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ChatGPT answers, unedited

"best platform for tracking AI citation share for a small ecommerce store on a tight budget", asked on ChatGPT about once a day from the United States. The last 22 answers, newest first, exactly as given: the raw data behind the AI Visibility Tools live demo.

Week of 24th to 30th Aug 2026 (in progress)

Answer 1 of 22, 24th Aug 2026, unknown, mentions 4 tracked brands

chatgpt.com
best platform for tracking AI citation share for a small ecommerce store on a tight budget

For a small ecommerce store on a tight budget, I’d start with otterly.ai.

My pick: Otterly.ai
  • $29/month entry plan with 15 tracked prompts, making it the lowest-cost serious option I found. AEO Labs AEO Labs
  • Tracks major surfaces including ChatGPT, Google AI Overviews, Perplexity, and Copilot on the entry tier. Loudmink
  • Shows whether you're being mentioned/cited, your position, competitors, and citation/source URLs—the stuff you actually need to measure AI citation share. Loudmink Reachroller
  • It's particularly appropriate if you're trying to answer: “When shoppers ask AI for products like mine, does my store get recommended?”

The catch: 15 prompts is pretty limited, and Gemini/Google AI Mode coverage can require paid add-ons. AEO Labs

When I'd choose something else
PlatformStarting priceBest forMy take
Otterly$29/moTiny ecommerce / testingBest budget choice
Peec AI~$95/moMore serious multi-engine trackingBest upgrade
Profound~$99/moLarger teams / sophisticated analyticsOverkill for you
AthenaHQFree tier availableTesting before payingWorth trying alongside Otterly

Peec is arguably the better value once you're willing to spend ~$95/month: its entry plan has substantially more prompt capacity and broader engine coverage, while Otterly's advantage is the much lower absolute cost. AEO Labs Ayzeo

What I'd do with a <$50/month budget

Don't waste the 15 prompts on generic searches. Build them around high-intent shopping queries, e.g.:

  • “best [product category] for [use case]”
  • “[product category] brands”
  • “best [product] under $X”
  • “[product] alternatives”
  • “[competitor] vs [your product category]”
  • “where to buy [product]”
  • “best [product] for [specific customer type]”

Then track citation share, not just mentions: How many relevant answers cite your store/product vs. competitors? Which third-party sites are being cited instead?

That last part is particularly important because your own domain may not be the source AI engines rely on; third-party reviews, comparisons, retailers, Reddit, and other sources can influence what gets recommended. AEO Labs

Bottom line: Start with Otterly at $29/mo for 1–2 months. If you discover AI search is generating meaningful visibility/opportunity and 15 prompts aren't enough, move to Peec rather than jumping straight to an enterprise tool.

If you tell me what you sell + your approximate monthly budget ($0, $30, $50, $100, etc.), I can recommend the cheapest setup and give you the exact prompts I'd track.

Behind this answer: no web searches, 4 tracked brands mentioned

ChatGPT answered from its own knowledge, without searching the web.

Tracked brands mentioned

Profound Peec AI Otterly AI Athena HQ

Week of 17th to 23rd Aug 2026

Answer 2 of 22, 23rd Aug 2026, gpt-5-6, mentions 4 tracked brands
chatgpt.com
best platform for tracking AI citation share for a small ecommerce store on a tight budget

For a small ecommerce store on a tight budget, I’d start with Otterly AI.

My ranking
PlatformApprox. entry priceBest forMy take
Otterly$29/moSmall brands testing AI visibility🥇 Best budget choice
Peec AI~$95/moMore serious multi-engine tracking🥈 Better once you have traction
AnagramUnder $100/moEcommerce + understanding customer questions🥉 Interesting alternative
Scrunch~$250/moLarger content/marketing teamsOverkill for you
Profound$400+/mo / enterpriseLarge brandsDefinitely overkill

Current 2026 comparisons consistently put Otterly at the low end, with a $29/month entry tier, while Peec starts around $95/month. www.aeolabs.ai

Why I'd pick Otterly

For an ecommerce store, you don't initially need hundreds of tracked queries. I'd use your budget to monitor roughly 15–20 high-value buying questions, such as:

  • "best [product category] for [use case]"
  • "best [product] for [customer type]"
  • "[competitor] alternatives"
  • "[your category] brands"
  • "where to buy [product type]"
  • "best [product] under $X"

Otterly tracks brand mentions, share of voice, competitors, and the actual domains/URLs cited by AI answers. That last part is particularly valuable: you can see who is getting cited instead of you, rather than merely seeing that you weren't mentioned. otterly.ai

The $29 starting price is also substantially easier to justify while you're still figuring out whether AI search is producing meaningful traffic/revenue for your store. Multiple 2026 comparisons identify it as the cheapest credible entry point. cituna.com

One important caveat

Don't automatically add every available AI engine. Otterly's Google Gemini and AI Mode coverage can involve additional fees, so your actual cost can rise above the $29 headline price. www.aeolabs.aiotterly.ai

I'd start with the base plan and only pay for additional engines after you know they're relevant to your customers.

When I'd upgrade to Peec

If your store starts getting meaningful AI visibility—or you have 50+ important prompts to monitor—I would look at Peec AI.

Peec is considerably more expensive, but its strength is deeper analysis of citation sources, position, sentiment, competitors, and multiple AI engines. Its ~$95 starting tier includes substantially more prompt capacity. www.aeolabs.aiotterly.ai

Bottom line:
<$50/month → Otterly.
~$100/month and growing → Peec.
$250+ → you're probably buying more sophistication than a small ecommerce store needs.

If you tell me what you sell + your monthly AI/SEO budget (e.g. $30, $50, $100), I can also tell you exactly which 15–20 prompts I'd track to measure citation share and competitor visibility.

Behind this answer: 4 searches, 30 results retrieved, 4 tracked brands mentioned

Searches ChatGPT ran

AI search citation tracking platform pricing small business ecommerce Otterly Peec.ai Scrunch 2026site:otterly.ai pricing AI search tracking citationssite:peec.ai pricing AI search visibility citationssite:scrunch.com pricing AI search visibility

Search results ChatGPT retrieved

#PageUsed in the answer
1 https://omidsaffari.com/blog/ai-visibility-tools-aeo-tracking?utm_source=chatgpt.com not cited
2 https://bloomiro.com/blog/best-ai-search-visibility-tools?utm_source=chatgpt.com not cited
3 https://www.aeolabs.ai/blog/best-aeo-tools?utm_source=chatgpt.com not cited
4 https://www.stork.ai/blog/profound-vs-otterly-vs-peec?utm_source=chatgpt.com not cited
5 https://www.anagram.ai/blog/anagram-vs-peec-ai-vs-otterly-geo-tools-under-100-month?utm_source=chatgpt.com not cited
6 https://attrifast.com/blog/best-llm-tracking-tools-2026?utm_source=chatgpt.com not cited
7 https://www.citeme.io/ressources/otterly-ai-vs-peec-ai-which-tool-tracks-ai-mentions-better-in-2026?utm_source=chatgpt.com not cited
8 https://blog.hubspot.com/marketing/peec-ai-alternatives?utm_source=chatgpt.com not cited
and 22 more results

Tracked brands mentioned

Profound Peec AI Otterly AI Scrunch AI
Answer 3 of 22, 22nd Aug 2026, unknown, mentions 3 tracked brands
chatgpt.com
best platform for tracking AI citation share for a small ecommerce store on a tight budget

If you're a small ecommerce store on a tight budget, I’d start with otterly.ai.

My ranking
  1. Otterly.ai — best budget choice
  • Starts at $29/month
  • Tracks 15 prompts on its entry plan.
  • Covers ChatGPT, Google AI Overviews, Perplexity and Copilot at the base level.
  • Tracks whether you're mentioned/cited, your position, competitors, and citation sources.
  • The catch: Gemini and Google AI Mode can require paid add-ons. AEO Labs Loudmink

Best if: you want to spend as little as possible while getting an actual recurring AI-visibility measurement.

  1. peec.ai — better value once you can spend ~$95/mo
  • Entry tier is around $95/month for 50 prompts according to current comparisons.
  • Broader multi-engine coverage and deeper citation-source reporting.
  • Unlimited seats on paid plans.
  • No per-engine add-ons, which makes the economics more predictable. AEO Labs

Best if: AI search is becoming a meaningful acquisition channel and you need more than 15–20 important buyer queries.

  1. tryprofound.com — don't start here
  • Much more sophisticated reporting and enterprise capabilities.
  • Current published pricing starts around $99/month, but meaningful multi-engine functionality gets substantially more expensive. Linkeddit

Best if: you're already spending serious money on GEO/AEO and need enterprise-grade reporting.

What I'd actually do for an ecommerce store

Don't track hundreds of random prompts. Start with 15–20 extremely commercial questions, such as:

  • "Best [product category] for [use case]"
  • "Best [product category] under $100"
  • "[Product category] alternatives to [competitor]"
  • "Best [product category] for [customer type]"
  • "Where should I buy [product]?"
  • "[Your brand] vs [competitor]"
  • "Best [product category] brands"

Then track three numbers:

AI citation share = your citations ÷ total relevant brand/product citations

Also watch which URLs AI engines cite, because getting mentioned but having a competitor's page cited is a different problem from not being mentioned at all.

For a tiny store, I'd rather spend $29/month on 15 high-value prompts and actually act on the results than spend $100–500/month monitoring hundreds of prompts you don't have the resources to optimize.

One important caveat: AI answers are non-deterministic, so don't treat a single "citation share" percentage as absolute truth. The useful metric is the trend over time using the same prompt set. Citability

Bottom line: $29/mo → Otterly. Around $95/mo → Peec becomes more compelling. $400+ → only consider Profound if you genuinely need enterprise-level intelligence.

Behind this answer: no web searches, 3 tracked brands mentioned

ChatGPT answered from its own knowledge, without searching the web.

Tracked brands mentioned

Profound Peec AI Otterly AI
Answer 4 of 22, 21st Aug 2026, gpt-5-6, mentions 3 tracked brands
chatgpt.com
best platform for tracking AI citation share for a small ecommerce store on a tight budget

For a small ecommerce store on a tight budget, I’d start with Otterly.ai.

My ranking
PlatformApprox. entry priceBest forMy take
Otterly$29/moSmall brands testing AI visibility🥇 Best budget choice
Citations.io$29/moCitation/share tracking + actionable recommendations🥈 Interesting alternative
Peec AI~$95/moMore serious multi-engine trackingBest upgrade
Profound~$99/mo starter, much higher for deeper coverageEnterpriseOverkill for you

Otterly's $29 plan tracks 15 prompts across ChatGPT, Google AI Overviews, Perplexity and Copilot, which is enough to monitor a carefully selected set of high-value ecommerce queries. www.aeolabs.ai

What I'd actually do

Don't try to track hundreds of queries. Start with 10–15 commercial prompts, such as:

  • "best [product category] for [use case]"
  • "best [product type] for [audience]"
  • "[product category] alternatives"
  • "best [product category] brands"
  • "[competitor] alternatives"
  • "where to buy [product]"
  • "best [product] under $100"

Then track three things:

  1. Citation share — how often your domain is cited versus competitors.
  2. Mention/share of recommendations — how often your brand appears in the answer.
  3. Which sources AI cites instead of you — this is arguably the most actionable metric.

That's important because simply knowing that you're "mentioned by ChatGPT" isn't particularly useful. You want to know which buying questions you're losing and which domains are winning them.

One alternative I'd test

Citations.io is worth a look. It currently advertises a $29/month starting plan, tracks ChatGPT, Gemini, Perplexity and Claude, and specifically reports competitor citation/share data. It also provides an implementation pack rather than just a dashboard. citations.io

If $29/month is already uncomfortable, I'd actually avoid paying for a tracker initially and use a free/limited audit tool to establish a baseline, then subscribe once you know AI visibility is a meaningful acquisition channel.

Bottom line:
<$30/mo → Otterly.
Around $30/mo and want more citation-focused reporting → test Citations.io too.
$80–100+/mo → Peec becomes much more compelling. www.aeolabs.ai

If you tell me what you sell + roughly how much organic traffic/revenue the store has, I can recommend the cheapest setup I'd use and the exact 15 prompts I'd track.

Behind this answer: 2 searches, 22 results retrieved, 3 tracked brands mentioned

Searches ChatGPT ran

AI citation tracking platform pricing Otterly Profound Peec AI small businessAI search visibility citation tracking pricing small business

Search results ChatGPT retrieved

#PageUsed in the answer
1 https://citationdesk.com/vs/?utm_source=chatgpt.com not cited
2 https://www.citationhawk.com/best-tools-to-monitor-ai-visibility?utm_source=chatgpt.com not cited
3 https://reachroller.com/blog/profound-vs-peec-vs-otterly?utm_source=chatgpt.com not cited
4 https://askedabout.com/compare/ai-visibility-tools?utm_source=chatgpt.com not cited
5 https://discoveredlabs.com/blog/profound-vs-peec-vs-otterly-which-ai-visibility-platform-should-you-buy?utm_source=chatgpt.com not cited
6 https://www.aeolabs.ai/blog/best-aeo-tools?utm_source=chatgpt.com not cited
7 https://loudmink.ai/blog/profound-vs-peec-vs-otterly?utm_source=chatgpt.com not cited
8 https://omidsaffari.com/blog/ai-visibility-tools-aeo-tracking?utm_source=chatgpt.com not cited
and 14 more results

Tracked brands mentioned

Profound Peec AI Otterly AI
Answer 5 of 22, 20th Aug 2026, gpt-5-6, mentions 3 tracked brands
chatgpt.com
best platform for tracking AI citation share for a small ecommerce store on a tight budget

For a small ecommerce store on a tight budget, I’d pick OtterlyAI.

My ranking
PlatformStarting priceBest forMy take
OtterlyAI$29/moCheapest serious AI visibility tracking🥇 Best budget pick
Peec AI~$95/moBetter multi-engine/share-of-voice analytics🥈 Best if you can spend more
Profound$99/moDeep enterprise analytics❌ Overkill for you

Why Otterly: its entry plan starts at $29/month and tracks AI visibility across ChatGPT, Google AI Overviews and Perplexity, with brand mentions, rankings, sentiment and links. It also offers a free trial. otterly.ai

The important distinction is that you want to track citations, not merely whether your brand is mentioned. For ecommerce, I'd monitor prompts such as:

  • “best [product category] for [use case]”
  • “[product category] brands recommended by experts”
  • “best alternatives to [competitor]”
  • “[product] for [specific customer type]”
  • “where to buy [product/category]”
  • “[competitor] vs [your product]”

Then track your citation share vs. competitors, which gives you a much more useful KPI than raw AI mentions.

When I'd choose Peec instead

If you can stretch to roughly $95/month, Peec AI is probably the better long-term choice. Its Starter plan includes 50 prompts, three models, daily tracking and one project. More importantly, it explicitly reports share of voice, visibility, position, sentiment, competitors, and the third-party sources AI cites. peec.ai

So my recommendation is:

<$50/mo → OtterlyAI
~$100/mo and serious about AEO → Peec AI
$400+/mo / enterprise → Profound

For a small store, I wouldn't spend $99–400/month on Profound just to answer “are AI engines citing me?” Its $99 Starter tier is ChatGPT-only, while broader coverage starts at $399/month. www.tryprofound.com

If you tell me your ecommerce category + monthly budget (e.g. $30, $50, $100), I can recommend the exact tool and a 10–20 prompt tracking set I'd use to measure your AI citation share.

Behind this answer: 4 searches, 30 results retrieved, 3 tracked brands mentioned

Searches ChatGPT ran

AI search citation tracking platform pricing Otterly Peec AI Profound 2026Otterly AI pricing citation trackingPeec AI pricing AI visibilityProfound AI visibility pricing

Search results ChatGPT retrieved

#PageUsed in the answer
1 https://peec.ai/product/ai-visibility?utm_source=chatgpt.com not cited
2 https://peec.ai/ai-instructions?utm_source=chatgpt.com not cited
3 https://peec.ai/for-agencies?utm_source=chatgpt.com not cited
4 https://peec.ai/?utm_source=chatgpt.com not cited
5 https://www.g2.com/products/profound/pricing?utm_source=chatgpt.com not cited
6 https://www.g2.com/products/otterlyai/pricing?utm_source=chatgpt.com not cited
7 https://www.g2.com/products/profound/reviews?utm_source=chatgpt.com not cited
8 https://loudmink.ai/blog/profound-vs-peec-vs-otterly?utm_source=chatgpt.com not cited
and 22 more results

Tracked brands mentioned

Profound Peec AI Otterly AI
Answer 6 of 22, 19th Aug 2026, gpt-5-6, mentions 1 tracked brand
chatgpt.com
best platform for tracking AI citation share for a small ecommerce store on a tight budget

For a small ecommerce store on a tight budget, I would avoid expensive enterprise GEO/AEO suites and focus on tools that answer one question:

“When shoppers ask AI for products like mine, how often am I cited or recommended versus competitors?”

My shortlist:

PlatformBest forBudget fitWhy
CiteWatchCheapest dedicated AI citation tracking★★★★★Tracks AI mentions, citations, share of voice, and competitor appearances; has a low-cost entry point. cite.watch
RankTailShopify stores★★★★★Built specifically for ecommerce; tracks prompts, citations, and AI-driven traffic attribution. www.ranktail.ai
SEORavSmall brands wanting prompt-level tracking★★★★☆Tracks buyer prompts across ChatGPT, Perplexity, Claude, and Gemini with citation history. www.seorav.com
GEOlyDTC brands wanting competitive benchmarking★★★☆☆More ecommerce-focused; includes citation sources, share of model, and competitor comparisons. www.geoly.ai
Peec AILarger brands / international★★☆☆☆More robust, but usually harder to justify for a small store. www.omnigroai.com
My picks by situation

If you have Shopify and <$50/month budget
→ Start with RankTail. It is closer to an ecommerce workflow because it ties AI visibility to products and prompts rather than just brand mentions. www.ranktail.ai

If you are platform-agnostic and only want citation share
→ Try CiteWatch. It is one of the simpler “measure where AI cites me” options. cite.watch

If you are doing SEO/GEO yourself and want actionable gaps
→ Try SEORav because it focuses on buyer questions and competitor citations. www.seorav.com

What I would track for an ecommerce store

Don’t obsess over a single “AI visibility score.” Track:

  1. Citation share
    • % of relevant AI answers citing your domain
  1. Product recommendation rate
    • How often AI recommends your products
  1. Competitor displacement
    • Prompts where competitors appear but you don’t
  1. Citation sources
    • Which sites AI trusts before recommending products
  1. High-intent prompts

Examples:

  • “best [product] for…”
  • “[product] alternatives”
  • “[brand category] comparison”
  • “where to buy [product type]”

For a small store, I’d spend $0–$50/month initially and put more effort into improving the pages AI is likely to cite (product descriptions, FAQs, comparison pages, reviews, structured data). The tracking tool is only useful if it tells you what to fix.

Behind this answer: 1 search, 7 results retrieved, 1 tracked brand mentioned

Searches ChatGPT ran

AI citation tracking platform ecommerce GEO monitoring

Search results ChatGPT retrieved

#PageUsed in the answer
1 https://ecommerceguide.com/ai-visibility-tools/?utm_source=chatgpt.com not cited
2 https://usehall.com/?utm_source=chatgpt.com not cited
3 https://citadex.io/?utm_source=chatgpt.com not cited
4 https://www.genxtrim.com/?utm_source=chatgpt.com not cited
5 https://rankscope.ai/platform?utm_source=chatgpt.com not cited
6 https://citovo.com/?utm_source=chatgpt.com not cited
7 https://shopmentions.com/?utm_source=chatgpt.com not cited

Tracked brands mentioned

Peec AI
Answer 7 of 22, 18th Aug 2026, gpt-5-6, mentions 3 tracked brands
chatgpt.com
best platform for tracking AI citation share for a small ecommerce store on a tight budget

For a small ecommerce store on a tight budget, I’d start with Otterly.ai.

My ranking
PlatformApprox. entry priceBest forMy take
Otterly.ai$29/moCheap AI citation/share tracking🥇 Best budget choice
Citations.io$29/moCitations + actionable recommendations🥈 Interesting alternative
AI VisibilityLow-cost plansEcommerce-oriented visibility metrics🥉 Worth testing
Peec AI~€/$90+More serious competitive analysisBetter once budget grows
Profound~$99+Deep enterprise-grade analysisOverkill for you

Current comparisons consistently put Otterly at the low end, with its entry tier around $29/month; it tracks ChatGPT, Google AI Overviews, Perplexity and Copilot, with additional engines available at higher/add-on levels. loudmink.ai

Why I'd pick Otterly for you: at this stage, you don't need a massive AEO/GEO platform. You need to answer four questions:

  1. Are AI engines recommending my store/products?
  2. What percentage of relevant answers mention/cite me?
  3. Which competitors are getting the citations instead?
  4. Which prompts/questions are we losing?

A 15-prompt starter plan can be surprisingly useful if you choose those prompts carefully. For ecommerce, I'd prioritize high-commercial-intent prompts, e.g.:

  • "best [product category] for [use case]"
  • "best [product category] under $X"
  • "[competitor] alternatives"
  • "[product type] brands recommended by experts"
  • "where to buy [product]"
  • "best [product] for [customer type]"
  • "[category] comparison"

Don't waste your limited tracked prompts on generic informational queries.

One alternative I'd seriously test

Citations.io is particularly interesting because it explicitly tracks citation share, competitor share-of-voice, the URLs AI engines cite, and provides an implementation pack. Its site currently advertises plans starting at $29/month and a $5 five-day trial. citations.io

So my decision would be:

<$50/month → Otterly or Citations.io
~$100/month → test Peec as well
$300–500+/month → start considering Profound/other deeper platforms

One important caveat: citation share isn't the same thing as revenue from AI. I'd pair whichever tracker you choose with GA4/Shopify referral monitoring so you can eventually determine whether increased AI visibility actually produces sales.

If you tell me your monthly budget (e.g. $30, $50, $100) and what you sell, I can narrow this to the best 1–2 options and tell you exactly how I'd allocate the tracked prompts.

Behind this answer: 2 searches, 22 results retrieved, 3 tracked brands mentioned

Searches ChatGPT ran

AI citation tracking platform pricing Otterly Profound Peec AI citations share pricingAI search visibility citation tracking pricing small business ecommerce

Search results ChatGPT retrieved

#PageUsed in the answer
1 https://www.xseek.io/blogs/articles/what-is-the-best-ai-visibility-platform-in-2026?utm_source=chatgpt.com not cited
2 https://www.xseek.io/blogs/articles/best-ai-visibility-tools-for-brand-tracking-in-2026?utm_source=chatgpt.com not cited
3 https://www.aeolabs.ai/blog/best-aeo-tools?utm_source=chatgpt.com not cited
4 https://prommer.net/en/tech/guides/which-llm-visibility-tool-i-bought/?utm_source=chatgpt.com not cited
5 https://discoveredlabs.com/blog/profound-vs-peec-vs-otterly-which-ai-visibility-platform-should-you-buy?utm_source=chatgpt.com not cited
6 https://www.ai-visibility-software.com/blog/best-ai-visibility-tools-for-ecommerce/?utm_source=chatgpt.com not cited
7 https://linkeddit.com/blog/best-ai-citation-tracking-tools?utm_source=chatgpt.com not cited
8 https://omidsaffari.com/blog/ai-visibility-tools-aeo-tracking?utm_source=chatgpt.com not cited
and 14 more results

Tracked brands mentioned

Profound Peec AI Otterly AI
Answer 8 of 22, 17th Aug 2026, gpt-5-6, mentions no tracked brands
chatgpt.com
best platform for tracking AI citation share for a small ecommerce store on a tight budget

For a small ecommerce store on a tight budget, I’d prioritize tools that measure:

  1. AI share of voice (how often your brand appears vs competitors)
  2. Citation sources (which sites/pages AI models rely on)
  3. Product-level visibility (not just brand mentions)
  4. Prompt tracking (the actual shopper questions you care about)

My shortlist:

PlatformApprox. costBest forMy take
CiteWatch~$29/moCheapest dedicated citation trackingBest budget starting point if you mainly want “are we being cited?” tracking. It tracks major AI assistants and reports AI-generated answer citations. cite.watch
AuthorityStack.ai~$29/moSmall ecommerce + SEO ownersStrong value because it combines AI citation tracking, competitor monitoring, and some SEO/content tools. authoritystack.ai
Neluris$49/moMore rigorous measurementGood if you care about actual share-of-voice methodology, prompt sampling, and competitor comparisons. www.neluris.com
RankScope$49/moStraightforward GEO monitoringA good middle ground: tracked prompts, competitors, and AI engine visibility. rankscope.ai
TopMention$49/mo reportShopify stores specificallyWorth considering if you run Shopify and want product/feed/schema diagnostics alongside tracking. www.topmention.aiwww.neluris.com
My recommendation by budget

Under $50/month

  • Start with CiteWatch or AuthorityStack.ai.
  • Track ~25–50 prompts such as:
    • “best [product category] for…”
    • “alternatives to [competitor]”
    • “where to buy [product type]”
    • “best [category] under $X”

Around $50–100/month

Avoid initially

A practical low-cost stack would be:

  • AI citation tracker: CiteWatch/AuthorityStack.ai
  • Analytics: Google Search Console + GA4
  • Manual monthly checks: 20–50 high-value shopping prompts in ChatGPT, Perplexity, and Gemini

For a small ecommerce brand, the biggest ROI usually comes from finding which competitor gets cited instead of you, then improving the specific pages, reviews, comparisons, and third-party mentions that influence those answers.

Behind this answer: 1 search, 6 results retrieved

Searches ChatGPT ran

AI citation tracking platform ecommerce GEO visibility pricing

Search results ChatGPT retrieved

#PageUsed in the answer
1 https://postrise.app/?utm_source=chatgpt.com not cited
2 https://aws.amazon.com/marketplace/pp/prodview-6vt3gyp6vvapq?utm_source=chatgpt.com not cited
3 https://www.brandumentals.com/?utm_source=chatgpt.com not cited
4 https://getcitable.com/pricing?utm_source=chatgpt.com not cited
5 https://www.usevisibility.com/?utm_source=chatgpt.com not cited
6 https://www.texta.ai/pricing?utm_source=chatgpt.com not cited

Week of 10th to 16th Aug 2026

Answer 9 of 22, 16th Aug 2026, gpt-5-6, mentions 3 tracked brands
chatgpt.com
best platform for tracking AI citation share for a small ecommerce store on a tight budget

For a small ecommerce store on a tight budget, I’d start with Otterly.ai.

My ranking
PlatformStarting price*Best forMy take
Otterly.ai~$29/moBudget-conscious stores🥇 Best value
Peec AI~$89–95/moMore serious GEO analytics🥈 Better once you scale
Profound~$400+/moEnterprise brands❌ Overkill
Frase~$15/moSEO + basic AI visibilityWorth considering if you already need SEO

\*Pricing can change; these are 2026 published/reported prices. Current comparisons consistently put Otterly at the low end and Peec materially higher. loudmink.ai

Why I'd pick Otterly

For ecommerce, you don't need a huge dashboard. You primarily want to answer:

  • Are AI engines mentioning my products/brand?
  • Which competitors are getting cited instead?
  • What websites are AI engines citing?
  • Which buyer questions am I winning/losing?
  • Is my citation/share-of-voice improving after I change my content?

Otterly's entry plan is designed around this kind of monitoring and tracks major AI surfaces including ChatGPT, Perplexity, Gemini and Google AI-related results. Its ~$29 starting price makes it considerably easier to justify for a small store. loudmink.aiwww.conbersa.ai

The important caveat

Don't obsess over the number of AI mentions. For an ecommerce business, I'd track citation share for commercial queries.

For example, if you sell running shoes, I'd build a small set of ~15–30 prompts such as:

  • "best running shoes for flat feet"
  • "best running shoes under $150"
  • "best [your product category] for beginners"
  • "best alternative to [competitor]"
  • "[product type] brands with free shipping"
  • "where to buy [product type] online"

Then measure:

Your citation share → competitors' citation share → which sources AI cites.

The last metric is particularly valuable because it tells you where to earn citations—e.g. Reddit, publications, comparison sites, retailers, expert reviews, etc. generative.qa

What I'd do with a really tight budget

$0–30/month: Use Otterly's cheapest plan and keep the prompt set very focused.

$30–100/month: Still use Otterly unless you specifically need Peec's deeper analytics/reporting. Peec is generally positioned as the step up for teams that need more sophisticated prompt-level and competitive analysis. loudmink.aiwww.conbersa.ai

$100+/month: I'd only upgrade after you've demonstrated that AI search is actually generating meaningful visibility/opportunity for your store.

And I wouldn't buy Profound at this stage. Its depth is much more appropriate for larger brands with substantial AI-search programs. loudmink.ai

Bottom line: Otterly is the one I'd buy first. Spend the difference on actually improving the pages and third-party sources that AI engines can cite; tracking alone won't increase citation share. discoveredlabs.com

If you tell me what you sell + your monthly budget (e.g. <$30, $50, $100), I can narrow this down to the best tool and the exact 20–30 prompts I'd track for your store.

Behind this answer: 2 searches, 14 results retrieved, 3 tracked brands mentioned

Searches ChatGPT ran

AI citation tracking platform pricing Otterly Peec AI Profound small business 2026AI search visibility tracking pricing Otterly Peec small business

Search results ChatGPT retrieved

#PageUsed in the answer
1 https://www.xseek.io/blogs/articles/best-ai-visibility-tools-for-brand-tracking-in-2026?utm_source=chatgpt.com not cited
2 https://www.anagram.ai/blog/anagram-vs-peec-ai-vs-otterly-geo-tools-under-100-month?utm_source=chatgpt.com not cited
3 https://toolchase.com/blog/best-ai-search-visibility-tools-2026/?utm_source=chatgpt.com not cited
4 https://www.aeolabs.ai/blog/best-aeo-tools?utm_source=chatgpt.com not cited
5 https://www.stork.ai/blog/profound-vs-otterly-vs-peec?utm_source=chatgpt.com not cited
6 https://omidsaffari.com/blog/ai-visibility-tools-aeo-tracking?utm_source=chatgpt.com not cited
7 https://ayzeo.com/comparisons/peec-ai-vs-otterly?utm_source=chatgpt.com not cited
8 https://www.citeme.io/ressources/otterly-ai-vs-peec-ai-which-tool-tracks-ai-mentions-better-in-2026?utm_source=chatgpt.com not cited
and 6 more results

Tracked brands mentioned

Profound Peec AI Otterly AI
Answer 10 of 22, 15th Aug 2026, gpt-5-6, mentions 3 tracked brands
chatgpt.com
best platform for tracking AI citation share for a small ecommerce store on a tight budget

For a small ecommerce store on a tight budget, I’d start with OtterlyAI.

My pick: OtterlyAI

It’s unusually well aligned with what you’re asking for: tracking AI citation/share-of-voice, rather than just generic SEO rankings.

  • Low entry price: Otterly currently advertises plans starting at $29/month, with a free tier/trial available. otterly.ai
  • Tracks the important AI surfaces: ChatGPT, Google AI Overviews, Perplexity, and Microsoft Copilot, with AI Mode, Gemini and Claude available as add-ons. help.otterly.ai
  • Citation tracking: it identifies the URLs AI systems cite and lets you analyze your citation landscape. otterly.ai
  • Share/coverage metrics: you can see how often your brand appears for tracked prompts and compare against competitors. help.otterly.ai
  • Daily monitoring, which is useful because AI answers can change considerably over time. help.otterly.ai

For a small store, I'd avoid paying for a large 100–300+ prompt plan initially. Build a tight set of perhaps 15–30 high-intent buyer questions such as:

"best [product category] for [use case]"
"[product category] brands worth considering"
"best alternative to [competitor]"
"where to buy [product type]"
"[product type] for [specific customer/problem]"

Then track your brand + 5–10 competitors across those prompts. That's enough to establish whether you're actually gaining AI visibility.

What about Peec AI?

Peec AI is probably the stronger choice if you have $95+/month available. Its current Starter plan includes 50 prompts, three models, one project and daily tracking. It has particularly good visibility/position/sentiment analytics and citation-source analysis. peec.ai

But for a tight budget, I don't think you need to spend that much initially.

My ranking for your situation:

ToolBest forBudget fit
OtterlyAISmall ecommerce / getting started⭐⭐⭐⭐⭐
Peec AIMore serious AI-search analytics⭐⭐⭐
ProfoundLarger organizations / enterprise GEO

One important caveat: don't obsess over a single "AI citation share" number. For ecommerce, I'd prioritize (1) whether you're mentioned, (2) whether your domain/product pages are cited, (3) which competitors are cited instead, and (4) which questions trigger citations. Those are much more actionable than a vanity visibility score.

If you tell me roughly your monthly budget ($0, $30, $50, $100) and what you sell, I can recommend the cheapest setup and exactly what I'd track.

Behind this answer: 4 searches, 30 results retrieved, 3 tracked brands mentioned

Searches ChatGPT ran

AI citation tracking tools ecommerce small business pricing Otterly Profound Peec AI 2026Otterly AI pricing AI search visibility trackingPeec AI pricing AI search analyticsProfound pricing AI visibility platform

Search results ChatGPT retrieved

#PageUsed in the answer
1 https://help.otterly.ai/enterprise-pricing-options?utm_source=chatgpt.com not cited
2 https://help.otterly.ai/how-can-i-purchase-extra-engines?utm_source=chatgpt.com not cited
3 https://help.otterly.ai/buy-a-plan?utm_source=chatgpt.com not cited
4 https://help.otterly.ai/which-ai-searches-does-otterlyai-support?utm_source=chatgpt.com not cited
5 https://help.otterly.ai/amount-prompts-limit?utm_source=chatgpt.com not cited
6 https://help.otterly.ai/do-you-provide-an-api-for-otterlyai?utm_source=chatgpt.com not cited
7 https://help.otterly.ai/how-otterlyai-collects-data?utm_source=chatgpt.com not cited
8 https://peec.ai/blog/pricing-update?utm_source=chatgpt.com not cited
and 22 more results

Tracked brands mentioned

Profound Peec AI Otterly AI
Answer 11 of 22, 14th Aug 2026, gpt-5-6, mentions 5 tracked brands
chatgpt.com
best platform for tracking AI citation share for a small ecommerce store on a tight budget

For a small ecommerce store on a tight budget, I’d start with Otterly.ai.

My shortlist
PlatformApprox. entry priceBest forMy take
Otterly$29/moSmall stores / solo marketers🥇 Best budget choice
Peec AI~$89–95/moMore serious multi-engine trackingBest upgrade
CitationDeskFree; ~€49/mo paidTesting the watersBest ultra-low-cost option
Profound~$399+/moLarger brandsOverkill for you

Otterly's entry plan is reported at $29/month and tracks AI visibility across ChatGPT, Perplexity, Google AI Overviews and Microsoft Copilot, with additional engines available on higher tiers/add-ons. omidsaffari.com

Why I'd pick it: you don't need a giant dashboard yet. For ecommerce, I'd rather track 20–50 high-intent buyer prompts consistently than pay $250–500/month to monitor hundreds of questions you won't act on.

For example, track prompts like:

  • “best [product category] for [use case]”
  • “[product category] brands”
  • “best alternatives to [competitor]”
  • “[competitor] vs [your brand]”
  • “where to buy [product type]”
  • “best [product] under $X”

Then monitor three numbers:

  1. AI citation share — how often you're cited vs. competitors.
  2. Mention/visibility rate — how often you appear at all.
  3. Citation sources — which sites AI engines are using instead of your store.
The really cheap route

If $29/month is still too much, I'd first use a free AI-visibility audit such as CitationDesk, then manually check a small set of prompts every month. Its current free offering includes a citation-readiness score, while its paid tracking is positioned around €49/month. citationdesk.com

I'd skip Profound, Scrunch, AthenaHQ, etc. for now. Their extra analytics and optimization capabilities make more sense once AI search is generating meaningful revenue for you; current comparisons put several of these at roughly $250–$500+/month. www.stork.ai

Bottom line:
<$50/mo → Otterly.
$0 → free audit + manual prompt tracking.
~$100/mo+ → consider Peec when you need more sophisticated competitive/share-of-voice analysis.

If you tell me your monthly budget, ecommerce platform (Shopify/WooCommerce/etc.), product category, and top 2–3 competitors, I can narrow this down to the cheapest setup I'd actually use for your store.

Behind this answer: 4 searches, 30 results retrieved, 5 tracked brands mentioned

Searches ChatGPT ran

best AI citation tracking platform small business ecommerce AI visibility citation share pricing Otterly Profound Peec 2026site:otterly.ai pricing AI search tracking citationssite:peec.ai pricing AI visibility trackingsite:profund.ai pricing AI search visibility

Search results ChatGPT retrieved

#PageUsed in the answer
1 https://www.xseek.io/blogs/articles/what-is-the-best-ai-visibility-platform-in-2026?utm_source=chatgpt.com not cited
2 https://verityscore.io/en/blog/best-ai-visibility-tools-shopify-2026/?utm_source=chatgpt.com not cited
3 https://www.aeolabs.ai/blog/best-aeo-tools?utm_source=chatgpt.com not cited
4 https://baarely.com/blog/best-ai-brand-visibility-tools-2026?utm_source=chatgpt.com not cited
5 https://evolveamz.com/best-ai-visibility-tracking-tools-ecommerce/?utm_source=chatgpt.com not cited
6 https://www.elmohq.com/blog/best-aeo-tools?utm_source=chatgpt.com not cited
7 https://discoveredlabs.com/blog/profound-vs-peec-vs-otterly-which-ai-visibility-platform-should-you-buy?utm_source=chatgpt.com not cited
8 https://acromatico.com/ai-visibility-tool-pricing-compared?utm_source=chatgpt.com not cited
and 22 more results

Tracked brands mentioned

Profound Athena HQ Peec AI Otterly AI Scrunch AI
Answer 12 of 22, 13th Aug 2026, gpt-5-6, mentions 4 tracked brands
chatgpt.com
best platform for tracking AI citation share for a small ecommerce store on a tight budget

For a small ecommerce store on a tight budget, I’d start with OtterlyAI.

My ranking
PlatformBudget fitBest forMy take
OtterlyAI⭐⭐⭐⭐⭐Small businessesBest overall value
Peec AI⭐⭐⭐More serious trackingBetter dashboards, but pricier
Mentions⭐⭐⭐Simple multi-engine monitoringWorth considering
ScrunchLarger/technical teamsOverkill for you
ProfoundEnterpriseDefinitely overkill

Why Otterly: its entry plan currently tracks 15 prompts across Google AI Overviews, ChatGPT, Perplexity and Microsoft Copilot, with daily tracking, a Visibility Index, domain ranking and link-citation analysis. It also offers a free tier/trial. help.otterly.ai

For ecommerce, I'd actually prioritize citation/source tracking over a fancy aggregate "AI share of voice" score. You want to know:

  • Which product/category queries mention your store?
  • Which competitors are being recommended instead?
  • Which websites are AI engines citing instead of you?
  • Which of your pages are getting cited?
  • Are you gaining citations month over month?

Peec is the runner-up: its current Starter offering gives 50 prompts, 3 models, daily tracking and one project, so it's more generous on prompt volume, but it's positioned at a higher price point than the leanest Otterly option. peec.ai

What I'd do with your budget

If you're spending <$50/month:

1. Start with Otterly's free/trial option.
2. Track only 15–20 high-value buyer prompts rather than hundreds of generic keywords.
**3. Run them across ChatGPT, Google AI Overviews and Perplexity.
4. Record your citation share and the cited domains.
5. Don't upgrade until you're actually seeing meaningful AI visibility to monitor.

One important caveat: AI "share of voice" numbers aren't perfectly precise. The prompt set and model responses can change, so trends over time are more useful than obsessing over a single 17% vs. 19% figure. www.reddit.com

If you tell me your ecommerce category + approximate monthly budget ($0, $30, $50, $100), I can narrow this down to the best tool and give you the exact 15–20 prompts I'd track.

Behind this answer: 4 searches, 30 results retrieved, 4 tracked brands mentioned

Searches ChatGPT ran

AI search visibility tracking citations share platform pricing Otterly Peec Profound Scrunch 2026Otterly AI pricing citation trackingPeec AI pricing citation trackingScrunch AI pricing citation tracking

Search results ChatGPT retrieved

#PageUsed in the answer
1 https://help.otterly.ai/buy-a-plan?utm_source=chatgpt.com not cited
2 https://help.otterly.ai/enterprise-pricing-options?utm_source=chatgpt.com not cited
3 https://help.otterly.ai/how-can-i-purchase-extra-engines?utm_source=chatgpt.com not cited
4 https://help.otterly.ai/which-ai-searches-does-otterlyai-support?utm_source=chatgpt.com not cited
5 https://help.otterly.ai/do-you-provide-an-api-for-otterlyai?utm_source=chatgpt.com not cited
6 https://help.otterly.ai/amount-prompts-limit?utm_source=chatgpt.com not cited
7 https://help.otterly.ai/can-i-export-my-data-and-reports?utm_source=chatgpt.com not cited
8 https://help.otterly.ai/set-up-a-brand-report?utm_source=chatgpt.com not cited
and 22 more results

Tracked brands mentioned

Profound Peec AI Otterly AI Scrunch AI
Answer 13 of 22, 12th Aug 2026, gpt-5-6, mentions 4 tracked brands
chatgpt.com
best platform for tracking AI citation share for a small ecommerce store on a tight budget

For a small ecommerce store on a tight budget, I’d start with Otterly AI.

My ranking
PlatformApprox. starting priceBest forMy take
Otterly AI$29/moSmall businesses🥇 Best budget choice
Peec AI~$89–95/moDeeper analytics / agenciesBest upgrade
Mentions~$49/moMulti-engine trackingGood middle ground
Semrush AI Visibility~$99/moExisting Semrush usersWorth it if you already use Semrush
Profound~$399+/moEnterpriseOverkill for you

Current 2026 comparisons consistently put Otterly at the low end, with Peec offering substantially deeper analytics at a higher price. evolveamz.com

Why I'd pick Otterly

For an ecommerce store, you primarily want to answer:

  • Are AI engines mentioning my brand?
  • Are they citing my product/category pages?
  • Which competitors are getting cited instead?
  • Which buyer questions are we invisible for?
  • Is our citation/share-of-voice improving month over month?

You don't need an enterprise platform to answer those questions. Otterly is specifically positioned as the inexpensive entry point and covers major AI surfaces including ChatGPT, Perplexity and Google AI features. www.aeolabs.ai

Otterly AI

One important caveat

Don't obsess over the exact "citation share" percentage. AI answers are stochastic: the same query can produce different answers and citations at different times. Recent research specifically finds substantial variability in measured citation visibility. arxiv.org

For a small store, I'd track 25–50 high-intent prompts rather than hundreds. For example:

"best [product category] for [use case]"
"[product category] alternatives"
"best [product] brands"
"where to buy [product]"
"[competitor] vs [your brand]"

Then measure your brand mention rate + citation rate + competitor share every week/month.

If your budget is <$50/month: Otterly.
If you can spend ~$100/month and want substantially richer analysis: Peec.
I wouldn't spend $400+ on Profound for a small ecommerce operation.

One other consideration: if you already pay for Semrush, its AI visibility functionality may make buying a separate tracker unnecessary. www.techradar.com

Behind this answer: 4 searches, 30 results retrieved, 4 tracked brands mentioned

Searches ChatGPT ran

AI search visibility citation share tracking platform ecommerce Otterly Peec AI Profound pricing 2026site:otterly.ai pricing AI search trackingsite:peec.ai pricing AI search visibilitysite:profound.ai pricing AI search visibility

Search results ChatGPT retrieved

#PageUsed in the answer
1 https://discoveredlabs.com/blog/profound-vs-peec-vs-otterly-which-ai-visibility-platform-should-you-buy?utm_source=chatgpt.com not cited
2 https://www.stork.ai/blog/profound-vs-otterly-vs-peec?utm_source=chatgpt.com not cited
3 https://www.stork.ai/blog/fr/profound-vs-otterly-vs-peec?utm_source=chatgpt.com not cited
4 https://www.bushnote.com/articles/profound-peecai-otterly-wellows-ai-visibility-platforms?utm_source=chatgpt.com not cited
5 https://mentionsapi.com/blog/best-ai-visibility-tools?utm_source=chatgpt.com not cited
6 https://omidsaffari.com/blog/ai-visibility-tools-aeo-tracking?utm_source=chatgpt.com not cited
7 https://toolchase.com/blog/best-ai-search-visibility-tools-2026/?utm_source=chatgpt.com not cited
8 https://aeoguide.io/peec-ai-vs-otterly-ai-vs-profound/?utm_source=chatgpt.com not cited
and 22 more results

Tracked brands mentioned

Profound Semrush Peec AI Otterly AI
Answer 14 of 22, 11th Aug 2026, gpt-5-6, mentions 4 tracked brands
chatgpt.com
best platform for tracking AI citation share for a small ecommerce store on a tight budget

For a small ecommerce store on a tight budget, I’d start with Otterly.ai.

My ranking
PlatformApprox. starting priceBest forMy take
Otterly.ai$29/moSmall businesses🥇 Best budget choice
Peec AI~$95/moMore serious GEO researchGreat, but probably overkill
Ahrefs Brand Radar$50/mo for custom prompts, with broader plans/add-onsExisting Ahrefs usersExcellent data, but costs climb quickly
Profound~$400+/moEnterprise❌ Not worth it for you

Current comparisons put Otterly at about $29/month, while Peec starts around $95/month. ayzeo.com

Why Otterly: you mainly need to answer three questions:

  1. Are AI engines mentioning my store?
  2. Are they citing my website/products?
  3. What's my share of visibility versus competitors?

You don't need an enterprise platform to answer those. Community comparisons also consistently describe Otterly as the leaner option for founders/small teams, whereas Peec is aimed more at teams wanting deeper analytics. ayzeo.comwww.reddit.com

One important caveat

Don't optimize for brand mentions alone. For ecommerce, I'd track a small set of commercial prompts, such as:

  • "best [product category] for [use case]"
  • "best [product category] under $X"
  • "[product category] alternatives"
  • "[competitor] alternatives"
  • "where to buy [product type]"
  • "[product type] for [specific customer/problem]"

Then measure citation share—how often your domain is actually used as a source—not merely whether your brand name appears.

If you're already an Ahrefs customer, I'd seriously consider Brand Radar instead. It explicitly reports mentions, citations, impressions, and AI share of voice, and can benchmark you against competitors. help.ahrefs.com

Bottom line:
<$50/mo → Otterly.
Already paying for Ahrefs → investigate Brand Radar first.
$100+/mo and doing serious GEO → Peec.
Don't buy Profound for a small ecommerce store.

If you tell me roughly what you sell + your monthly budget ($0/$30/$50/$100), I can recommend the exact setup and the 20–30 prompts I'd track.

Behind this answer: 4 searches, 30 results retrieved, 4 tracked brands mentioned

Searches ChatGPT ran

AI citation tracking platform pricing Otterly Profound Peec AI citation share ecommercesite:ahrefs.com AI Brand Radar pricing citationssite:otterly.ai pricing AI search trackingsite:peec.ai pricing AI search visibility

Search results ChatGPT retrieved

#PageUsed in the answer
1 https://help.ahrefs.com/en/articles/11064852-what-is-brand-radar-and-how-to-use-it?utm_source=chatgpt.com not cited
2 https://ahrefs.com/blog/ahrefs-pricing/?utm_source=chatgpt.com not cited
3 https://ahrefs.com/brand-radar?utm_source=chatgpt.com not cited
4 https://ahrefs.com/blog/?p=199908&utm_source=chatgpt.com not cited
5 https://ahrefs.com/blog/?p=197438&utm_source=chatgpt.com not cited
6 https://ahrefs.com/blog/brand-radar/?utm_source=chatgpt.com not cited
7 https://help.ahrefs.com/en/articles/13192745-how-to-set-up-custom-prompts-to-track-brand-visibility-in-ai-assistants?utm_source=chatgpt.com not cited
8 https://ahrefs.com/faq?utm_source=chatgpt.com not cited
and 22 more results

Tracked brands mentioned

Profound Ahrefs Peec AI Otterly AI
Answer 15 of 22, 10th Aug 2026, gpt-5-6, mentions 4 tracked brands
chatgpt.com
best platform for tracking AI citation share for a small ecommerce store on a tight budget

If you’re a small ecommerce store on a tight budget, I’d start with urlOtterly.AIturn0search7.

My ranking
PlatformStarting price*Best forMy take
Otterly.AI$29/moSmall brands tracking AI visibility🥇 Best budget choice
Ayzeo~$39/moEcommerce + optimization🥈 Interesting alternative
Peec AI~$95/moDeeper GEO/citation analyticsGreat, but probably overkill
Ahrefs Brand RadarMuch moreExisting Ahrefs usersToo expensive if AI tracking is the main goal
ProfoundEnterpriseLarge marketing teams❌ Not appropriate for a small store

\*Prices can change; these are the current figures I found in 2026. Otterly's own site confirms a free trial and pricing starting at $29/month. otterly.ai

Why I'd pick Otterly

For a small ecommerce business, you mainly want to answer:

  • Are ChatGPT, Perplexity and Google AI mentioning us?
  • Which products/categories are getting cited?
  • Which competitors are getting cited instead?
  • Which websites are AI engines using as sources?
  • Is our citation/share-of-voice improving month over month?

Otterly specifically tracks brand mentions and citations across ChatGPT, Perplexity, Google AI Overviews and AI Mode, and lets you build a library of prompts representing customer searches. otterly.ai

At $29/month, that's considerably easier to justify than Peec's roughly $95 starting point. Recent comparisons also identify Otterly as the budget-oriented option while positioning Peec as the deeper analytics choice. thatmarketingbuddy.com

One important caveat: don't obsess over a single "AI citation share" percentage. AI answers are nondeterministic, so citation results can vary substantially between runs. Treat the metric as a directional trend, ideally based on repeated measurements rather than one snapshot. arxiv.org

What I'd do with a $30–50/month budget

I'd put $29/month into Otterly and create ~30–50 high-intent prompts such as:

  • "best [product category] for [use case]"
  • "best [product] brands"
  • "[problem] solutions"
  • "where can I buy [product]"
  • "alternatives to [competitor]"
  • "[competitor] vs [your brand]"

Then track your store + 3–5 competitors and review the cited sources monthly.

If you tell me what you sell + your monthly budget (e.g. $20, $50, $100), I can recommend the best platform and give you the exact prompt set I'd use for your store.

Behind this answer: 2 searches, 23 results retrieved, 4 tracked brands mentioned

Searches ChatGPT ran

AI citation tracking platforms pricing Otterly Peec AI Profound Ahrefs 2026AI search visibility citation tracking pricing Otterly Peec.ai small business

Search results ChatGPT retrieved

#PageUsed in the answer
1 https://ayzeo.com/comparisons/peec-ai-vs-otterly?utm_source=chatgpt.com not cited
2 https://ayzeo.com/blog/ai-search-visibility-tools-small-businesses?utm_source=chatgpt.com not cited
3 https://ayzeo.com/blog/ai-chatbot-citation-tracking-platforms?utm_source=chatgpt.com not cited
4 https://toolchase.com/blog/best-ai-search-visibility-tools-2026/?utm_source=chatgpt.com not cited
5 https://www.xseek.io/blogs/articles/what-is-the-best-ai-visibility-platform-in-2026?utm_source=chatgpt.com not cited
6 https://www.tryhikoo.com/en/blog/comparisons/otterly.ai-vs-peec-ai/?utm_source=chatgpt.com not cited
7 https://www.conbersa.ai/learn/peec-ai-vs-otterly?utm_source=chatgpt.com not cited
8 https://www.anagram.ai/blog/anagram-vs-peec-ai-vs-otterly-geo-tools-under-100-month?utm_source=chatgpt.com not cited
and 15 more results

Tracked brands mentioned

Profound Ahrefs Peec AI Otterly AI

Week of 3rd to 9th Aug 2026

Answer 16 of 22, 9th Aug 2026, gpt-5-6, mentions 4 tracked brands
chatgpt.com
best platform for tracking AI citation share for a small ecommerce store on a tight budget

For a small ecommerce store on a tight budget, I’d pick Otterly AI.

My ranking
PlatformBudget fitCitation trackingBest for
Otterly AI⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐Small stores starting AI visibility tracking
LLMrefs⭐⭐⭐⭐⭐⭐⭐⭐Lots of prompts for relatively little money
Ahrefs Brand Radar⭐⭐⭐⭐⭐⭐⭐Stores already paying for Ahrefs
Peec AI⭐⭐⭐⭐⭐⭐⭐⭐More serious AI-search analytics
Profound⭐⭐⭐⭐⭐Larger companies

Why Otterly: its Lite plan is currently $29/month for 15 search prompts, with daily tracking across ChatGPT, Google AI Overviews, Perplexity and Microsoft Copilot. It also specifically provides link-citation analysis, so you can see which URLs are being cited—not merely whether your brand is mentioned. help.otterly.ai

That distinction matters for ecommerce. You ideally want to answer:

“When someone asks AI for the best products in my category, does it cite my product/category pages, and how often compared with competitors?”

One caveat

Don't obsess over a single "AI citation share" number. AI answers are nondeterministic, and citation rankings can vary substantially between repeated runs. arxiv.org

For a small store, I'd track perhaps 10–15 high-value commercial prompts, such as:

  • “best [product category] for [use case]”
  • “[product category] alternatives”
  • “best [product type] under $X”
  • “[competitor] alternatives”
  • “where to buy [product]”
  • “best [product category] for [customer segment]”

Then monitor your citation rate + competitor citation rate + which pages get cited.

What I'd actually spend

$0 initially: manually test 10–15 prompts in ChatGPT, Perplexity and Google AI Overviews once a month and record the citations in a spreadsheet.

$29/month: move to Otterly once you have enough prompts that manual tracking becomes annoying. That's probably the sweet spot for a small ecommerce business.

I wouldn't buy Ahrefs solely for AI citation tracking. Its current Lite plan is substantially more expensive, and Brand Radar is an additional capability rather than the core reason to buy Ahrefs. ahrefs.com

If you tell me your monthly budget (e.g. $0, $30, $50, $100) and roughly how many products/categories you sell, I can narrow this down to the best 2–3 options for your store.

Behind this answer: 3 searches, 30 results retrieved, 4 tracked brands mentioned

Searches ChatGPT ran

AI citation tracking platform pricing Otterly Ahrefs Brand Radar Peec AI citations pricing 2026Otterly AI pricing citation trackingPeec AI pricing AI visibility citation tracking

Search results ChatGPT retrieved

#PageUsed in the answer
1 https://www.g2.com/products/otterlyai/pricing?utm_source=chatgpt.com not cited
2 https://www.g2.com/products/peec-ai/reviews?utm_source=chatgpt.com not cited
3 https://citedaily.com/reviews/otterly-ai?utm_source=chatgpt.com not cited
4 https://citedaily.com/reviews/peec-ai?utm_source=chatgpt.com not cited
5 https://www.fokal.com/tools/otterly-ai-review/?utm_source=chatgpt.com not cited
6 https://ahrefs.com/pricing?utm_source=chatgpt.com not cited
7 https://help.ahrefs.com/en/articles/11064852-what-is-brand-radar-and-how-to-use-it?utm_source=chatgpt.com not cited
8 https://ahrefs.com/blog/ahrefs-pricing/?utm_source=chatgpt.com not cited
and 22 more results

Tracked brands mentioned

Profound Ahrefs Peec AI Otterly AI
Answer 17 of 22, 8th Aug 2026, gpt-5-6, mentions 2 tracked brands
chatgpt.com
best platform for tracking AI citation share for a small ecommerce store on a tight budget

For a small ecommerce store on a tight budget, I’d avoid the enterprise AI visibility platforms first. The best value is usually a lightweight tracker that helps you answer:

  1. Are ChatGPT/Perplexity/Gemini mentioning my brand?
  2. Which product/category prompts am I winning or losing?
  3. Which competitors are getting cited instead?
  4. Which pages or sources are influencing AI answers?

Here are the options I’d shortlist:

PlatformBest forBudget fitNotes
Citations.ioSimple AI citation/share tracking⭐⭐⭐⭐⭐One of the more budget-oriented options; focuses on AI visibility, cited sources, competitors, and prompts. Pricing is positioned from around $29/mo. citations.io
OtterlyAISmall brands wanting basic monitoring⭐⭐⭐⭐Often considered a starter-tier AI visibility tool; good if you mainly need prompt tracking rather than enterprise analytics. evolveamz.com
Peec AIMore serious tracking without enterprise pricing⭐⭐⭐Tracks AI search visibility across major engines; generally aimed at teams willing to spend more than DIY. evolveamz.com
DIY (Google Sheets + manual checks)Very early-stage stores⭐⭐⭐⭐⭐Cheapest option: track 25–50 buyer questions weekly and record mentions/citations manually. This approach is still recommended for many small businesses before buying expensive dashboards. www.techradar.comecommerceguide.com
My recommendation by budget

Under $50/month

  • Start with a spreadsheet + weekly AI checks.
  • Add a low-cost tracker like Citations.io if you need automation. citations.io

$50–150/month

  • Look at OtterlyAI or similar starter AI visibility tools. evolveamz.com

$200+/month

What I’d track for an ecommerce store

Don’t just track your brand name. Create prompts like:

  • “best [product category] for [use case]”
  • “[product type] alternatives to [major competitor]”
  • “where to buy [product]”
  • “best affordable [category]”
  • “top-rated [category] brands”

Then measure:

  • AI citation share = % of answers where your site/product is cited
  • Mention share = % where your brand appears
  • Competitor gap = who appears when you don’t
  • Citation sources = blogs, reviews, marketplaces, directories influencing AI

For a small ecommerce store, I’d spend more effort creating quotable content (guides, comparisons, FAQs, reviews, product proof) than paying for a $500+/month dashboard. www.techradar.comecommerceguide.com

If you tell me your monthly budget (e.g., $0, $30, $100) and whether you’re on Shopify, WooCommerce, Amazon, or another platform, I can narrow it to the best fit.

Behind this answer: 1 search, 9 results retrieved, 2 tracked brands mentioned

Searches ChatGPT ran

best AI citation tracking platform ecommerce small business budget

Search results ChatGPT retrieved

#PageUsed in the answer
1 https://www.airanklab.com/blog/aeo-tracking-software-reviewed?utm_source=chatgpt.com not cited
2 https://aimentiontrackingtools.com/?utm_source=chatgpt.com not cited
3 https://www.brandumentals.com/?utm_source=chatgpt.com not cited
4 https://citationdesk.com/guides/best-ai-visibility-tools/?utm_source=chatgpt.com not cited
5 https://www.citare.ai/?utm_source=chatgpt.com not cited
6 https://www.omnigroai.com/blog/best-ai-brand-monitoring-tools-ecommerce-2026/?utm_source=chatgpt.com not cited
7 https://tryrankwise.com/en?utm_source=chatgpt.com not cited
8 https://ayzeo.com/blog/ai-chatbot-citation-tracking-platforms?utm_source=chatgpt.com not cited
and 1 more results

Tracked brands mentioned

Athena HQ Peec AI
Answer 18 of 22, 7th Aug 2026, gpt-5-5, mentions 4 tracked brands
chatgpt.com
best platform for tracking AI citation share for a small ecommerce store on a tight budget

If you're a small ecommerce store with a limited budget, I'd prioritize value over feature depth. Many enterprise AI visibility tools are excellent, but they're difficult to justify unless you're already investing heavily in SEO and content.

Here's how I'd rank the options:

PlatformStarting costBest forRecommendation
Otterly AI~$30/monthSmall businesses⭐ Best overall budget choice
Peec AI~$95/monthGrowing brands⭐ Best if AI search is becoming a major channel
Semrush AI Visibility~$99/month (if you already use Semrush)Existing Semrush usersWorth it if you're already paying for Semrush
ProfoundSeveral hundred dollars/month+Enterprise brandsProbably overkill for a small store

These pricing tiers and positioning are consistent across recent industry comparisons. www.aeolabs.ai

My recommendation by monthly budget

Under $50/month

  • Otterly AI
  • Tracks visibility across major AI search engines
  • Monitors citations and brand mentions
  • Easy to set up
  • Enough for most Shopify and WooCommerce stores

$75–150/month

  • Peec AI
  • Better competitive analysis
  • Citation share and share-of-voice reporting
  • More useful if you're actively publishing buying guides, blog posts, or comparison pages

Already paying for Semrush
Don't buy another platform immediately. Semrush's AI visibility features are becoming increasingly capable, so you may get enough value from a single subscription. www.aeolabs.aiwww.techradar.com

Don't overlook the free data

Before paying for any AI visibility platform, use the free signals that are now available:

  • Google Search Console to monitor AI-related search performance.
  • Bing Webmaster Tools AI Performance (recently introduced) for Microsoft AI experiences, including citation share and grounding queries. www.techradar.com

These won't replace dedicated monitoring, but they provide useful baseline data at no cost.

A cost-effective stack (~$30/month)

For many small ecommerce businesses, I'd use:

  • Otterly AI for AI citation tracking
  • Google Search Console for organic traffic
  • Bing Webmaster Tools AI Performance for Microsoft's AI ecosystem
  • A spreadsheet or Looker Studio dashboard to track changes over time

That combination covers most of what a small team needs without spending hundreds of dollars each month.

If your store gets under 100,000 monthly visits, I'd be hesitant to spend more than about $100/month on AI visibility software. The additional features in enterprise tools like Profound are valuable, but they're usually better suited to larger content teams and brands managing dozens or hundreds of tracked topics.

Behind this answer: 1 search, 11 results retrieved, 4 tracked brands mentioned

Searches ChatGPT ran

AI citation share tracking platforms ecommerce AI search visibility Profound Peec AI monitor budget 2026

Search results ChatGPT retrieved

#PageUsed in the answer
1 https://evolveamz.com/best-ai-visibility-tracking-tools-ecommerce/?utm_source=chatgpt.com not cited
2 https://www.xseek.io/blogs/articles/what-is-the-best-ai-visibility-platform-in-2026?utm_source=chatgpt.com not cited
3 https://mentionsapi.com/blog/best-ai-visibility-tools?utm_source=chatgpt.com not cited
4 https://diyai.io/ai-tools/seo/ai-visibility-monitoring/?utm_source=chatgpt.com not cited
5 https://www.sixthshop.com/resources/best-ai-visibility-tools?utm_source=chatgpt.com not cited
6 https://getrefine.ai/blog/best-ai-visibility-tracking-tools-2026?utm_source=chatgpt.com not cited
7 https://acromatico.com/best-ai-visibility-tools-2026?utm_source=chatgpt.com not cited
8 https://omidsaffari.com/blog/ai-visibility-tools-aeo-tracking?utm_source=chatgpt.com not cited
and 3 more results

Tracked brands mentioned

Profound Semrush Peec AI Otterly AI
Answer 19 of 22, 7th Aug 2026, gpt-5-5, mentions 4 tracked brands
chatgpt.com
best platform for tracking AI citation share for a small ecommerce store on a tight budget

For a small ecommerce store on a tight budget, I would prioritize affordability and ease of use over enterprise-grade analytics.

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

PlatformBest forTypical costVerdict
Otterly AISmall businesses just getting started~$30–100/month⭐ Best value overall
Peec AIDeeper AI visibility tracking~$100–200/month⭐ Best if you can stretch the budget
GoodieGrowing brands needing detailed AI share of voiceHigher-pricedBetter for larger marketing teams
ProfoundEnterprise AEO/GEOHundreds+ per monthExcellent but overkill for most ecommerce stores

The newer AI visibility platforms generally track:

  • AI citation share
  • Brand mentions in ChatGPT, Gemini, Claude, Perplexity, and Google AI
  • Competitor comparisons
  • Prompt-level visibility
  • Changes over time www.tryprofound.com
My recommendation by budget

Under $50/month

  • Otterly AI if available in your region.
  • Pair it with:
    • Google Search Console
    • GA4
    • A spreadsheet of 30–50 important prompts you manually test monthly.

You'll get about 80% of the value without paying enterprise prices.

$100–200/month

  • Peec AI is probably the sweet spot.
  • It tracks:
    • AI visibility
    • Citation share
    • Share of voice
    • Competitor mentions
    • Multiple AI models
  • It's built for companies that aren't enterprises but want real tracking. peec.ai
If you're on Shopify

I'd spend money in this order:

  1. AI citation tracker (Otterly or Peec)
  2. Technical SEO fixes
  3. Better product content
  4. Digital PR/backlinks

The last two usually have the biggest impact on getting cited by AI systems.

One caution

AI citation metrics are still evolving. Because AI responses vary from one query to the next, no platform can give a perfectly stable "market share" number. Treat citation share as a trend over weeks or months rather than an exact percentage on any given day. arxiv.org

If your store does under about $5M/year in revenue, I'd recommend:

  • 🥇 Otterly AI for the best budget option.
  • 🥈 Peec AI if you can spend around $100–200/month and want more competitive intelligence.
  • Skip enterprise platforms like Profound unless AI search is already a major acquisition channel for your business.
Behind this answer: 1 search, 10 results retrieved, 4 tracked brands mentioned

Searches ChatGPT ran

AI citation share tracking platforms ecommerce citation share Profound Peeco Goodie AI visibility

Search results ChatGPT retrieved

#PageUsed in the answer
1 https://higoodie.com/features/ai-visibility-monitoring/?utm_source=chatgpt.com not cited
2 https://higoodie.com/use-case/media-publishers/?utm_source=chatgpt.com not cited
3 https://higoodie.com/?utm_source=chatgpt.com not cited
4 https://getrefine.ai/blog/best-ai-visibility-tracking-tools-2026?utm_source=chatgpt.com not cited
5 https://www.tryprofound.com/resources/articles/profound-vs-peec-ai?utm_source=chatgpt.com not cited
6 https://www.tryprofound.com/features?utm_source=chatgpt.com not cited
7 https://www.xseek.io/blogs/articles/what-is-the-best-ai-visibility-platform-in-2026?utm_source=chatgpt.com not cited
8 https://evolveamz.com/best-ai-visibility-tracking-tools-ecommerce/?utm_source=chatgpt.com not cited
and 2 more results

Tracked brands mentioned

Profound Peec AI Otterly AI Goodie
Answer 20 of 22, 7th Aug 2026, gpt-5-5, mentions 3 tracked brands
chatgpt.com
best platform for tracking AI citation share for a small ecommerce store on a tight budget

For a small ecommerce store on a tight budget, I'd prioritize value over enterprise-grade features.

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

PlatformBest forTypical starting costRecommendation
Otterly AISmall businesses~$29/month⭐ Best value
Peec AIGrowing SEO teams~$95+/monthGreat if you have a larger content budget
ProfoundEnterprise brandsSeveral hundred dollars/monthOverkill for most small stores

For most Shopify or WooCommerce stores doing under roughly $5–10M/year, Otterly AI is the sweet spot because it tracks:

  • AI citation/share of voice
  • Mentions in ChatGPT, Gemini, Perplexity, and other AI search engines
  • Competitor comparisons
  • Prompt tracking over time

It gives you enough data to understand whether your brand is becoming more visible in AI-generated answers without the price of enterprise platforms. www.aeolabs.ai

If your budget is under $50/month, I'd actually spend it like this:

  • $29/month: Otterly AI
  • Free: Google Search Console
  • Free/low cost: Bing Webmaster Tools for indexing and crawl data
  • Track AI referral traffic in GA4 using source/medium reports

That combination provides much better ROI than paying hundreds of dollars for a premium AI visibility platform.

One thing to keep in mind: citation share is only one metric. For ecommerce, I'd pay closer attention to:

  1. AI citation share (how often your brand is mentioned)
  2. Product page citations (are your products being referenced?)
  3. AI referral traffic
  4. Conversion rate from AI visitors

Those last two are what determine whether improved AI visibility is actually generating sales.

If you're running Shopify, I can also recommend a lean AI visibility stack (around $30–50/month total) that includes citation tracking plus content monitoring specifically for ecommerce brands.

Behind this answer: 1 search, 11 results retrieved, 3 tracked brands mentioned

Searches ChatGPT ran

AI citation share tracking platforms ecommerce AI mentions Profound Peec AI latest

Search results ChatGPT retrieved

#PageUsed in the answer
1 https://www.xseek.io/blogs/articles/what-is-the-best-ai-visibility-platform-in-2026?utm_source=chatgpt.com not cited
2 https://peec.ai/product/ai-visibility?utm_source=chatgpt.com not cited
3 https://peec.ai/?utm_source=chatgpt.com not cited
4 https://peec.ai/ai-mode-visibility-tracker?utm_source=chatgpt.com not cited
5 https://evolveamz.com/best-ai-visibility-tracking-tools-ecommerce/?utm_source=chatgpt.com not cited
6 https://www.elmohq.com/blog/best-aeo-tools?utm_source=chatgpt.com not cited
7 https://www.elmohq.com/blog/best-ai-visibility-tools?utm_source=chatgpt.com not cited
8 https://aimentiontrackingtools.com/?utm_source=chatgpt.com not cited
and 3 more results

Tracked brands mentioned

Profound Peec AI Otterly AI
Answer 21 of 22, 7th Aug 2026, gpt-5-5, mentions no tracked brands
chatgpt.com
best platform for tracking AI citation share for a small ecommerce store on a tight budget

For a small ecommerce store on a tight budget, I'd prioritize affordable tracking over enterprise-grade analytics. Most AI citation-share tools are still new, and many are priced for agencies or larger marketing teams.

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

PlatformStarting priceBest forVerdict
FreeSOVFree (bring your own API keys)DIY users comfortable with APIsBest value if you're technical. freesov.com
Livesov~$9/monthSmall businessesProbably the best balance of price, ease of use, and ecommerce features. livesov.com
Citelix$9/monthShopify storesGreat entry-level option with daily ChatGPT/Gemini scans. www.citelix.com
Citations.io$29/monthBusinesses wanting actionable recommendationsGood if you want monthly guidance, not just metrics. citations.io
Citare~$35/month SMB tierCombined SEO + AI visibilityWorth considering if you also need SEO tools. www.citare.ai
If your budget is under $20/month

I'd choose:

  1. Livesov – best overall
    • Tracks multiple AI engines
    • Competitor monitoring
    • Built-in ecommerce use cases
    • Low monthly cost livesov.com
  1. Citelix – especially if you're on Shopify
    • Daily monitoring
    • Visibility score
    • Share of voice
    • Starts at $9/month www.citelix.com
  1. FreeSOV – if you're comfortable setting up API keys
    • Extremely inexpensive
    • Flexible
    • Surprisingly comprehensive for DIY users freesov.com
What to actually measure

For ecommerce, don't focus only on "mentions." The most useful metrics are:

  • Citation share vs. competitors
  • Product recommendation frequency
  • Category recommendation frequency (e.g. "best wireless earbuds under $100")
  • Which sites AI is citing when it recommends products
  • Changes over time after publishing new content

Those metrics tell you whether your optimization efforts are increasing visibility in AI-generated answers.

My recommendation
  • <$15/month: Livesov
  • Shopify merchant: Citelix
  • Need SEO + AI visibility together: Citare
  • Comfortable with APIs: FreeSOV

If your store has fewer than 500 products, you likely don't need an enterprise platform. A low-cost tracker combined with strong product pages, structured data, FAQs, and review generation will usually deliver a better return than spending hundreds of dollars per month on analytics alone.

Behind this answer: 1 search, 7 results retrieved

Searches ChatGPT ran

AI citation share tracking platforms ecommerce citation share tool budget

Search results ChatGPT retrieved

#PageUsed in the answer
1 https://www.seorav.com/geo?utm_source=chatgpt.com not cited
2 https://www.citepop.com/?utm_source=chatgpt.com not cited
3 https://bourd.dev/?utm_source=chatgpt.com not cited
4 https://nexeo.ai/?utm_source=chatgpt.com not cited
5 https://visoraapp.com/?utm_source=chatgpt.com not cited
6 https://www.geoly.ai/?utm_source=chatgpt.com not cited
7 https://geo-mode.com/?utm_source=chatgpt.com not cited
Answer 22 of 22, 7th Aug 2026, gpt-5-5, mentions 3 tracked brands
chatgpt.com
best platform for tracking AI citation share for a small ecommerce store on a tight budget

For a small ecommerce store on a tight budget, I’d avoid enterprise AI visibility platforms and focus on tools that answer one question:

“When shoppers ask AI tools for product recommendations, how often are we cited vs. competitors?”

My shortlist:

PlatformBest forBudget fitNotes
OtterlyAIBest low-cost starting point⭐⭐⭐⭐⭐Tracks AI visibility across ChatGPT, Google AI Overviews, Perplexity, and Copilot; entry plans are aimed at solo marketers/small teams. otterly.ai
Peec AISimple AI share-of-voice dashboards⭐⭐⭐⭐Good if you mainly want monitoring and competitor comparison. www.reddit.com
SemrushTeams already doing SEO⭐⭐Powerful, but usually overkill if your only goal is AI citations. www.techradar.com
DIY tracking (Google Sheets + manual prompts)Bootstrapped stores⭐⭐⭐⭐⭐Cheapest way to start; track 50–100 buyer prompts yourself before paying. www.techradar.com
My pick for a small ecommerce brand

Start with OtterlyAI’s entry plan if you can spend around $25–30/month. It gives you a baseline:

  • your brand mentions
  • competitor mentions
  • which domains AI engines cite
  • which prompts you are winning/losing on

otterly.ai

For ecommerce, I would not track generic prompts like:

  • “best shoes”
  • “best skincare”

Instead track high-intent buyer prompts:

  • “best [product category] for [use case]”
  • “alternatives to [competitor]”
  • “where to buy [product type]”
  • “[product type] brands with [feature]”
  • “is [your brand] worth it?”

Example: if you sell supplements, track:

  • “best magnesium supplement for sleep”
  • “best vegan protein powder”
  • “Brand A vs Brand B”
Cheapest effective setup (under $10/month)
  1. Create a spreadsheet.
  2. Pick 50–100 purchase-intent prompts.
  3. Run them weekly in:
    • ChatGPT
    • Perplexity
    • Google AI Overviews (where available)
  4. Record:
    • Did your brand appear?
    • Was it cited?
    • Which competitor appeared?
    • Which source pages were referenced?

Then upgrade to a paid tracker once you know which prompts actually matter.

What I would avoid on a tight budget
  • Enterprise AI visibility suites
  • Paying hundreds/month before you know your important prompts
  • Tracking only “brand mentions” (you need citation share, not just mentions)

If your store is doing under roughly $1M/year, I’d usually put the money into content/product-page improvements plus a lightweight tracker rather than a large AI SEO platform.

Behind this answer: 2 searches, 23 results retrieved, 3 tracked brands mentioned

Searches ChatGPT ran

AI citation tracking platform share of voice ecommerce budgetOtterly AI pricing AI search tracking

Search results ChatGPT retrieved

#PageUsed in the answer
1 https://help.otterly.ai/pricing-of-otterlyai?utm_source=chatgpt.com not cited
2 https://otterly.ai/blog/pricing-announcement/?utm_source=chatgpt.com not cited
3 https://help.otterly.ai/what-is-otterly.ai?utm_source=chatgpt.com not cited
4 https://www.g2.com/products/otterlyai/pricing?utm_source=chatgpt.com not cited
5 https://citedaily.com/reviews/otterly-ai?utm_source=chatgpt.com not cited
6 https://www.trustradius.com/products/otterly-ai/pricing?utm_source=chatgpt.com not cited
7 https://www.fokal.com/tools/otterly-ai-review/?utm_source=chatgpt.com not cited
8 https://www.capterra.com/p/10023384/Otterly-AI/?utm_source=chatgpt.com not cited
and 15 more results

Tracked brands mentioned

Semrush Peec AI Otterly AI

See where your brand stands in AI

Track how AI talks about your brand, free. 40 prompts, no credit card.

Start tracking free