ChatGPT answers, unedited

If you mean “track how often each client’s brand gets mentioned/recommended/cited across ChatGPT, Gemini, Perplexity, Claude, etc., then automatically turn that into client-facing reports,” there are several tools built specifically for agencies.

Strong options

• agencyanalytics.com — Probably the most natural fit if your agency already uses AgencyAnalytics. It tracks client visibility across ChatGPT, Google AI Overviews/AI Mode, Claude, Perplexity, and Gemini, and puts the data alongside SEO/PPC/social reporting. It can automatically populate client reports. AgencyAnalytics AgencyAnalytics
• getmentioned.co — Designed around multi-client AI visibility: mention frequency, competitive visibility, prompt-level results, source attribution, and white-label reporting. It currently emphasizes ChatGPT, Gemini, and Perplexity. GetMentioned
• agencyscope.ai — More focused on the reporting workflow: recurring checks across ChatGPT, Perplexity, and Gemini followed by white-label PDF reports with prompt evidence and answer excerpts. AgencyScope AgencyScope
• towergeo.com — Agency-oriented monitoring with client workspaces, competitive benchmarking, sentiment/citation tracking, and white-label dashboards/reports; it covers ChatGPT, Claude, Perplexity, and Gemini. Tower GEO
• llmpulse.ai — Geared toward SEO agencies, with visibility scores, mention/share-of-voice tracking, citation/source analysis, and white-label reporting. LLM Pulse

What I'd look for

For an agency, the key isn't simply “AI mentions.” You want a system that can:

1. Create a prompt set per client — e.g. 50 questions prospects might ask an AI assistant.
2. Run those prompts repeatedly across multiple assistants.
3. Measure mention rate/share of voice — e.g. “Client A appeared in 38% of relevant answers.”
4. Track competitors in the same answers.
5. Save the actual AI responses and citations, so the client can see the evidence.
6. Show trends over time, rather than relying on one-off checks.
7. Automatically generate white-label client summaries/reports.

For your specific description, AgencyAnalytics is particularly interesting if you want AI visibility to become another section of your existing client reporting, while AgencyScope/GetMentioned look more purpose-built if the primary product you're selling is AI visibility monitoring and reporting. AgencyAnalytics GetMentioned AgencyScope

If you tell me how many clients you manage and whether you want automated weekly/monthly reports, I can narrow this down to 2–3 tools and compare their pricing, AI platforms, white-label capabilities, and API/integration options.

If you mean “track how often each client is mentioned/recommended by AI assistants, across many clients, and turn that into recurring client-facing summaries,” there are several purpose-built tools.

• agencyanalytics.com — particularly useful if the agency already uses AgencyAnalytics. It tracks client visibility across ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews and AI Mode, and puts the data alongside SEO/PPC/social reporting. AgencyAnalytics
• promptwatch.com — agency-oriented, with multi-client management, white-label dashboards, client portals, APIs, and tracking of citations/mentions across multiple AI platforms. Promptwatch
• getmentioned.co — built around monitoring multiple client brands across ChatGPT, Gemini and Perplexity, with automated/white-label reports and competitive comparisons. GetMentioned
• agencyscope.ai — more focused specifically on turning recurring AI visibility checks into white-label client PDFs, including prompt-level evidence and summaries. AgencyScope
• mentionscope.io — tracks client brands across ChatGPT, Claude, Perplexity and Gemini on a recurring cadence, then produces agency-branded reports. MentionScope

If I were defining the tool you’re describing

The core workflow would be:

Client → defined buyer prompts → run across AI assistants → detect mention/recommendation/citation → calculate frequency/share of voice → compare competitors → summarize changes → automatically generate client report.

For example, a monthly client summary could say:

AI Visibility — August

• Mentioned in 64% of tracked buyer questions
• ChatGPT: 71% | Gemini: 58% | Perplexity: 63%
• Mention rate increased 9% vs. July
• 3 competitors appeared more frequently on “best provider” queries
• 7 new third-party sources were cited
• Recommended actions: update X, strengthen Y, pursue Z

AgencyAnalytics looks strongest if this needs to become part of an existing broader agency reporting stack, while AgencyScope/GetMentioned are more narrowly focused on AI-visibility reporting. AgencyAnalytics GetMentioned AgencyScope

If you're actually looking to build this as an agency product, rather than buy one, I can also map out the exact architecture/API stack for monitoring ChatGPT, Claude, Gemini, Perplexity, etc., and automatically producing the client summaries.

The category you’re looking for is usually called AI visibility monitoring, AI search visibility tracking, or GEO (Generative Engine Optimization) reporting. These tools let agencies track how often client brands are mentioned, recommended, or cited by AI assistants such as ChatGPT, Claude, Gemini, and Perplexity, then turn that data into client-facing reports. GetMentioned Visibrand

Some tools that fit an agency workflow:

• getmentioned.co — Built specifically for agencies: multi-client dashboards, tracking across AI models, competitive comparisons, and automated/white-label reporting. GetMentioned
• visibrand.app — Tracks brand mentions across ChatGPT, Claude, Gemini, and Perplexity with visibility scores, competitor tracking, and agency features. Visibrand
• agencyreportr.com — Focused on agencies that need branded AI visibility reports for clients, including recurring scores and competitor comparisons. AgencyReportr
• searchprism.io — Stores AI responses and analyzes mentions, citations, competitors, and source URLs across AI engines. Prism
• llmaudit.ai — Aimed at SEO and marketing teams, with AI answer monitoring, citation tracking, and prompt-based visibility analysis. LLMAudit

For an agency choosing one, the important features are usually:

• Multi-client management (many brands under one account)
• Prompt tracking (the actual questions customers ask AI assistants)
• Mention frequency / share of voice
• Competitor comparisons
• Citation/source tracking (which websites AI relies on)
• Scheduled client reports
• White-label PDFs or dashboards

If the goal is specifically “send clients a monthly AI reputation report,” I’d prioritize agency-focused platforms like GetMentioned, Visibrand, or AgencyReportr. GetMentioned Visibrand AgencyReportr

A typical client report would include:

• AI visibility score
• % of tracked prompts where the client appears
• Which AI assistants mention them most
• Competitors being recommended instead
• New citations/sources influencing AI answers
• Recommended content or PR actions to improve visibility

Prism openlens.com

The category you’re looking for is usually called AI visibility tracking, AI search monitoring, Answer Engine Optimization (AEO), or Generative Engine Optimization (GEO) tools. They monitor whether client brands are mentioned, recommended, cited, or compared inside AI assistants like ChatGPT, Claude, Gemini, and Perplexity, then turn that into reports. Prism Adventyx

For an agency managing multiple clients, these are some of the stronger options:

A typical agency workflow would look like:

1. Create a client profile

• Brand name, domain, competitors
• Target customer questions/prompts
• Run recurring AI checks

• “Best accounting software for startups”
• “Top restaurants in [city]”
• “Who provides enterprise cybersecurity services?”
• Measure

• Mention rate (% of prompts where the client appears)
• Position/rank in answers
• Sentiment
• Competitor share of voice
• Which sources AI assistants cite
• Deliver a client summary

• AI visibility score
• Wins/losses since last month
• Competitor movement
• Recommended content/SEO/GEO actions

For a marketing/SEO agency selling this as a recurring service, I’d prioritize:

• AgencyReportr if you mainly need polished client deliverables. AgencyReportr
• Visibrand or MentionsFlow if you want a lightweight monitoring dashboard. Visibrand Mentions Flow
• Adventyx if you need broader AI assistant coverage and multi-client operations. Adventyx

If you’re building this into an existing agency stack (Semrush, Ahrefs, HubSpot, Looker Studio, etc.), the best choice may differ because API/reporting integrations become the deciding factor.

The category you’re looking for is usually called an AI visibility monitoring, LLM visibility, Answer Engine Optimization (AEO), or Generative Engine Optimization (GEO) tool. These platforms run customer-style prompts through AI assistants (such as ChatGPT, Claude, Gemini, and Perplexity), measure whether a client is mentioned, track competitors, and generate reports agencies can share with clients. OpenLens PromptWatch

For an agency managing multiple clients, these are some tools worth evaluating:

• openlens.com — Built with agencies in mind. It tracks how brands appear across multiple AI platforms, including mentions, share of voice, citations, competitors, and source URLs. It also supports multi-client workflows. OpenLens
• Visibrand — Focused on agency reporting: tracks brand mentions across ChatGPT, Claude, Perplexity, and Gemini, with dashboards, competitive reports, API access, and white-label options. Visibrand
• searchprism.io — Useful if you want stored AI answers, prompt tracking, competitor comparisons, and reporting based on actual AI responses rather than only scores. Prism
• MentionsFlow — Tracks mentions, citations, comparisons, share of voice, and scheduled reports across major AI answer engines. Mentions Flow
• mentionhq.com — Provides visibility scores, position tracking, competitor intelligence, and multi-model monitoring. Mention

For an agency client-reporting workflow, I’d prioritize these features:

• Multi-brand/client management — separate dashboards per client
• Prompt libraries — track the questions customers actually ask
• Mention rate — “AI mentioned us in 7/20 relevant queries”
• Share of voice — compare the client against competitors
• Citation/source tracking — show which websites AI assistants rely on
• Historical trends — prove improvement month over month
• White-label PDFs or dashboards — easier client reporting
• API/export options — connect to your existing reporting stack

A typical monthly client summary could look like:

AI Visibility Report — September

• AI mention rate: 42% (+8% MoM)
• Best-performing assistant: ChatGPT
• Competitors appearing more often: 2
• New citations gained: 14
• Recommended actions: update service pages, strengthen reviews, earn industry mentions

If you’re building this as an agency service offering, I’d lean toward a tool with white-label dashboards and automated reporting (for example OpenLens, Visibrand, or MentionsFlow) rather than a simple one-off AI checker. OpenLens Visibrand Mentions Flow

If you mean a tool an agency can use across multiple clients to measure how frequently each client is mentioned/recommended by AI assistants and then turn that into client-facing reports, there are several good options.

Best fit: AgencyAnalytics AI Tracker

AgencyAnalytics’s AI Tracker is probably the strongest fit if you already run an agency reporting workflow. It tracks client visibility across ChatGPT, Google AI Overviews/AI Mode, Claude, Perplexity, and Gemini, including frequency of appearance, share of voice, competitors, and trends. It also puts the AI data alongside SEO, PPC, social, traffic, and revenue reporting. AgencyAnalytics

agencyanalytics.com

Other agency-oriented choices

• AgencyScope — particularly interesting if your main requirement is recurring, white-label client summaries. It runs prompts across ChatGPT, Perplexity, and Gemini and produces branded PDF reports with prompt-level evidence. AgencyScope AgencyScope

agencyscope.ai

• GetMentioned — designed specifically around agency portfolios. It supports multi-brand management, tracks ChatGPT/Gemini/Perplexity mentions, competitor visibility, prompt-level results, and white-label reporting on higher-tier plans. GetMentioned

getmentioned.co

• Visibrand — a more dedicated AI-visibility monitor. It tracks ChatGPT, Claude, Perplexity, and Gemini and offers multi-client dashboards, competitive reports, API/webhooks, and white-label agency functionality. Visibrand

visibrand.app

• Adventyx — useful if you want broader assistant coverage, including ChatGPT, Gemini, Perplexity, Claude, and Grok, plus multi-client dashboards and client reports. AdventyX

What I'd choose

For an agency, I'd shortlist:

The key metric isn't simply "how many times was the client mentioned." A useful agency report should ideally show mention rate, position/prominence, sentiment, share of voice vs. competitors, which prompts triggered the mention, which AI assistant produced it, and which sources/citations the assistant relied on. That lets the agency turn a monitoring number into an actionable monthly client summary. demandlocal.com

If you're evaluating this because you want to offer AI-visibility monitoring as a new agency service, I can also compare the top 5 tools on pricing, number of clients/prompts, white-label reporting, API access, and which AI assistants they monitor.

Yes — there are several tools built specifically for this agency use case.

Best fits

• promptwatch.com — Strong all-around agency platform. Tracks client visibility across ChatGPT, Claude, Gemini, Perplexity and other AI platforms, with client management, white-label dashboards, reporting, API/MCP support, and metrics such as visibility, share of model voice, citations, sentiment, and source origin. Promptwatch
• getmentioned.co — Particularly geared toward multi-client agencies. Tracks mentions across ChatGPT, Gemini and Perplexity, shows the sources behind recommendations, supports unlimited brands, and offers white-label weekly reports. GetMentioned
• towergeo.com — Good if the deliverable is a polished client report. It tracks ChatGPT, Claude, Perplexity and Gemini, including sentiment, citations and competitive positioning, with white-label PDF/live reports. Tower GEO
• agencyscope.ai — Especially focused on the reporting/summarization side: recurring checks, prompt-level evidence, and white-label reports that turn AI visibility data into something an account team can explain to clients. AgencyScope
• searchscope.io — Interesting if you want to monitor the same buyer questions across multiple assistants and retain the actual answers. It currently describes six AI assistants and weekly tracking. Searchscope

What I'd choose

If your agency needs “monitor every client → see how frequently they're mentioned → compare competitors → automatically produce a client-friendly summary”, I'd shortlist Promptwatch, GetMentioned, and AgencyScope.

The key feature to look for isn't merely “AI monitoring.” You want prompt-level tracking + multi-client management + historical trends + source/citation analysis + white-label reporting. Those let you say something meaningful like:

“Across 75 tracked buyer questions this month, Client X was mentioned in 42% of AI answers, up 9% from last month, but competitors appeared 18% more often for high-intent queries.”

That is considerably more useful to a client than a generic “AI visibility score.”

If you mean monitoring how often a client/brand is mentioned or recommended across AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) and then turning that into agency-ready client reports, you’re looking for an AI visibility / LLM brand-monitoring platform.

A few categories/tools to consider:

• Profound — tracks brand visibility and citations across AI search/answer engines and is geared toward enterprise/agency-style reporting.
• Otterly.AI — monitors how brands appear in AI answers and provides visibility/citation tracking.
• Peec AI — focused on tracking brand visibility and competitor presence across AI search engines.
• Scrunch AI — provides AI-search visibility monitoring and analytics, useful for agencies managing multiple brands.
• Semrush AI Visibility Toolkit — useful if the agency already uses Semrush and wants AI-search visibility alongside traditional SEO.

For an agency workflow, I'd prioritize a tool that supports multiple client projects, scheduled reporting, competitor comparisons, citation/source tracking, and white-label or exportable reports.

If you tell me roughly how many clients you manage (e.g. 10, 50, 200+), I can compare the best options by pricing, AI platforms monitored, reporting/white-labeling, API access, and agency features.

For an agency, you’d want an AI visibility / answer-engine monitoring tool that can:

• Track how often a client/brand is mentioned across AI assistants such as ChatGPT, Claude, Gemini, and Perplexity.
• Measure share of voice, citation frequency, sentiment, and competitor mentions.
• Run queries on a recurring schedule.
• Produce client-ready reports/summaries that an agency can white-label or send automatically.

If you tell me whether you mean monitoring public AI answers (e.g., “How often does ChatGPT recommend Client X?”) or monitoring actual client usage/conversations, I can recommend the best tools for the agency use case.

If you mean an agency tool that tracks how often clients are mentioned/recommended by AI assistants (ChatGPT, Gemini, Claude, Perplexity, etc.) and turns that into client-facing reports, you’re looking for an AI visibility / AI search optimization (AIO/GEO) monitoring platform.

Some tools in this category include:

• tryprofound.com — Tracks brand visibility and mentions across AI search experiences and helps teams understand how brands appear in AI-generated answers.
• peec.ai — Monitors brand presence in AI assistants and provides reporting around AI visibility.
• otterly.ai — Tracks how brands appear in AI search results and supports agency-style reporting.
• scrunchai.com — Focuses on AI search visibility, brand mentions, and optimization insights.
• writesonic.com — Provides tools for monitoring and improving visibility in AI-generated search answers.

For an agency workflow, the ideal tool usually needs:

• Client-level dashboards
• Tracking of prompts/questions relevant to each client
• Shareable white-label reports
• Historical visibility trends
• Competitor comparisons
• Citation/source tracking (which websites AI assistants rely on)
• Recommendations for improving visibility

A typical agency stack might look like:

1. AI visibility tracker → monitors mentions and rankings
2. SEO/content tools → improve the pages AI systems cite
3. Reporting platform → packages results into monthly client summaries

If you’re building this as an agency service, rather than buying one, you may also want a custom workflow that runs a fixed prompt set for each client weekly, stores AI responses, extracts mentions/citations, and automatically generates a branded report.

Yes. What you’re describing is generally called AI visibility / AI search visibility monitoring: tracking how often a client is mentioned, recommended, ranked, or cited across AI assistants, then turning that data into recurring client reports.

For an agency managing multiple clients, I’d shortlist these:

• agencyanalytics.com — probably the strongest fit if you already want an agency reporting platform. It tracks client visibility across ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews and AI Mode, compares competitors, and produces client-ready reporting. AgencyAnalytics
• promptwatch.com — built specifically for agencies, with multi-client management, white-label dashboards, client portals, API/MCP access, and tracking across ChatGPT, Claude, Gemini and Perplexity. Promptwatch
• getmentioned.co — good if you want a portfolio-level dashboard showing mention frequency, recommendations, rankings, competitors and prompt-level results, with white-label reporting on higher plans. GetMentioned
• mentionscope.io — particularly focused on whether clients make the shortlist in buyer-intent questions. It monitors ChatGPT, Claude, Perplexity and Gemini and provides recurring agency-branded reports. MentionScope
• visibrand.app — more lightweight monitoring, with checks across ChatGPT, Claude, Perplexity and Gemini, multi-brand management, competitive reports, API/webhooks and white-label agency reporting. Visibrand

If I were choosing for an agency

Best all-around agency reporting: AgencyAnalytics
Best dedicated AI/GEO platform: Promptwatch
Best simple “are my clients being mentioned?” product: MentionScope
Best white-label-focused workflow: AgencyScope or Citenzo

There’s also agencyscope.ai, which is unusually focused on the exact workflow you described: recurring checks across ChatGPT, Perplexity and Gemini → prompt-level evidence → white-label PDF client reports. AgencyScope AgencyScope

If your agency has, say, 20–100+ clients, I can also compare these specifically on price, number of clients/prompts, AI assistants covered, automation, API access, and white-label reporting and tell you which is the best fit.

For an agency, you’d want an AI visibility / LLM monitoring tool—something that tracks how often and in what context a client is mentioned or recommended across assistants such as ChatGPT, Claude, Gemini, and Perplexity, then turns that into recurring reports.

A good fit is typically a platform with:

• AI mention tracking across multiple assistants
• Share-of-voice / visibility metrics
• Competitor comparisons
• Prompt/query monitoring
• Sentiment and citation/source tracking
• Automated client-ready reports or dashboards
• Agency/multi-client support

If you mean a specific tool you can connect to an agency workflow, I can research the current options and compare the best ones for multi-client monitoring + automated client summaries.

For an agency, Asva AI looks like the closest fit.

• Asva AI — monitors brand visibility across ChatGPT, Perplexity, Gemini, Copilot, Grok, Meta AI, and Google AI Mode. You can ask how often a client is mentioned, their share of voice, which domains cite them, and how sentiment is trending. It also supports on-demand visibility audits and content generation.
• Amplifyr — another strong option, focused on AI visibility analytics such as share of voice, rankings, KPIs, citations, sentiment, and the questions people ask about brands across AI models.

For your specific use case—“monitor each client, then produce recurring client-facing summaries”—I'd start with Asva AI, especially if you want coverage across multiple assistants rather than just ChatGPT.

If you want, I can also compare Asva AI vs. Amplifyr specifically for an agency workflow (multi-client management, reporting, automation, white-labeling, and pricing).

If you mean monitoring how often an agency’s clients/brands are mentioned or recommended across AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) and then turning that into client-facing reports, the category you want is AI visibility / AI search monitoring.

A few tools worth looking at:

• Otterly.AI — tracks brand mentions and visibility across AI search engines and can be useful for agency reporting.
• Peec AI — focused on AI-search visibility, including tracking prompts and brand performance.
• Profound — enterprise-oriented AI visibility and analytics, with reporting capabilities.
• Scrunch AI — monitors how brands appear in AI answers and provides analytics/reporting.
• Semrush AI Toolkit — useful if the agency already uses Semrush and wants AI visibility alongside traditional SEO.

For an agency specifically, I’d prioritize a tool that supports multiple clients/projects, scheduled reports, historical tracking, competitor comparisons, and white-label/exportable summaries.

If you tell me whether you want a SaaS tool to use immediately or an API/tool you could build into your agency workflow, I can narrow it down to the best 2–3 options.

If you mean monitoring how often an agency’s clients are mentioned or surfaced by AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) and then turning that into client-ready reports, the right category is an AI visibility / AI search monitoring tool.

A few tools worth evaluating:

• Otterly.AI — tracks brand visibility and citations across AI search/answer engines; useful for agency reporting.
• Profound — enterprise-focused AI visibility monitoring, including how brands appear in AI answers and what sources influence those answers.
• Peec AI — tracks brand visibility across AI search engines and provides analytics around prompts and competitors.
• Scrunch AI — focused on monitoring and improving how brands appear in AI-generated answers.
• AthenaHQ — AI search visibility/optimization analytics, useful for tracking mentions and competitive positioning.

For an agency, I’d prioritize a tool that supports multiple clients/projects, scheduled reporting, historical visibility trends, competitor comparisons, and white-label/client summaries rather than just raw mention tracking.

If you tell me roughly how many clients you manage (e.g. 10, 50, 500) and whether you need white-label reports, I can narrow this down to the best 2–3 options and compare pricing/features.

If you mean monitoring how often an agency’s clients are mentioned or recommended across AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) and then producing client-facing summaries, the best fit would be an AI visibility / LLM monitoring platform.

Typical capabilities to look for:

• Prompt tracking: Run a fixed set of queries about each client and their competitors.
• Mention/share-of-voice tracking: Measure how frequently each brand appears in AI-generated answers.
• Citation/source tracking: Identify which websites AI assistants cite when discussing the client.
• Competitor benchmarking: Compare visibility against competing brands.
• Change detection: Flag meaningful week-over-week changes.
• Automated reports: Turn the data into branded weekly/monthly client summaries.
• API/export: Feed results into an agency dashboard or reporting workflow.

If you're asking which tool available to you in this ChatGPT environment can actually help build this workflow, I can also look at the available connected tools/plugins and identify the best option.

If you mean an agency tool that repeatedly checks whether clients are mentioned/recommended by AI assistants and then turns that data into client-facing summaries, there are several good fits.

Best fits

• agencyanalytics.com — probably the strongest choice if the agency already uses AgencyAnalytics. It tracks client visibility across ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews and Google AI Mode, benchmarks competitors, and puts the AI data alongside SEO/PPC/social reporting. It also supports client-ready reports. AgencyAnalytics
• towergeo.com — specifically designed around multi-client agency management. It tracks mention frequency, sentiment, citations and competitive positioning across ChatGPT, Claude, Perplexity and Gemini, with white-label reports and client dashboards. Tower GEO
• mentionscope.io — particularly interesting if the agency wants a simple recurring deliverable. It runs buyer questions weekly across ChatGPT, Claude, Perplexity and Gemini, calculates mention rate/shortlist position/sentiment, and produces white-label client reports. MentionScope
• agencyscope.ai — focused almost entirely on the reporting workflow: recurring checks across ChatGPT, Perplexity and Gemini followed by white-label PDF reports with prompt-level evidence. Good if the agency wants something that can essentially become a monthly client deliverable. AgencyScope
• visibrand.app — monitors ChatGPT, Claude, Perplexity and Gemini and is geared toward agencies with multi-client dashboards, competitive reports, API/webhooks and white-label reporting. Visibrand

If I were choosing

For an agency, I'd shortlist:

AgencyAnalytics → best if you want AI visibility integrated with the rest of your marketing reporting.

Tower GEO → best if AI visibility/GEO is becoming a dedicated agency service.

MentionScope → best if the core product is “every week, tell my client how often AI recommends them and what changed.”

The key metric you're looking for is generally called AI visibility, AI mention rate, AI share of voice, or LLM visibility. Importantly, a useful system should run a consistent set of client-specific buyer prompts repeatedly rather than simply searching for the client's name. That lets you say something meaningful like “Your brand appeared in 68% of relevant ChatGPT answers this month, versus 51% for your closest competitor.” demandlocal.com

If you're actually looking to build this capability into an agency's workflow, rather than buy a tool, I can also map out the ideal stack and automated client-summary workflow.

If you mean an agency tool that tracks how often a client/brand is mentioned by AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) and turns that into client-facing summaries, you’re looking for an AI visibility / AI search optimization (AIO/GEO) monitoring platform.

Some tools in this category:

• Profound — Tracks brand visibility in AI answers, monitors mentions across AI search experiences, and provides reporting for teams and agencies.
• Peec AI — Focuses on monitoring how brands appear in AI-generated answers and comparing visibility against competitors.
• Otterly.AI — Tracks brand mentions and rankings across AI search engines and provides reporting.
• Scrunch AI — Helps enterprises monitor AI search presence and manage how brands appear in AI systems.
• Writesonic — Includes AI search visibility tracking alongside content optimization tools.
• Semrush — Has expanded into AI search visibility tracking and broader SEO reporting workflows.

For an agency workflow, the ideal capabilities are usually:

1. Client/project dashboards

• Track each client separately.
• Show mention frequency, sentiment, competitors cited, and sources used by AI assistants.
• Prompt monitoring

• Track a fixed set of prompts like: - “Best accounting firms in Miami”
• “Top CRM tools for startups”
• “Who should I hire for X?”
• Measure whether the client appears and where.
• Recurring reports

• Weekly/monthly PDF or dashboard summaries.
• Executive-friendly metrics: - AI visibility score
• Share of mentions
• Competitor comparisons
• New opportunities
• Agency features

• Multiple client accounts.
• White-label reporting.
• Automated email delivery.

If you are building this as a service for an agency, a common stack is:

• AI visibility tracker (one of the above)
• Data export/API
• Reporting layer such as lookerstudio.google.com or a custom dashboard
• Automated client summaries generated with an LLM

If you tell me whether the agency is PR, SEO, digital marketing, or reputation management, and roughly how many clients it manages, I can narrow this down to the best-fit tools.

If you mean a tool for an agency to track how often its clients/brands are mentioned or recommended across AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) and then generate client-facing reports, the category you’re looking for is AI visibility / AI search monitoring.

I can help identify the best current tools for that use case—especially ones with agency/multi-client dashboards, shareable reports, prompt tracking, citation/source monitoring, and automated summaries.

If you mean monitoring how often a client/brand is mentioned across AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) and turning that into recurring client reports, the right tool category is an AI visibility / AI search monitoring platform.

For an agency, I’d look for a tool that provides:

• Prompt tracking — run a defined set of client-related prompts on a recurring basis.
• Mention/share-of-voice tracking — how frequently the client appears versus competitors.
• Citation/source monitoring — which websites AI assistants cite when discussing the client.
• Sentiment and positioning — what assistants say about the client.
• Historical trends — changes in visibility over time.
• Multi-client workspaces — separate reporting for each agency client.
• Automated white-label reports — scheduled summaries you can send to clients.

If you tell me whether you want a SaaS tool you can subscribe to or an API/tool you can integrate into your agency's own dashboard, I can research the strongest current options and compare them.

For that use case, you want an AI visibility / AI search monitoring tool—something that tracks how frequently and in what context a client is mentioned across assistants such as ChatGPT, Claude, Gemini, and Perplexity, then turns those observations into client-facing reports.

A typical agency workflow would be:

• Monitor prompts: Run a recurring set of relevant queries for each client.
• Track mentions: Record whether the client appears, where they rank, and which competitors are cited.
• Analyze citations/sentiment: Identify which sources the assistants rely on and how the client is described.
• Trend over time: Show share of voice and changes week-over-week/month-over-month.
• Automate summaries: Generate a branded client report highlighting wins, losses, competitors, and recommended actions.
• Agency dashboard: Manage multiple clients/brands and ideally export or white-label reports.

If you're asking which tool available to me can actually help set this up, I can look for/connect an appropriate external tool, but I’d need to search the available integrations first.

Yes. What you’re looking for is generally called AI visibility / AI search visibility monitoring (sometimes GEO/AEO monitoring): it measures how frequently a client is mentioned or recommended in AI-generated answers, by assistant, query, competitor, citation, etc.

For an agency managing multiple clients and delivering recurring summaries, these stand out:

• agencyanalytics.com — probably the best fit if the agency already uses AgencyAnalytics. It tracks client visibility across ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews and AI Mode, with portfolio-level reporting and agency branding. AgencyAnalytics
• mentionbeat.com — particularly focused on the deliverable: per-client workspaces, mention/recommendation/citation data, competitors, and white-label reports. MentionBeat
• dabarank.com — strong if you want frequent monitoring plus white-label PDF reports across a broad set of AI platforms. DabaRank
• getmentions.ai — more comprehensive if you want not just monitoring but source analysis, competitor gaps, opportunities and execution recommendations. GetMentions AI
• towergeo.com — built specifically around agency multi-client workflows, with visibility, sentiment, competitive positioning and white-label client reports. Tower GEO

My pick

If the core requirement is:

“Every week/month, tell me how often each client's brand appears in ChatGPT/Claude/Gemini/etc., what competitors are appearing, and automatically give me a client-ready summary.”

I'd shortlist AgencyAnalytics, MentionBeat, and DabaRank.

If you want the tool to become part of an AI-search/GEO service that the agency can actually sell, I'd lean toward MentionBeat or GetMentions AI, because they go beyond a visibility score into why the client is losing mentions and what to do about it. MentionBeat GetMentions AI

One important distinction: these platforms generally sample standardized buyer queries and measure the resulting AI answers. They aren't literally counting every time someone anywhere asks ChatGPT about a client—something the AI assistants don't expose as a universal analytics feed.

If you mean an agency tool that tracks how often clients appear in AI-generated answers (ChatGPT, Claude, Gemini, Perplexity, etc.) and creates client-facing reports, you’re looking for an AI visibility / AI search optimization (AIO, GEO) monitoring platform.

Some tools in this category include:

• Profound — Tracks brand visibility across AI answer engines, monitors mentions, citations, sentiment, and competitive share of voice. Designed for enterprise teams and agencies managing client reporting.
• OtterlyAI — Monitors how brands appear in AI search results and provides visibility reporting.
• Peec AI — Tracks mentions and rankings in AI assistants and provides reporting around brand presence.
• Scrunch AI — Helps companies monitor and improve how they are represented in AI-generated answers.
• Writesonic — Includes AI search visibility features alongside broader content tools.

For an agency workflow, the ideal features to look for are:

• Client dashboards with white-label reports
• Tracking across multiple assistants (ChatGPT, Claude, Gemini, Perplexity, Copilot)
• Prompt monitoring (“When users ask X, is our client mentioned?”)
• Competitor comparisons
• Citation/source tracking (which websites AI assistants reference)
• Sentiment and positioning analysis
• Scheduled PDF/email reports for clients

If you’re an agency managing many brands, platforms like Profound or OtterlyAI are closer to a client-reporting model, while lighter tools may be better for internal SEO teams.

Yes. What you’re describing is generally called AI visibility / AI search monitoring: tracking how frequently a client is mentioned, recommended, cited, and ranked in answers from ChatGPT, Gemini, Perplexity, Claude, etc., then turning that data into recurring client reports.

A few tools look particularly well suited for an agency:

My first pick for a traditional marketing/SEO agency: AgencyAnalytics AI Tracker. It is designed specifically to put AI visibility alongside the SEO, PPC, social, traffic, and revenue reporting an agency is already giving clients. It tracks how frequently clients appear and benchmarks them against competitors, then supports white-label reporting. agencyanalytics.com

If you mainly want an automated “AI visibility report” product: AgencyScope is more focused. It runs recurring checks across ChatGPT, Perplexity, and Gemini and turns the results—including representative answer excerpts—into agency-branded PDFs. agencyscope.ai

If you want broader assistant coverage: Tower GEO and Visibrand are worth looking at; both cover multiple assistants and are explicitly positioned for agencies. towergeo.com

For an agency product, I'd want the tool to report at least:

• Mention rate — % of tracked prompts where the client appears
• Recommendation/position — whether AI recommends them and where
• Share of voice vs. competitors
• Sentiment
• Citations/sources driving the mentions
• Trend over time
• Exact prompts and answer evidence
• Per-assistant breakdown
• White-label monthly/QBR summaries

One important distinction: don't treat a single AI answer as a ranking. AI responses can vary from run to run, so the useful metric is how consistently the client appears across repeated prompts, not simply whether it appeared once. www.demandlocal.com

If you're building an agency service around this, I can also compare the best 3–5 options by price, number of clients, white-label capabilities, API access, and reporting automation.

Yes — the category you’re looking for is AI visibility / AI search monitoring (sometimes called GEO/AEO monitoring).

For an agency managing multiple clients, I’d shortlist:

• agencyanalytics.com — probably the strongest fit if you already use AgencyAnalytics. It tracks client visibility across ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews and AI Mode, supports competitor comparisons, and puts the data into your existing client dashboards and white-label reports. AgencyAnalytics
• getmentioned.co — specifically designed around agency portfolios. It tracks multiple clients, shows how often brands are mentioned/recommended and where they rank, and supports white-label reporting. GetMentioned
• siftly.ai — good if you want visibility tracking plus competitor benchmarking and GEO experiments. It explicitly supports multi-client agency workflows and white-label reports. Siftly
• gumshoe.ai — particularly interesting if automated recurring client summaries are the priority. It uses standardized prompts/personas across 11 AI models and turns the results into repeatable reports. Gumshoe AI
• agencyscope.ai — a more focused option for SEO/GEO agencies: recurring ChatGPT/Perplexity/Gemini checks, prompt-level evidence, and white-label PDFs. AgencyScope

My pick

If your requirement is specifically:

“We have 20–100 clients. Tell us how frequently each client is mentioned/recommended by AI assistants, track it over time, and automatically give us a client-ready summary.”

I'd start with AgencyAnalytics AI Tracker for an established agency reporting stack, or GetMentioned if AI visibility itself is the primary service you're building.

If you tell me roughly how many clients you manage and whether you need white-label PDF/email reports, I can narrow this down to the best 2–3 options and compare pricing/features.

If you mean a tool an agency can use to monitor client mentions across AI assistants and turn that into recurring client reporting, there are several good options right now:

• agencyanalytics.com — probably the best fit if your agency already uses AgencyAnalytics. It tracks client visibility across ChatGPT, Claude, Perplexity, Gemini, Google AI Overviews, and AI Mode, benchmarks competitors, and puts the data alongside SEO/PPC/social reporting. It also supports client-ready reports.
• zumihq.com — strong agency-focused option if you want separate client workspaces, white-label reporting, and broad assistant coverage. It says it tracks up to nine engines, including ChatGPT, Gemini, Perplexity, Claude, Copilot, Grok and Google's AI products.
• getmentions.ai — geared specifically toward multi-client agencies, with visibility tracking, competitor/source analysis, client access and reporting. It covers ChatGPT, Gemini, AI Overviews, AI Mode, Copilot and Perplexity.
• indaeo.com — good if you want more than reporting: it tracks mentions, citations, competitive positioning and the prompts/sources driving visibility across ChatGPT, Perplexity, Gemini and Claude.
• agencyscope.ai — particularly appealing if the main deliverable is a monthly white-label report. It runs recurring checks across ChatGPT, Perplexity and Gemini and preserves prompt-level evidence for client meetings.
• visibrand.app — focused on monitoring how often brands are mentioned/recommended across ChatGPT, Claude, Perplexity and Gemini, with multi-brand dashboards and white-label reporting.

My pick

For a typical SEO/digital agency managing many clients, I'd shortlist AgencyAnalytics, Zumi, and GetMentions.

If your priority is "give me a polished monthly client summary", I'd look hardest at AgencyAnalytics or AgencyScope.

If your priority is "monitor lots of assistants and understand exactly why/where the client is being mentioned", Zumi or Indaeo looks more compelling.

The important distinction is that these tools generally don't just count raw mentions. The better ones measure mention rate/visibility, share of voice, recommendation position, competitors, citations/sources, sentiment, and trends over time—which makes the data much more useful in a client report. AgencyAnalytics Indaeo Zumi

If you tell me roughly how many clients the agency manages (e.g. 10, 50, 200+) and whether you need white-label reports, I can narrow this to the best 2–3 options and compare pricing/features.

If you mean a tool for an agency to track how frequently its clients/brands are mentioned or surfaced across AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) and then turn that into client-ready reports, there are several tools in this emerging AI visibility / LLM monitoring category.

I can look up the best current options for agencies, including white-label reporting, multi-client dashboards, tracking frequency/visibility, competitor comparisons, and pricing.

If you mean a tool that tracks how frequently a client/brand is mentioned across AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) and turns that into client-facing reports, the category you want is usually called AI visibility / AI search monitoring / generative engine optimization (GEO) tracking.

For an agency, the key capabilities are:

• Cross-model monitoring: query multiple AI assistants for the same client-related prompts.
• Mention/share-of-voice tracking: how often the client appears vs. competitors.
• Citation/source tracking: which websites AI systems cite when discussing the client.
• Sentiment and positioning: what the assistants say, not just whether they mention the brand.
• Scheduled client reports: automated weekly/monthly summaries with trends and recommendations.
• Agency/multi-client support: separate workspaces and white-label reporting.

I can also look up the current tools that offer this and compare them specifically for agencies (including pricing, supported AI models, reporting, and API/white-label capabilities).

If you mean a tool that helps an agency track how often clients are mentioned/recommended by AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) and produce client visibility summaries, you’re looking for an AI visibility / AI search monitoring platform (sometimes called AIO tracking, LLM visibility monitoring, or generative engine optimization tools).

Some tools in this category:

• Profound — Built specifically for tracking brand visibility in AI answers. Agencies use it to monitor how brands appear across AI search experiences and create reporting for clients.
• Peec AI — Tracks brand mentions and visibility across AI assistants and provides analytics/reporting.
• AthenaHQ — Focuses on monitoring how brands are represented in AI-generated responses.
• Otterly.AI — Tracks AI search rankings and mentions across generative search platforms.
• Scrunch AI — Helps brands monitor and improve their presence in AI-generated answers.

For an agency workflow, common capabilities to look for are:

1. Prompt monitoring
   • Track a set of questions customers ask AI assistants.
   • Example: “What are the best accounting firms in Boston?” → measure whether a client appears.

2. Share-of-answer / mention tracking
   • How often the client is cited.
   • Which competitors appear instead.
   • Whether the AI recommends, ranks, or merely mentions the brand.

3. Citation/source analysis
   • Identify which websites, reviews, directories, or articles AI systems rely on when mentioning the client.

4. Client reporting
   • White-label dashboards.
   • Monthly AI visibility reports.
   • Changes over time (“mentions increased 35% this month”).

5. Multi-client management
   • Important for PR, SEO, and digital agencies managing many brands.

If you’re building this as an agency service, tools like Profound or Peec AI are closer to a client-reporting product, while SEO suites such as Semrush and Ahrefs are expanding into AI visibility but are historically SEO-focused.

A typical agency stack would be:
AI visibility tracker → analytics dashboard → automated monthly client report → recommendations for content/PR/SEO changes.

If you mean “monitor how often each client is mentioned/recommended by ChatGPT, Gemini, Perplexity, etc., then turn that into recurring client reports,” there are several purpose-built tools now.

Best fits for an agency

1. AgencyAnalytics AI Tracker — best if you already use AgencyAnalytics
   • Tracks client visibility across ChatGPT, Perplexity, Gemini and other AI search engines.
   • Measures mention frequency, visibility/share of voice, competitors and trends.
   • Particularly strong for agencies because the AI data goes directly into existing client dashboards and reports.
   • Can combine AI visibility with SEO, PPC, social, traffic and revenue data.

2. AgencyScope — best for dedicated white-label AI reports
   • Designed specifically for SEO/GEO agencies.
   • Runs recurring checks across ChatGPT, Perplexity and Gemini.
   • Keeps the underlying prompts and answers as evidence.
   • Produces white-label PDFs for clients.
   • Supports multiple brands, competitors, prompt libraries and report histories.

3. Tower GEO — good for broader AI visibility monitoring
   • Tracks ChatGPT, Claude, Perplexity and Gemini.
   • Shows mention frequency, sentiment and competitive positioning.
   • Built around managing multiple clients and producing white-label reports.

4. LLM Pulse — good for scaling across a large client portfolio
   • Built for SEO agencies.
   • Tracks ChatGPT, Perplexity, Gemini, Google AI Mode and AI Overviews.
   • Provides mention rate, share of voice and visibility scores.
   • Offers white-label dashboards and a Looker Studio template.

5. Siftly for Agencies — good if you also want GEO experimentation
   • Tracks client mentions, citations and competitor visibility.
   • Adds experiments intended to measure whether GEO work actually increases visibility.
   • Supports white-label reporting.

My pick

For the exact workflow you described, I'd shortlist AgencyAnalytics AI Tracker and AgencyScope:

One important distinction: these tools generally don't count every spontaneous mention of a client across the entire universe of AI conversations. They run defined prompts against AI assistants and measure whether/how the client appears. That makes the resulting metric reproducible enough for monthly client reporting. AgencyScope, for example, explicitly preserves the underlying prompt-level evidence. agencyscope.ai

If you're evaluating this for an agency, I can also compare the leading 5–10 tools on pricing, number of clients/brands, AI engines, API access, white-labeling, and automated monthly reports.

For an agency trying to track how often clients are mentioned by AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) and generate client-facing summaries, the category you’re looking for is usually called AI visibility monitoring, AI search tracking, or LLM brand monitoring.

Some tools that can help:

For an agency workflow, a typical setup would be:

1. Create a monitoring project per client
   • Brand name
   • Products/services
   • Competitors
   • Target questions customers ask AI assistants

2. Track prompts

Examples:

• “Best accounting firms in [city]”
• “Top software tools for [industry]”
• “Who are the leading providers of [service]?”

3. Measure
   • How often the client appears
   • Position/ranking in AI answers
   • Which competitors appear instead
   • Which websites AI assistants cite
   • Sentiment and accuracy of mentions

4. Generate client reports

Monthly summaries typically include:

• AI visibility score
• Growth/decline trends
• New citations and mentions
• Missed opportunities
• Recommended content/actions

For a marketing or PR agency managing many clients, I’d look first at Profound or Scrunch AI for enterprise reporting, while Peec AI or Otterly.ai are often better fits for smaller agencies wanting a simpler dashboard.

For an agency managing multiple clients, I’d shortlist these:

• AgencyAnalytics AI Tracker — best if you already use AgencyAnalytics. It tracks how often clients appear in AI-generated answers across ChatGPT, Perplexity, Gemini and other engines, benchmarks competitors, and puts AI visibility alongside SEO/PPC/social data in client reports. agencyanalytics.com
• Tower GEO — best purpose-built agency option. It supports multiple client brands, tracks mention frequency/sentiment/competitive positioning by AI engine, and produces white-label reports. towergeo.com
• Gumshoe — strong for recurring client summaries. It monitors visibility across 11 AI models and is specifically designed to turn the results into consistent agency reporting. gumshoe.ai
• LLM Pulse — strong if white-labeling is important. It offers white-label client portals plus tracking across ChatGPT, Perplexity, Gemini, Google AI Mode and AI Overviews. llmpulse.ai
• AgencyScope — particularly simple for monthly reports. It runs recurring checks across ChatGPT, Perplexity and Gemini and generates white-label PDFs with prompt-level evidence. agencyscope.ai

My pick: If the agency's main need is “How often is Client X mentioned/recommended by AI, what competitors are appearing, and give me a client-ready monthly summary,” I'd start with AgencyAnalytics AI Tracker if they're already an AgencyAnalytics customer; otherwise Tower GEO or Gumshoe are worth evaluating.

If you tell me roughly how many clients the agency manages and whether you need white-label reports, automated email summaries, or a dashboard, I can narrow it to the best 2–3.

If you mean a tool an agency can use across many clients to measure how frequently each client is mentioned/recommended by ChatGPT, Gemini, Claude, Perplexity, etc., then turn that into client-facing summaries, there are several good fits.

Best fits

• AgencyAnalytics AI Tracker — probably the best choice if the agency already uses AgencyAnalytics. It adds AI visibility alongside SEO/PPC/social reporting, supports multi-client tracking, competitor comparisons, trends, and client-ready reports.
• Tower GEO — particularly agency-oriented. It tracks ChatGPT, Claude, Gemini and Perplexity, including mention frequency, sentiment, citations and competitors, and generates white-label reports.
• AgencyScope — very focused on the exact workflow you described: recurring checks, multiple clients, prompt-level evidence, and white-label PDF reports with an executive summary.
• Visibrand — monitors ChatGPT, Claude, Perplexity and Gemini, with multi-brand dashboards, competitive reports, API/webhooks and white-label agency support.
• OpenLens — broader platform coverage (including Google AI, Grok and DeepSeek) and useful source-level analysis showing why an AI is mentioning a client.

If your priority is automated client summaries

I'd shortlist AgencyScope and Tower GEO. AgencyScope is especially close to “run the monitoring → generate a polished monthly client summary,” while Tower GEO looks stronger if you want a broader ongoing GEO/AI-search service rather than just reporting.

The underlying metric you're looking for is generally called AI visibility / LLM visibility / AI search visibility. It can include:

Mention rate → share of voice → position/recommendation → sentiment → citations/sources → competitor comparisons → trend over time

One important caveat: these systems generally sample predefined prompts repeatedly rather than literally observing every conversation users have with ChatGPT or Claude. So “mentioned 37% of the time” means something like 37% of the monitored prompt runs produced a client mention, not 37% of all AI conversations.

If you tell me roughly how many clients the agency has and whether you want weekly emails, monthly PDFs, or a dashboard, I can narrow this to the 2–3 best options and compare pricing/features.

Yes — what you’re describing is generally called AI visibility / AI search monitoring or GEO (Generative Engine Optimization) tracking.

For an agency managing multiple clients, I’d shortlist these:

• AgencyAnalytics AI Tracker — probably the best fit if your agency already uses AgencyAnalytics. It tracks how often clients appear in ChatGPT, Perplexity, Gemini and other AI engines, benchmarks competitors, and puts the data alongside SEO/PPC reporting. It also produces client-ready reports. agencyanalytics.comllmpulse.ai
• LLM Pulse — particularly agency-oriented: multi-client tracking, white-label client portals, reporting, API/Looker Studio/CSV exports, and coverage of ChatGPT, Perplexity, Gemini, Google AI Mode and AI Overviews. llmpulse.ai
• Tower GEO — built specifically around agencies managing multiple clients. It tracks mentions, sentiment, citations and competitors and can generate white-label PDFs and branded client dashboards. llmpulse.aitowergeo.com
• GetMentioned — strong if you want prompt-level monitoring, competitive comparisons, source attribution, geographic targeting and automated/white-label reports. www.getmentioned.co
• AgencyScope — a more focused option for recurring agency reports: scheduled ChatGPT/Perplexity/Gemini checks, saved evidence, report history and white-label PDFs. agencyscope.aitowergeo.com

My pick

If the core requirement is:

“We manage 20–100+ clients and need to know how frequently each client is mentioned/recommended by AI assistants, then automatically turn that into a client-facing monthly summary.”

I'd start with LLM Pulse or AgencyAnalytics. LLM Pulse looks stronger as a dedicated AI-visibility product, while AgencyAnalytics is attractive if you want AI visibility integrated with the rest of an agency's existing reporting stack. agencyanalytics.comllmpulse.ai

If white-label client reporting is the #1 requirement, I'd also look closely at Tower GEO and AgencyScope. agencyscope.aitowergeo.com

If you tell me roughly how many clients the agency has and whether you need white-label reports, I can narrow this to the best 2–3 and compare pricing, AI assistants covered, automation, API access, and reporting.

Yes. What you’re describing is generally called AI visibility / AI search monitoring or GEO tracking.

For an agency, I’d shortlist these:

If your main requirement is exactly what you described

I'd start with AgencyAnalytics AI Tracker if you're already an AgencyAnalytics shop. It has the advantage of putting AI visibility alongside the client's SEO, PPC, social, traffic and revenue data rather than creating another reporting silo. agencyanalytics.com

If you want a purpose-built, lightweight tool specifically for producing AI visibility summaries for agency clients, AgencyScope looks particularly aligned with the workflow: define prompts per client → periodically check multiple assistants → measure mentions/competitor visibility → produce a white-label report. agencyscope.ai

One important caveat: these tools aren't measuring a definitive "number of times ChatGPT mentioned my client in the real world." There isn't a public impression counter for ChatGPT/Perplexity/etc. They generally run a controlled set of prompts repeatedly and measure the resulting answers. Because AI responses are stochastic, repeated sampling and showing the underlying prompt-level evidence matters. arxiv.org

For an agency, I'd want the client summary to contain at least:

• AI mention rate — % of tracked prompts where the client appears
• Share of voice vs. competitors
• Position — e.g. #1, #2, etc.
• Sentiment/recommendation strength
• Which assistants mention them
• Which sources/citations those assistants use
• Change over time
• Top opportunities — prompts where competitors appear but the client doesn't
• Raw prompt/answer evidence so the report is defensible

If you're evaluating these specifically for reselling as an agency service, I can also compare their pricing, white-label capabilities, API access, number of clients/prompts, and reporting automation and tell you which one I'd choose.

If you mean an agency tool that tracks how often clients are mentioned/recommended by AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) and turns that into client-ready reports, you’re looking for an AI visibility / AI search monitoring (AEO/GEO) platform. A few options:

For an agency workflow, I’d look for these features:

• Multi-client dashboards (one workspace per client)
• Scheduled scans (daily/weekly/monthly)
• Prompt tracking (“best accounting firms in NYC,” “top CRM tools,” etc.)
• AI assistant coverage (ChatGPT, Claude, Gemini, Perplexity)
• Citation/source tracking (which websites AI relies on)
• Competitor share-of-voice
• White-label PDF/report exports for client meetings

A typical agency report would include:

• “Client appeared in 38% of tracked AI answers this month”
• “Visibility increased 12% vs. competitors”
• “Most common AI recommendations”
• “Prompts where competitors appear but client does not”
• “Sources AI assistants cite when mentioning the client”
• Recommended SEO/content actions

If you’re building this as an agency service, the strongest fits are likely Profound, Semrush, Ahrefs Brand Radar, Chatobserver, or MentionHQ depending on budget and whether you need white-label reporting. ahrefs.com

If you mean “Which software can an agency use to monitor how often each client is mentioned/recommended by ChatGPT, Claude, Gemini, Perplexity, etc., and then turn that into client-ready reports?”, there are several good fits.

Best agency-oriented options

1. AnswerMap — probably the closest match to your description. It is explicitly built for agencies, tracks ChatGPT, Perplexity, Claude, and Gemini, supports multiple brands, and offers white-labeled reports with automated delivery. www.answermap.co

2. Visibrand — particularly interesting if you want an agency dashboard. It tracks mention rates across ChatGPT, Claude, Perplexity, and Gemini, and offers multi-client dashboards, competitive reports, API/webhooks, and white-label reporting. visibrand.app

3. Prism — a simpler dedicated AI-visibility tracker. You define the questions your clients' customers ask, and it runs them across ChatGPT, Claude, Gemini, and Perplexity, tracking mention rate, sentiment, position, and competitors. www.searchprism.io

4. Surva.ai — stronger if the agency also wants citation analysis, competitor gaps, prompt discovery, and historical visibility trends, rather than just counting mentions. www.surva.ai

5. Chatobserver — tracks prompts and answers across ChatGPT, Gemini, Claude, Perplexity and AI Overviews, including mentions, citations, competitors and historical results. chatobserver.com

If I were choosing for an agency

AnswerMap looks like the most direct fit for “monitor all my clients and automatically give them a polished report.” Its positioning is specifically agency/white-label oriented. www.answermap.co

Visibrand would be my other strong candidate if you want more of a client portal + API/webhook + reporting infrastructure. visibrand.app

One important distinction: these tools generally don't measure every real user conversation happening inside ChatGPT/Claude. They repeatedly run a defined set of representative prompts and measure whether/how the client appears in the resulting answers. That's a much more defensible metric for an agency report, and cross-model results can vary substantially. Recent research also found relatively low agreement between AI systems in recommendation results. arxiv.org

If you're actually looking to build this capability into your agency's own reporting product, I can also lay out the ideal stack—AI querying → mention/citation extraction → database → client dashboard → automated monthly PDF/email report—and which APIs/tools I'd use for each layer.

Yes — what you’re describing is usually called AI visibility / LLM visibility tracking: monitoring how frequently a client is mentioned or recommended across ChatGPT, Gemini, Claude, Perplexity, etc., then turning that into recurring client reports.

For an agency, I’d shortlist:

• Mentions — particularly interesting for agencies because it focuses on automated AI-visibility reporting, tracking mentions across multiple models and sending regular snapshots. mention.se
• Chatobserver — tracks prompts, AI responses, mentions, citations and competitors across ChatGPT, Gemini, Claude, Perplexity and Google AI Overviews. It explicitly positions itself around reporting for marketing/SEO teams. chatobserver.com
• Surva.ai — strong if you want deeper client analysis: mention frequency, historical trends, competitor visibility, sentiment, prompts and citations. www.surva.aiwww.reddit.com
• Astroland — simpler AI-visibility dashboard with a visibility score and cross-model tracking for ChatGPT, Claude, Gemini and Perplexity. www.astroland.ai
• Visby AI — monitors mentions across ChatGPT, Claude and Gemini and provides historical performance and prompt-level analysis. visby.ai

If the main requirement is “agency → many clients → recurring client summaries,” I'd start with Mentions or Chatobserver. If you want the reports to go beyond “you were mentioned X% of the time” into why, competitors, citations, and what the agency should do next, Surva.ai looks more comprehensive.

One important caveat: these platforms generally sample standardized prompts and query the AI systems; they cannot tell you exactly how often real users are asking about a client inside private ChatGPT/Claude conversations. So “mention rate” is best treated as an AI visibility benchmark, not actual user-query volume. www.surva.aiwww.reddit.com

If you're evaluating this specifically for an agency with 20–100+ clients and white-label monthly reports, I can compare the best options on multi-client management, white-labeling, automated reports, API access, pricing, and model coverage.

Yes — what you’re describing is usually called AI visibility / GEO (Generative Engine Optimization) monitoring.

For an agency managing multiple clients, I’d look at these:

• Mentions — particularly agency-oriented: tracks brand visibility across multiple AI engines and offers white-label reporting. A recent review specifically highlights its agency reporting and client-workspace workflow. www.techradar.com
• Spektriq — explicitly supports agencies, with multiple brands, competitor tracking, daily AI visibility scores, and white-label reports. www.spektriq.com
• Chatobserver — monitors how ChatGPT, Gemini, Claude, Perplexity and Google AI Overviews mention, cite and compare brands, with scheduled prompts and reporting. chatobserver.com
• Surva.ai — tracks mention rates, sentiment, competitors, historical trends and the exact AI responses, making it useful for turning raw monitoring into client insights. www.surva.ai
• Prism — more lightweight: you define the questions clients' customers ask and it checks ChatGPT, Claude, Gemini and Perplexity daily, including mention rate, sentiment and position. searchprism.io

For an agency, I'd prioritize

Spektriq or Mentions if the goal is “monitor 20–100 clients and send each one a polished monthly AI visibility report.”

The metrics you ideally want are:

1. Mention rate — how often the client appears.
2. Recommendation rate — how often AI actually recommends them.
3. Position — e.g. #1, #3, or merely mentioned.
4. Share of voice versus competitors.
5. Sentiment/perception — what the AI says about them.
6. Citation sources — which websites/content caused AI to mention them.
7. Prompt-level results — exactly which customer questions produce or lose visibility.
8. Trend over time — month-over-month improvement.
9. Client-ready/white-label reports — probably the most important agency feature.

One important distinction: these platforms generally simulate and repeatedly test selected buyer prompts across AI systems; they aren't giving you a literal log of every question every real person has asked ChatGPT or Claude. That's an important caveat when presenting the data to clients.

If you're actually looking to build this capability into an agency product/workflow, rather than buy a tool, I can also lay out the best stack and architecture for automatically monitoring 50+ clients and generating monthly client summaries.

Yes. What you’re describing is usually called AI visibility / AI search monitoring: tracking how often a client is mentioned or recommended when people ask ChatGPT, Gemini, Claude, Perplexity, etc., then turning that into recurring client reports.

For an agency, I’d shortlist:

• AETracker — particularly agency-oriented. It tracks client mentions, citations, competitors, historical snapshots, and raw AI answers across ChatGPT, Claude, and Perplexity. It explicitly positions the data as an agency reporting/billable service. www.aetracker.com
• Kommi — built specifically for agencies, with client tracking, mentions, citations, rankings/position, competitor analysis, and lead extraction across AI answers. www.kommi.in
• AEOVisor — useful if you want automated monitoring and client-friendly metrics such as share of voice, competitor comparisons, and alerts. Its Agency tier monitors multiple AI engines daily. www.aeovisor.com
• Prism — simpler/lower-cost option. You create each client, define the questions customers ask, and it repeatedly runs those questions across ChatGPT, Claude, Gemini, and Perplexity while tracking mention rate, sentiment, position, and competitors. searchprism.io
• Chatobserver — more analytics/reporting oriented, tracking mentions, citations, competitors and prompts across ChatGPT, Gemini, Claude, Perplexity and Google AI Overviews. chatobserver.com

My pick for an agency

AETracker or Kommi would be the first two I'd investigate. They're more directly designed around the workflow of:

Client → tracked prompts → AI responses → mention/citation data → competitor comparison → recurring client report.

One important caveat: AI answers aren't deterministic. The same prompt can produce different answers at different times, so a good monitoring product should run repeated measurements over time, rather than treating one ChatGPT response as a definitive ranking. Recent research specifically finds substantial variability in AI citation/visibility measurements. arxiv.org

If by “deliver client summaries” you mean automatically generate a polished monthly/weekly PDF or email summary for each agency client, I can narrow this down to the 3 tools with the best white-label/client-reporting capabilities.

If you're looking for a platform specifically for agencies that need to monitor how often clients are mentioned across AI assistants and generate client-ready summaries, there are several tools designed for this emerging "AI visibility" or "Answer Engine Optimization (AEO)" category.

Here are some of the strongest options:

For an agency, the ideal workflow typically includes:

• Running a fixed library of prompts across ChatGPT, Gemini, Claude, Perplexity, and Google AI Overviews.
• Tracking mention frequency and share of voice.
• Recording which sources the AI cites.
• Comparing clients against competitors.
• Producing scheduled summaries (weekly or monthly) highlighting:
  • visibility trends,
  • top prompts,
  • wins/losses,
  • citation sources,
  • recommended actions.

The agency-focused platforms above are built around that workflow rather than traditional SEO ranking reports. indaeo.com

If your agency already uses an SEO suite, it's also worth looking at newer AI visibility features from platforms like Semrush and Ahrefs rather than adopting a separate tool. Industry reviews note these suites increasingly include AI visibility tracking alongside conventional SEO metrics, although some capabilities are limited to higher-tier plans. www.techradar.com

For a typical marketing agency managing dozens of clients, Indaeo and OpenLens appear to be among the most agency-oriented choices because they emphasize multi-client management, prompt tracking, competitive analysis, and client reporting. openlens.comindaeo.com

If you're looking for a platform specifically for agencies that need to monitor how often clients are mentioned by AI assistants and deliver client-friendly summaries, there are several emerging tools built for that use case.

Here are the strongest options:

If your priority is "client summaries"

The strongest choices are:

• AnswerMap — designed around agency reporting with automated, white-labeled weekly summaries. www.answermap.co
• Tower GEO — produces presentation-ready reports for clients showing visibility, sentiment, and competitor comparisons. towergeo.com
• Rank++ AI Visibility Insights — includes AI-generated brand summaries explaining what AI assistants "know" about each client. www.kommi.inagency.rankplusplus.com

If you want the deepest monitoring

OpenLens, Khukha, and similar platforms go beyond simple mention counts by tracking:

• which AI assistants mention a client,
• how often they're recommended,
• which competitors appear instead,
• what sources the AI cites,
• how the narrative changes over time. www.khukha.aiopenlens.com

For a digital marketing or SEO agency, AnswerMap and OpenLens currently align most closely with the workflow of tracking multiple clients, monitoring AI visibility across major assistants, and delivering recurring client reports.

The category you’re looking for is usually called AI visibility monitoring, AI search analytics, or GEO (Generative Engine Optimization) tracking. These tools repeatedly query AI assistants (such as ChatGPT, Gemini, Claude, and Perplexity), record whether a client is mentioned, compare competitors, and generate reports that agencies can share with clients. chatobserver.comwww.meltwater.com

For an agency managing multiple clients, these are some options to evaluate:

For a typical agency workflow, I’d look for these capabilities:

• Client workspaces (one dashboard per client)
• Scheduled prompt monitoring (e.g., “best accounting firm in Portland,” “top CRM for startups”)
• Mention rate (how often the client appears)
• Share of voice vs competitors
• Position/ranking in AI answers
• Citation/source tracking (which websites AI assistants rely on)
• White-label PDF/email reports
• Trend summaries (“visibility increased 18% this month because…”)

A practical stack:

• Small agency: a dedicated AI visibility tracker such as Mention, Chatobserver, or similar.
• SEO agency: add AI visibility features from an existing SEO platform like Ahrefs.
• PR/comms agency: consider an enterprise monitoring platform like Meltwater.

One caveat: AI answers are probabilistic, so good tools should measure repeated runs over time rather than treat a single ChatGPT response as a definitive ranking. arxiv.org

If you’re building this as an agency service offering (monthly “AI presence reports” for clients), the key differentiator is usually not just tracking mentions—it’s turning the data into a client-friendly narrative and recommendations.

If you're looking for a platform that specifically monitors how often clients are referenced by AI assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) and produces client-ready summaries, you're looking for an emerging category often called AI visibility, AEO (Answer Engine Optimization), or GEO (Generative Engine Optimization) monitoring.

Some of the strongest agency-focused options include:

For an agency, the most valuable features are typically:

• Monitoring the same prompts across multiple AI assistants
• Tracking how often each client is mentioned
• Measuring share of voice versus competitors
• Identifying which sources AI models cite
• Detecting sentiment and positioning
• Generating automated client summaries or white-label reports
• Showing trends over time

If you're evaluating platforms for client work, Indaeo, Tower GEO, and AnswerMap appear to be the most agency-oriented because they emphasize multi-client workspaces and reporting rather than just tracking a single brand. indaeo.com

If your agency already uses a major SEO platform, it's also worth looking at newer AI visibility features from established vendors. Recent reviews highlight agency-focused offerings such as Profound, Semrush's AI Visibility Toolkit, and Ahrefs Brand Radar alongside dedicated AI visibility platforms. www.techradar.com

If your goal is agency-grade monitoring of how often clients are mentioned across AI assistants (ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews, etc.) plus client-ready summaries, you're looking for an AI visibility or Answer Engine Optimization (AEO) platform.

Some of the stronger options are:

For agencies, the most useful reports typically include:

• Mention frequency by AI assistant
• Prompt-level tracking (which prompts mention the client)
• Competitors appearing alongside the client
• Sources cited by AI assistants
• Accuracy of AI-generated brand descriptions
• Trends over time
• Executive summaries with recommended actions

This style of reporting is becoming common among agencies offering AEO/GEO services, since AI responses vary by prompt and model. Many agencies frame results as visibility trends rather than fixed rankings. www.reddit.com

If you're looking for the most agency-focused solution today:

• Best overall: urlPrismturn0search2
• Best for SEO agencies: urlRank++ AI Visibility Insightsturn0search0
• Best enterprise platform: urlSiftlyturn0search1
• Best for managing many clients: urlKommiturn0search7

These tools are specifically designed to monitor AI assistant references and produce client-facing summaries rather than just traditional SEO rankings.