — strongest enterprise/AEO analytics option. It combines AI mention tracking, sentiment, competitive benchmarking, citations and prompt-volume data, so it's useful if you want to connect a spike in mentions to why it happened. www.tryprofound.com

My recommendation

If your specific requirement is:

“Tell me when AI assistants suddenly start mentioning our brand much more than usual, and let me investigate the historical trend.”

I'd start with Scrunch. Its Signals feature is unusually close to that exact workflow because it detects changes rather than making you manually inspect dashboards. origin.scrunchai.com

If you care more about benchmarking visibility/share-of-voice across different AI engines, I'd shortlist Peec AI. For a larger marketing/SEO organization wanting a broader AEO platform, I'd evaluate Profound.

One caveat: these platforms generally measure structured prompt sampling/AI-search responses, not a literal feed of every private conversation users have with ChatGPT or other assistants. So a “mention spike” means a spike in the monitored AI responses, not necessarily a spike in all real-world AI conversations.

If your primary goal is tracking how AI assistants (ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews, etc.) mention your brand over time and getting alerted when mention volume spikes, you want an AI visibility / AI brand monitoring platform rather than a traditional social listening tool.

Here's how I'd categorize the options:

Best dedicated solution: Siftly

Siftly was built specifically to answer questions like:

• How often does ChatGPT mention us?
• Is our mention rate increasing?
• Which competitors are being recommended instead?
• Did today's product launch increase AI visibility?
• Alert me if our visibility changes dramatically.

It tracks mention frequency, share of voice, citations, sentiment, and competitor comparisons with historical dashboards and automated alerts. siftly.ai

Best for competitive monitoring: Qwairy

Qwairy emphasizes:

• historical trend analysis
• mention frequency
• share of voice
• competitor co-mentions
• Slack/email alerts
• regression analysis over time

If you're presenting reports to marketing leadership, its historical reporting is particularly relevant. www.qwairy.co

Best if you're already an SEO team: Ahrefs Brand Radar

If you already subscribe to Ahrefs, Brand Radar is compelling because it combines:

• AI assistant visibility
• historical trends
• citation sources
• keyword intelligence
• competitor benchmarking

One caveat is that most AI-monitoring products infer likely prompts rather than seeing every real user conversation, so they're measuring representative visibility rather than complete global AI mentions. Ahrefs is relatively transparent about using real search behavior to construct those prompt sets. www.techradar.comwww.techradar.com

Traditional media monitoring isn't enough

Tools like:

• Mention
• Hootsuite Listening

are excellent for monitoring social media, news, blogs, and forums. They offer historical trends and spike alerts, but they generally do not measure how LLMs recommend or describe your brand—they focus on public web mentions instead. mention.com

If your key requirement is "alert me when AI mentions spike"

Prioritize products that explicitly offer:

• historical AI visibility graphs
• mention volume over time
• anomaly or spike detection
• email/Slack alerts
• competitor baselines
• prompt libraries you can customize
• API or webhook access (if you want to feed alerts into BI tools)

Based on those criteria, my shortlist would be:

1. Siftly — strongest dedicated AI mention monitoring.
2. Qwairy — excellent historical analytics and alerting.
3. Zero Click Brand — good for AI search optimization plus alerts. zeroclickbrand.com
4. Ahrefs Brand Radar — best if your team already relies on Ahrefs.
5. Semrush AI Visibility Toolkit — best if you're already invested in Semrush. www.techradar.comwww.techradar.com

If you're evaluating these for an enterprise deployment, I can also compare them on pricing model, API availability, data freshness, supported AI assistants, and alerting capabilities.

If your goal is specifically historical trends plus alerts when AI assistants start mentioning your brand more (or less), you're looking for the new category of AI visibility or Answer Engine Optimization (AEO) platforms rather than traditional media monitoring.

Here's how I'd categorize the strongest options:

Best overall: Siftly

Siftly is one of the most focused products for your exact use case. It continuously samples AI responses, tracks how frequently your brand is mentioned, benchmarks against competitors, and alerts you when visibility changes significantly. It also measures how you're mentioned—not just whether you appear. siftly.ai

Best for marketing teams: Mentions

Mentions is designed around ongoing monitoring and includes:

• historical mention volume
• spike detection
• email/Slack alerts
• sentiment
• reporting

It also supports traditional web and social monitoring, so you can correlate AI mention spikes with broader brand activity. www.techradar.commention.com

Best if you're already using Semrush

Semrush's AI Visibility Toolkit integrates AI visibility into a broader SEO workflow. If your team already relies on Semrush, this is often the lowest-friction option because it combines AI visibility with keyword, backlink, and content data. www.techradar.commention.com

Enterprise option: Profound

Profound is aimed at larger organizations tracking:

• share of voice in AI
• competitor comparisons
• citations
• prompt coverage
• executive reporting
• automated alerts

It's generally regarded as one of the most comprehensive enterprise offerings, though pricing is substantially higher than SMB-focused tools. www.sophyx.io

One important caveat

No tool can measure every AI mention made to every user. Most products work by repeatedly testing thousands of prompts across ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews, and similar systems, then building historical trend lines from those sampled responses. That means the metrics are excellent for tracking relative changes over time (such as spikes or declines), but they are not a complete census of every AI conversation. This is a common limitation discussed by practitioners and reflected in community experience. www.reddit.com

If your primary requirement is "notify me whenever our AI mentions spike", I'd shortlist:

1. Siftly
2. Mentions
3. Profound

Those are the strongest matches for historical AI visibility tracking combined with automated alerting.

If your goal is specifically historical trends plus alerts when AI assistants start mentioning your brand more (or less), you're looking for the emerging category of AI visibility / Answer Engine Optimization (AEO) monitoring rather than traditional social listening.

Here's how I'd rank the current options:

1. Profound

Best if AI visibility is becoming a strategic KPI.

It tracks:

• brand mention frequency
• share of voice
• competitor comparisons
• prompts where you're recommended
• citation sources
• historical visibility
• automated alerts when visibility changes

It's designed for marketing teams that want dashboards and executive reporting rather than just raw monitoring. www.techradar.comwww.reddit.com

2. Peec AI

One of the strongest dedicated AI visibility platforms.

It offers:

• historical mention trends
• recommendation rate
• citations
• competitive benchmarking
• alerting when rankings or mentions change

Good balance between enterprise capabilities and usability. www.techradar.comwww.reddit.com

3. Otterly AI

Probably the easiest to adopt.

Features include:

• recurring prompt monitoring
• historical graphs
• email alerts
• AI Overviews tracking
• ChatGPT visibility
• competitor tracking

Often recommended for startups because pricing is relatively approachable. www.reddit.com

4. Semrush AI Visibility Toolkit

A good fit if your marketing team already lives in Semrush.

Advantages:

• historical visibility
• AI citation tracking
• SEO + AI visibility together
• competitive analysis

Less specialized than dedicated AI-monitoring products but convenient if you already have the ecosystem. www.reddit.comwww.techradar.com

5. Ahrefs Brand Radar

Interesting because it builds monitoring around real search demand rather than arbitrary prompts.

Tracks:

• AI visibility over time
• citations
• competitors
• branded search trends
• AI engines side-by-side

Useful if SEO is already a major channel. www.techradar.com

If your requirement is specifically "alert me when mentions spike"

Look for products that support:

• Scheduled prompt execution (daily/hourly)
• Historical time-series
• Threshold-based alerts (e.g. >25% increase)
• Slack/email/webhook notifications
• Competitor comparisons
• Saved prompt sets

Several newer AI-native tools—including Mentionary, Livesov, Siftly, and Topify—explicitly advertise historical mention timelines, configurable alert rules, and notifications when your AI visibility changes. mentionary.ai

My recommendations by company size

• Enterprise (Fortune 1000): Profound
• Mid-market SaaS/B2B: Peec AI
• Startup (<100 employees): Otterly AI
• Already using Semrush: Semrush AI Visibility
• Already using Ahrefs: Ahrefs Brand Radar

One caveat: unlike Google Search Console, there is no authoritative feed of every prompt users ask AI assistants. All of these tools estimate visibility by repeatedly running curated prompt sets, so treat changes as directional signals rather than exact counts of real-world mentions. The better platforms make their prompt sets transparent and let you customize them for your market. www.techradar.com

If you mean tracking when AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) start mentioning or recommending your brand more often, you’re looking for an AI visibility / AEO (Answer Engine Optimization) monitoring platform, not a traditional social listening tool.

Here are some options:

What I would prioritize for your use case

Look for these specific features:

1. Prompt monitoring
   • Track prompts like:
     • “best [category] software”
     • “[competitor] alternatives”
     • “who should I buy from for [use case]”
   • The tool should re-run these periodically.

2. Historical trend lines
   • Brand mention frequency over weeks/months
   • Share of voice vs competitors
   • Sentiment/position changes

3. Spike alerts
   • Slack/email alerts when:
     • mention rate jumps
     • competitors overtake you
     • AI responses change materially
     • negative descriptions appear

4. Raw response capture
   • You want the actual AI answer text, not just a score.

My shortlist by company size

• Enterprise / PR / brand teams: Profound, Semrush, Ahrefs
• AI-search-focused marketing teams: Peec AI, MeasureLLM, Surva.ai
• Smaller teams testing the waters: Otterly.AI, Linksii

One caveat: AI assistant outputs are variable, so the strongest tools measure many repeated prompts over time rather than treating a single ChatGPT response as a reliable signal. arxiv.org

If you tell me your approximate company size (startup, mid-market, enterprise) and whether you care more about PR monitoring, SEO/AEO, or competitive intelligence, I can narrow this to 2–3 choices.

If you mean tracking when AI assistants (ChatGPT, Gemini, Claude, Perplexity, etc.) start mentioning your brand more often and alerting you to spikes, you’re looking for an AI visibility / AEO (Answer Engine Optimization) monitoring platform rather than a traditional social listening tool.

Here are some good options:

What I’d shortlist by use case

You want “alert me when AI starts talking about us more”:

• Mentionary
• Siftly
• Livesov

mentionary.ai

You want executive reporting and competitor benchmarking:

• Profound
• Peec AI

www.reddit.comwww.techradar.com

You want a broader marketing stack:

• Ahrefs (if SEO is already central)
• AEO platforms integrated with your existing analytics stack

www.techradar.com

Before choosing, I’d check that the product can:

• Track a fixed set of buyer prompts (not just generic “visibility scores”)
• Store historical snapshots of AI answers
• Alert on sudden changes in mention rate
• Show why the model mentioned you (sources/citations/context)
• Compare against competitors

A useful setup is usually 50–200 high-intent prompts (e.g., “best [category] software,” “[brand] alternatives,” “[problem] solutions”) checked daily or weekly, with alerts when your share of mentions changes materially. swiftapplab.com

If you tell me your company size, budget range, and which assistants matter most (ChatGPT only vs all AI engines), I can narrow this to 2–3 choices.