ChatGPT answers, unedited

For a small ecommerce team, I’d look at tools that track product/SKU-level visibility, not just whether your brand is mentioned.

• otterly.ai — good lightweight starting point for tracking prompts across ChatGPT, Perplexity, Google AI Overviews and other AI surfaces. It’s oriented toward monitoring rather than automatically changing your product pages. Shopify App Insights
• tryprofound.com — deeper analytics around AI mentions, citations and competitive visibility. Better suited if you want a more sophisticated reporting layer as the team grows. ecommerceguide PodVector AI
• citelyhq.com — particularly relevant if you want SKU-level tracking: it reports which products appear for buying queries and compares them with competitors across ChatGPT, Perplexity, Gemini, Claude and Google AI Overviews. Citely
• Google Merchant Center's AI Performance report — worth using regardless of which third-party tool you choose. Google now provides an AI share-of-voice metric for your products/brand, including competitive benchmarking and discovery/evaluation/purchase stages. Google Help Semrush

What I'd measure

For each important product/category, track:

• AI mention rate — how often your product is recommended.
• AI share of voice — your share of recommendations versus competitors.
• Citation rate — how often the assistant links/cites your product page.
• Position in recommendations — e.g. first recommendation vs. fifth.
• Prompt coverage — which high-intent shopping questions you're appearing for.
• Product-level gaps — which SKUs competitors get recommended for while yours don't.

For a small team, Otterly.AI + Google Merchant Center is a sensible low-complexity setup; if you specifically need SKU-level competitive analysis, I'd investigate Citely as well. This distinction matters because a tool can tell you that your brand was mentioned without telling you whether the right product page actually earned the recommendation. Google Help Citely

If you tell me whether you're on Shopify, WooCommerce, Amazon, or another platform, I can narrow this down to 2–3 tools and compare their current pricing, AI engines, SKU tracking, and share-of-voice capabilities.

For a small ecommerce team, I’d look at AI visibility / answer-engine optimization (AEO) tools rather than traditional SEO rank trackers. They monitor prompts such as “best [product] for…” and measure whether ChatGPT, Gemini, Perplexity, Google AI Overviews/AI Mode, etc. mention or cite your products.

A few worth evaluating:

• Otterly.AI — geared toward relatively accessible AI-visibility tracking; tracks prompts across several AI/search surfaces and is often positioned as a lower-cost entry point. Shopify App Insights PodVector AI
• Profound — deeper monitoring, including AI citations and competitive visibility; likely more than a very small team needs initially, but useful if you want granular reporting. PodVector AI LLM Visibility Tools
• Peec AI — particularly oriented toward measuring share of voice and competitor visibility across AI answers. Stripe
• Semrush AI Visibility Toolkit — worth considering if you already use Semrush, since you can combine AI visibility data with your conventional SEO workflow. Shopify App Insights
• Google Merchant Center AI performance insights — importantly, Google itself now provides AI-specific ecommerce reporting. In the U.S., Merchant Center can report share of voice, products showing, shopping-stage performance, and product-term insights for AI Mode and AI Overviews. Google Help

What I'd track

For each important product/category, build a prompt set around:

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

Then track mention rate, share of voice, citation/link rate, which product/SKU gets mentioned, competitors mentioned, and which pages/sources the AI cites. That gives you considerably more actionable information than simply asking whether your brand appeared. Stripe's retail AEO framework recommends essentially this model. Stripe

For a small team, I'd start with Otterly.AI or Peec AI, plus the free/available Google Merchant Center AI reporting if you're already using Merchant Center. If you tell me your approximate catalog size, Shopify/WooCommerce/custom platform, and monthly budget (e.g. <$50, $50–200, $200+), I can narrow it to 2–3 tools and compare their product-level tracking and SOV capabilities.

For a small ecommerce team, I’d look at these first:

• brandecho.app — especially interesting if you’re on Shopify. It tracks how products/brands appear in ChatGPT, Claude, Perplexity, and Gemini, including mentions and share of voice. It’s positioned specifically for Shopify merchants. BrandEcho
• otterly.ai — a relatively straightforward AI-search visibility monitor for tracking whether your brand appears in AI answers and how competitors compare. Current industry comparisons generally position it toward smaller teams and lower-cost monitoring. Toolsolved Bloomiro
• semrush.com — worth considering if you already use Semrush. Its ecommerce offering combines traditional SEO with AI visibility, including product/brand mentions, AI share of voice, competitors, and citation analysis. Semrush
• authoritas.com — more ecommerce-specific: you can import product keywords/catalog data and measure branded vs. unbranded AI visibility, share of voice, competitor products, and which third-party pages AI cites. Authoritas
• yotpo.com — particularly relevant if you have a sizable product catalog. It syncs the catalog and measures AI share of voice by product, category, persona, and buying stage. Yotpo

What I'd measure

Don't just track "does ChatGPT mention us?" I'd set up a dashboard around:

1. Mention rate — percentage of relevant buyer prompts where your product/brand appears.
2. AI share of voice — your mentions versus competitors.
3. Position — where your product appears in the recommendation.
4. Citation rate — how often AI assistants cite/link your product pages.
5. Product-level visibility — which SKUs/categories are being surfaced or ignored.
6. Prompt-level visibility — e.g. "best running shoes under $150," "Brand A vs Brand B," "best gifts for…"
7. Trend over time — whether page/catalog changes actually increase AI visibility.

For a small team, I'd start with BrandEcho if you're Shopify-based, or Otterly if you want a more general AI-visibility tracker. If you already pay for Semrush, its AI visibility functionality is worth evaluating before adding another platform. Semrush BrandEcho

If you tell me your ecommerce platform (Shopify/WooCommerce/etc.), approximate number of products, and monthly budget, I can narrow this to 2–3 tools and compare their AI engines, product-page tracking, share-of-voice metrics, and pricing.

For a small ecommerce team, I’d shortlist these:

• peec.ai — best fit if you care about individual products/SKUs. It now tracks product-level AI shopping visibility, including visibility, win rate, position, share of voice, cited price, competing products, and the prompts each product wins/loses. It can ingest a Shopify catalog or Google Merchant Center feed. Peec AI Peec AI
• semrush.com — best if you already use Semrush. It tracks AI visibility and share of voice vs. competitors across ChatGPT, Gemini, Perplexity and Google AI, plus prompt tracking and site-audit capabilities. Semrush Semrush
• tryprofound.com — strongest for deeper AI-shopping analysis. Its Shopping product goes down to SKU level, showing product visibility, placement, attributes, citations/keywords, and competitor products in ChatGPT Shopping. Profound

My pick

Start with Peec AI if your question is specifically “Which of our products are AI assistants recommending, and how much share of voice are we getting?” Its product-level analytics map particularly well to an ecommerce catalog. Peec AI Peec AI

One important distinction: brand AI visibility and product-page/URL visibility aren't quite the same. If you want to know “Does ChatGPT recommend SKU X and link to our product page?”, prioritize a tool with SKU-level shopping tracking rather than a generic AI brand-mention tracker.

If you tell me your store platform (Shopify, WooCommerce, etc.) and approximate SKU count, I can narrow this to the best 1–2 options and compare pricing/features.

For a small ecommerce team, I’d shortlist these:

• citelyhq.com — probably the closest match if you care about individual product/SKU visibility, not just whether your brand is mentioned. It tracks products across shopping queries and AI platforms, including ChatGPT, Perplexity, Gemini and Google AI Overviews, and reports competitor/product visibility. Citely
• otterly.ai — a good lower-friction choice for tracking brand mentions, citations and visibility across major AI engines. Current comparisons put it among the more accessible options for small teams. Bloomiro Notice
• peec.ai — stronger if your main KPI is AI share of voice and competitive benchmarking across a defined set of buyer prompts. Benchline Reports Conbersa
• tryprofound.com — the deeper analytics/enterprise option, with extensive prompt, citation and AI-surface analysis, but likely more than a small team needs initially. Benchline Reports Bloomiro

My pick

If your question is specifically “Which of our product pages/SKUs get recommended by AI, for which shopping queries, and what share of recommendations do we get versus competitors?”, I'd start with CitelyHQ.

If the requirement is primarily “Give me a simple AI share-of-voice dashboard that my marketing team can monitor weekly,” I'd look at Peec AI or Otterly.

One important distinction: a lot of AI-visibility tools measure brand mentions, while ecommerce teams often actually need SKU-level visibility. That distinction matters considerably when you're trying to improve individual product pages. Notice Citely

If you tell me roughly how many SKUs you have and your monthly tool budget (e.g. <$100, $100–300, $300+), I can narrow this to the best 2–3 options.

For a small ecommerce team, you’re looking for an AI visibility / AI search analytics tool (sometimes called GEO, AEO, or LLM visibility tracking). These tools monitor whether your products appear in AI assistants such as ChatGPT, Gemini, Claude, Perplexity, and Google AI Overviews, and can measure things like AI share of voice, product mentions, citations, competitors, and missed opportunities. ecommerceguide Nexscope

A few options that fit different team sizes:

For a small ecommerce team, I’d prioritize these capabilities:

1. Product/SKU-level tracking

• “Does ChatGPT recommend our blue hiking jacket?” is more useful than “Does ChatGPT mention our brand?” Notice
• Prompt tracking based on real buyer questions

Examples:

• “Best running shoes under $150”
• “Alternatives to [competitor]”
• “Best gifts for new homeowners”
• Share of voice reporting

Look for metrics like:

• % of tracked prompts where you appear
• average recommendation position
• competitor comparison
• which product pages AI cites
• Citation/source analysis

The most actionable tools show why AI chose a competitor:

• reviews
• product descriptions
• structured data
• third-party mentions
• comparison articles

A practical starting stack for a small team would be:

• Peec AI or Otterly.AI for lightweight monitoring and competitive share-of-voice tracking.
• Move to Profound or a more ecommerce-focused platform if AI-driven shopping becomes a major acquisition channel. ecommerceguide Notice

If you tell me your platform (Shopify, WooCommerce, Amazon, custom storefront) and monthly budget, I can narrow this to the best 2–3 choices.

For a small ecommerce team, I’d shortlist these:

• otterly.ai — best lightweight starting point. It tracks prompts across ChatGPT, Perplexity, Google AI Overviews/AI Mode, Gemini, Copilot and Claude, and reports brand coverage, share of voice, competitor visibility, and the exact URLs AI cites. It also has specific AI Shopping Analytics for products. Otterly Otterly
• tryprofound.com — best if you want deeper analytics. It measures visibility and share of voice, tracks citations down to individual pages, monitors specific URLs, and can track product visibility in ChatGPT Shopping. Profound Profound Help Center
• Vizby is worth investigating if you're specifically a Shopify/ecommerce operation and want product/SKU-level AI visibility, rather than primarily brand-level monitoring. A recent ecommerce comparison describes it as tracking products across ChatGPT, Gemini, Claude and Perplexity. Shopify App Insights

My pick

Start with OtterlyAI if your main question is:

“When shoppers ask AI which product to buy, are our products being mentioned, which competitors are winning, and which of our pages are getting cited?”

It gives you the core AI share-of-voice + citation + competitor metrics without requiring an enterprise-scale setup. OtterlyAI says pricing starts at $29/month, which is particularly relevant for a small team. Otterly

If you want to go beyond monitoring and build a more sophisticated AI-search measurement/optimization program, I'd choose Profound. Its dashboards can break visibility and share of voice down by platform, topic, region, and other dimensions. Profound Profound

One important distinction: “AI share of voice” isn't the same as traditional SEO rank. I'd track at least AI coverage, share of voice, mention position, cited URLs/pages, competitor co-mentions, and product-level appearances. Profound

For a small ecommerce team, I’d start with OtterlyAI.

It’s specifically built to monitor how brands/products appear in AI answers and gives you the metrics you’re asking for: AI share of voice, competitor comparisons, citations, prompt-level tracking, and product/shopping visibility across ChatGPT, Perplexity, Google AI Overviews/AI Mode, Gemini, Copilot, and Claude. Otterly Otterly

otterly.ai

My shortlist

• OtterlyAI — best starting point for a small team. Good breadth, relatively lightweight, and explicitly supports shopping analytics and share-of-voice tracking. Otterly
• Profound — best for deeper analytics. Stronger if AI visibility becomes a major marketing KPI and you need very granular prompt/citation analysis, but it's generally positioned more toward larger organizations. LLM Visibility Tools Tomek Sikora
• Peec AI — worth considering for marketing analytics. It sits between lightweight monitoring and more sophisticated competitive analysis. Conbersa Arbling

For your use case, I would not choose a generic SEO rank tracker. You want a tool that can answer questions like:

“When someone asks ChatGPT best running shoes under $150, which products does it recommend, which of our product pages does it cite, and how often does it choose us versus Nike/Adidas/etc.?”

That's different from traditional Google rankings. AI visibility tools measure mention/citation rate, position, competitor share of voice, and which URLs/products get surfaced. RankScope

If you tell me your ecommerce platform (Shopify, WooCommerce, custom, etc.) and roughly how many products you have, I can narrow this to the best 2–3 options and compare their current pricing/features.

For a small ecommerce team, I’d start with tryprofound.com.

It’s particularly well matched to what you described because it can:

• Track product visibility in AI answers across ChatGPT, Perplexity, Claude, Gemini, Google AI Overviews, and other major answer engines. Profound Profound
• Measure AI share of voice against competitors, rather than just counting your own mentions. Profound Help Center
• Track specific URLs/pages to see which product pages are being cited by AI systems. Its “Watched Pages” functionality lets you monitor chosen URLs. Profound Help Center
• Track ChatGPT Shopping specifically, including product placement trends, shopping-triggering prompts, and which retailers are carrying your products in results. Profound
• Break results down by platform, topic, region, and competitor, which is useful for figuring out why one product gets recommended while another doesn't. Profound

What I'd use for your team

If your goal is essentially:

“For our 50–500 important products, show me whether AI assistants recommend them, which competitors they recommend instead, and our share of voice over time.”

Profound is probably the strongest starting point.

A second tool worth evaluating is Temso AI, particularly if you want something more ecommerce-focused and potentially simpler/less enterprise-oriented. Recent 2026 comparisons specifically highlight it for ecommerce visibility tracking and multi-engine coverage. LLM Visibility Tools AI Visibility Software

One important distinction: brand-level AI visibility ≠ product-level visibility. If your real KPI is “SKU X gets recommended when someone asks for the best X under $100”, make sure the vendor can track individual products/URLs and shopping results, not just whether your company name appears in an answer. Profound's current Shopping functionality makes it particularly interesting for that use case. Profound

If you tell me roughly how many products you have (e.g. 50, 500, 10,000) and whether you're on Shopify, I can narrow this to the 2–3 tools I'd actually shortlist, including likely pricing and setup effort.

For a small e-commerce team, I’d shortlist these:

• yotpo.com — probably the best fit if you want product/SKU-level AI visibility + share of voice. It’s explicitly commerce-focused, can sync your catalog, and tracks how products perform across AI engines. Yotpo
• zumihq.com — particularly strong if you care about individual product pages/SKUs, not just whether your brand is mentioned. It tracks which products AI mentions, competitors in the comparison set, product attributes, and the sources behind recommendations. Zumi
• citelyhq.com — worth considering for a smaller team because it emphasizes straightforward tracking across ChatGPT, Perplexity, Gemini, Claude and Google AI Overviews, including product-level visibility and AI share of voice. Citely
• searchdock.io — interesting budget-oriented option; it advertises a $20/month starter tier and tracks AI share of voice across multiple engines using stored prompt results. SearchDock

My pick

If your core question is “Which of our products actually get recommended when shoppers ask AI what to buy, and how much of the category's AI visibility do we own?”, I'd start with Yotpo Discover or Zumi.

If you're primarily looking for cheap monitoring rather than a full optimization platform, I'd investigate SearchDock first.

One important distinction: don't settle for a tool that only reports brand mentions. For e-commerce, you ideally want SKU/product-level visibility, buyer-intent prompts, competitor share of voice, citations/sources, and historical tracking. Current AI-search tooling increasingly supports those dimensions. ecommerceguide Authoritas

If you tell me roughly how many SKUs you have and your monthly budget (e.g. <$50, $50–200, $200+), I can narrow this to the best 2–3 options and compare pricing/features.

For a small ecommerce team, I’d shortlist these:

• shopmentions.com — probably the best fit if you’re on Shopify. It tracks individual products across ChatGPT, Perplexity, Gemini, Claude, and Google AI Overviews, including competitor comparisons and share of voice. Shop Mentions
• searchable.com — strong if you care specifically about AI shopping/product results. It tracks products, brands, merchants, prompts, product share, and category performance. Searchable
• zumihq.com — particularly good for a larger catalog because it goes down to the SKU level, tracks how AI describes products, competitors in the comparison set, citations, mention rate, share of voice, and average position. Zumi
• useauspex.ai — worth considering if you want a relatively focused ecommerce tool with product-level visibility and competitor share of voice across ChatGPT, Perplexity, and Gemini. Auspex AI
• citelyhq.com — another ecommerce-focused option with SKU-level tracking and integrations for Shopify, WooCommerce, and Amazon. Citely

My pick

If your team is small and Shopify-based, I'd start with Shop Mentions. It is explicitly Shopify-native, has product-level tracking, and measures the thing you're asking about—which products get recommended, which competitors win, and how your AI share of voice changes over time. Shop Mentions

One other thing: Google Merchant Center now has its own AI performance report for eligible U.S. accounts, including AI share of voice and competitor comparisons across Google's AI shopping surfaces. So I'd use that alongside an independent tracker rather than paying a tool solely to monitor Google. support.google.com

If you tell me Shopify/WooCommerce/custom + roughly how many SKUs, I can narrow this to the 2–3 cheapest tools that actually fit your team.

For a small ecommerce team, you’re looking for an AI visibility / AI search optimization (AIO, GEO, AEO) tool rather than a traditional SEO rank tracker. The useful ones monitor things like:

• Whether your products are mentioned in ChatGPT, Gemini, Perplexity, Claude, Google AI Overviews, etc.
• Which product URLs or sources AI assistants cite
• Your AI share of voice vs. competitors
• Which customer prompts trigger (or miss) your products
• SKU/product-level visibility, not just brand mentions

Some options worth evaluating:

For a small ecommerce team, I’d usually shortlist:

1. CartGPT or Zumi if your main question is: “Are our actual products showing up when shoppers ask AI what to buy?” CartGPT Zumi
2. Ahrefs or Semrush if you want AI visibility folded into an existing SEO/content workflow. Ahrefs Semrush
3. Peec AI or OtterlyAI if you mainly need lightweight competitor tracking without enterprise complexity. Debutify

Before choosing, I’d check that the tool can answer these ecommerce-specific questions:

• “For the prompt best [category] under $X, does my SKU appear?”
• “Which competitors appear instead of us?”
• “Which pages does the AI cite?”
• “What product attributes make competitors win?”
• “Is our AI share of voice improving month over month?”

Many AI visibility tools are still more brand/PR-oriented, so make sure product-level tracking is included if your goal is merchandising and conversion impact. nexscope.ai

For a small ecommerce team, I’d start with Otterly.AI or Peec AI, rather than an enterprise platform.

• otterly.ai — Best starting point if you want affordable, straightforward monitoring. It tracks brand mentions/citations across AI search surfaces and is positioned toward SEO/SMB workflows. Arbling Mention Radar
• peec.ai — Better if you want more marketing-oriented analytics: competitive visibility, prompt tracking, and share-of-voice-style reporting. It sits between lightweight monitoring and enterprise analytics. Conbersa Mention Radar
• tryprofound.com — The deeper option if you eventually need product-level shopping visibility, citation analysis, and detailed competitive intelligence, but it may be overkill for a small team. Recent ecommerce testing specifically found it strong on ChatGPT Shopping placement and citation depth. LLM Visibility Tools
• Google Merchant Center — Worth using alongside one of the above. Google announced AI Performance Insights, including share of voice for AI Mode, AI Overviews, and Gemini, plus product-term and attribute insights. It's rolling out in supported markets. Google Help

What I'd choose

If your goal is specifically:

“Show me which of my product pages/products get recommended by ChatGPT, Gemini, Perplexity, etc., which competitors beat me, and whether my AI share of voice is increasing.”

I'd pilot Peec AI first, with Otterly as the lower-cost alternative. If you have a large catalog and need serious product/shopping-level analytics, test Profound too.

One important distinction: brand-level AI visibility isn't enough for ecommerce. Make sure the tool can track individual products/SKUs or URLs, the exact shopping prompts that trigger them, competitor mentions, citations/sources, and changes over time. Ecommerce-focused evaluations increasingly treat those as the important capabilities. LLM Visibility Tools Shopify App Insights

If you tell me roughly how many products you have (e.g. 50 vs. 5,000) and your monthly budget, I can narrow it to the best 2–3 options.

For a small ecommerce team, I’d shortlist these:

• citelyhq.com — probably the closest fit if you care about product/SKU-level visibility. It tracks products across ChatGPT, Perplexity, Gemini, Claude, and Google AI Overviews, including mentions, citations, competitors, and AI share of voice. Citely
• rank.ai — good if your team wants a straightforward prompt → mention/citation → competitor SOV workflow with daily tracking. Rank.ai
• spottlo.com — worth considering for a lean team because it focuses on four major AI surfaces and explicitly offers competitor share-of-voice tracking; its site currently lists a $39/month plan. Spottlo
• Google Merchant Center's AI Performance Insights — don't overlook this if you sell through Google. Google is rolling out native reporting for AI Mode, AI Overviews, and Gemini, including product/brand share of voice, shopping-stage insights, and product-term/attribute insights. Google Support Google Support

My pick

If your key question is “Which of our product pages/SKUs are AI assistants recommending, for which shopping prompts, and how does our SOV compare with competitors?”, I'd start with Citely and compare it against Google Merchant Center's native AI reporting.

The important distinction is product-level tracking vs. generic brand visibility. A tool that merely tells you “ChatGPT mentioned your brand” isn't nearly as useful for ecommerce—you want to know which product, in what position/context, for which query, which competitor displaced it, and which URL AI cited. Current ecommerce-focused tools increasingly provide those dimensions. Citely shopifyappinsights.com

If you tell me roughly how many SKUs you have and whether you're on Shopify, WooCommerce, or another platform, I can narrow this to the best 2–3 options and their current pricing/features.

For a small ecommerce team, you’re looking for an AI visibility / AEO (Answer Engine Optimization) platform rather than a traditional SEO rank tracker. These tools monitor whether your products appear in AI assistants like ChatGPT, Gemini, Perplexity, and AI Overviews, and many report metrics such as share of voice, citations, mentions, competitors winning prompts, and product-level visibility. ecommerceguide Nexscope

A few options to evaluate:

For a small ecommerce team, I’d usually shortlist like this:

• 10–100 products: start with a lighter AI visibility tracker (for example HubSpot AEO or CitelyHQ) and monitor your top buying prompts. HubSpot Citely
• Hundreds/thousands of SKUs: prioritize SKU-level tracking (such as Searchpanel-style tooling) so you know which products AI assistants recommend or ignore. Searchpanel
• Competitive categories (beauty, apparel, electronics, supplements, home goods): choose a platform with competitor share-of-voice and citation/source tracking. ecommerceguide

The metrics I’d make sure the tool provides:

• AI share of voice: % of relevant AI answers mentioning your brand vs competitors
• Product mention rate: how often each SKU appears for shopping prompts
• Citation tracking: which pages, reviews, or sources AI systems rely on
• Prompt tracking: the exact shopper questions being monitored
• Engine breakdown: ChatGPT vs Gemini vs Perplexity vs AI Overviews
• Change alerts: when competitors replace you in AI recommendations

A practical setup for a small team is to track 25–100 high-intent prompts, such as:

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

Then use the results to improve product pages, comparison pages, reviews, structured data, and third-party mentions.

If you tell me your platform (Shopify, WooCommerce, Amazon, custom), approximate SKU count, and budget/month, I can narrow this to the best 2–3 choices.

For a small e-commerce team, I’d shortlist these two:

• peec.ai — probably the best fit if you want a focused, product-oriented tool. It tracks AI visibility and share of voice across competitors, and its newer AI Shopping Analytics goes down to individual SKUs. You can see whether products appear, their position, win rate, cited price, competing products, and the prompts driving those placements. Peec AI Peec AI
• tryprofound.com — better if you want broader AI-search intelligence. Its Shopping product tracks individual SKUs and product placement in ChatGPT Shopping, while its broader Answer Engine Insights covers visibility, share of voice, citations, sentiment, and competitors across ChatGPT, Claude, Gemini, Perplexity, and others. Profound Profound Knowledge Base

My pick

Start with Peec AI if your main question is:

“When shoppers ask AI what to buy, are our products getting recommended, and how much of the category's AI shelf space do we own?”

It is unusually well aligned with that use case because it connects catalog/SKU-level data → AI shopping visibility → competitors → exact prompts. It can also pull a Shopify catalog or connect a Google Merchant Center feed. Peec AI

Choose Profound instead if you also want to monitor your brand/content presence beyond shopping, such as which third-party pages AI cites, how AI describes your brand, and broader AI-search share of voice. Profound Profound Knowledge Base

If you tell me roughly how many SKUs you have and whether you're on Shopify, I can narrow this down further and compare pricing, setup effort, and what each would actually let a 2–5 person team track.

For a small ecommerce team, you’re looking for an AI visibility / Generative Engine Optimization (GEO) tracking tool — something that monitors how often your products are mentioned, recommended, or cited in AI answers, and calculates AI share of voice against competitors. Nexscope Quattr

A few tools worth evaluating:

For a small ecommerce team, I’d prioritize these capabilities:

• Product-level tracking: Can it tell you “your blue running shoe page was cited” rather than just “your brand appeared”?
• Prompt tracking: Can you monitor questions shoppers actually ask, such as: - “best standing desk under $500”
• “compare Brand A vs Brand B”
• “best moisturizer for sensitive skin”
• Competitor share of voice: What percentage of AI answers mention you vs. competitors?
• Citation tracking: Which product pages, reviews, guides, or third-party sources are AI systems using?
• Change monitoring: Alerts when competitors start appearing more often. Quattr Livesov

A practical setup for a small team:

1. Pick 25–100 high-intent shopper prompts.
2. Track them weekly across ChatGPT, Gemini, Perplexity, and AI Overviews.
3. Measure: - mention rate (% of prompts where you appear)
4. AI share of voice vs. competitors
5. average recommendation position
6. product-page citations
7. Improve the pages that AI systems ignore (structured product data, comparison content, reviews, FAQs, authoritative references).

If you’re on Shopify, Amazon-heavy, or have a specific category (fashion, beauty, electronics, etc.), the best choice can change quite a bit.

For a small ecommerce team, I’d shortlist these:

• otterly.ai — probably the best starting point. It tracks how your brand/site appears across ChatGPT, Perplexity, Google AI Overviews/AI Mode, Gemini, Copilot and Claude, including mentions, citations, competitors, prompts, and share of voice. It also has page/content auditing, which is useful if your goal is to improve individual product pages. Otterly
• ahrefs.com — especially attractive if your team already uses Ahrefs. It tracks AI mentions/citations, competitors, custom prompts and historical trends, and can analyze products as well as brands. Its underlying dataset uses hundreds of millions of search-backed prompts. Ahrefs Ahrefs
• tryprofound.com — more powerful, but generally aimed at larger teams. Good if you need sophisticated AI-search measurement and competitive intelligence.
• Google Merchant Center AI Performance Insights — worth checking before paying for anything. Google is piloting a product-focused dashboard that reports AI impressions and your product/brand share of voice versus competitors. It's currently limited to some US Merchant Center accounts. Google Help

My pick for your use case

Start with OtterlyAI if you specifically want to answer:

“When shoppers ask AI about products in our category, which of our product pages get surfaced, which competitors win, and what is our AI share of voice?”

One important distinction: many AI-visibility tools primarily measure brand-level mentions, while ecommerce teams really need SKU/product-level visibility. That's still a developing capability in this category. notice.cx

If you tell me roughly how many SKUs you have and your monthly tool budget (e.g. <$100, $100–500, $500+), I can narrow this to the best 2–3 options and compare their product-page tracking, ChatGPT coverage, share-of-voice metrics, and price.

For a small e-commerce team, I’d shortlist Scrunch and Profound.

My pick: Scrunch

scrunchai.com is particularly well matched to what you described. It can:

• Track your brand/product visibility across ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews/AI Mode, Copilot, and Meta AI. Scrunch
• Measure AI share of voice against competitors based on actual AI responses. Scrunch Scrunch Help Center
• Show which URLs/pages are being cited, so you can tell whether your actual product/category pages are influencing answers. Scrunch
• Track product-level AI shopping visibility, including which SKUs appear, their positions, competing products, prompts that trigger them, and retailer/DTC share. Scrunch Help Center Scrunch
• Connect AI visibility with AI-referred traffic and conversions, rather than stopping at impressions. Scrunch

That combination is useful for a small team because you can go from “Are we being mentioned?” → “Which products?” → “For which prompts?” → “Which pages get cited?” → “Are competitors winning instead?”

Profound is the other strong option

tryprofound.com has excellent broader AI-search monitoring, including share of voice, visibility score, citations, competitive benchmarking, and prompt tracking. Profound Profound Knowledge Base

Its Shopping product is especially interesting for e-commerce: it tracks individual SKUs in ChatGPT Shopping, placement, product attributes, pricing, merchant/checkout attribution, and competitor positioning. Profound Knowledge Base Profound

Quick decision

One important distinction: “AI share of voice” and “product-page visibility” aren't quite the same metric. A tool can tell you that your brand is mentioned frequently while your actual product pages aren't being cited or your SKUs aren't appearing in shopping results. For e-commerce, I'd therefore prioritize a platform that exposes prompt → AI response → product/SKU → citation URL → competitor rather than just a single visibility score.

If you tell me roughly how many SKUs you have and your monthly budget (e.g. <$500, $500–$2k, $2k+), I can narrow this to the best 2–3 options for your team.

For a small ecommerce team, you’re looking for an AI visibility / GEO (Generative Engine Optimization) tracking tool rather than a traditional SEO rank tracker. These tools monitor questions shoppers ask AI assistants (e.g., “best running shoes for flat feet” or “compare X vs Y”), then measure whether your products appear, how prominently they appear, what sources are cited, and your AI share of voice versus competitors. ecommerceguide CartGPT

A few options worth evaluating:

For a small ecommerce team, I’d prioritize these capabilities:

1. SKU/product-level tracking

• Can it tell you “Product A appeared in 18% of buying prompts” rather than only “your brand was mentioned”?
• Prompt monitoring

• Track the actual buyer questions that matter: - “best [category] under $100”
• “alternative to [competitor]”
• “best gift for [audience]”
• Citation/source analysis

• See whether AI assistants are pulling from: - your product pages
• reviews
• comparison articles
• marketplaces
• competitors
• Share-of-voice benchmarking

• Example metric: - Your brand: 35% of AI recommendations
• Competitor A: 40%
• Competitor B: 25%
• Actionable fixes

• The best tools should point to why you lost: - missing product attributes
• weak structured data
• lack of reviews
• unclear product positioning

A practical starter stack for a small team:

• CartGPT or CitelyHQ if your main goal is product discovery visibility.
• Ahrefs AI Visibility tools if you already have SEO/content operations.
• Add a spreadsheet of your top 50–100 buyer prompts so you can measure changes consistently.

If you tell me your ecommerce platform (Shopify, WooCommerce, Amazon, custom), product category, and monthly budget, I can narrow this to the 2–3 tools most likely to fit.

For a small ecommerce team, I’d start with Peec AI or Otterly rather than an enterprise platform.

• Peec AI — probably the best fit if you specifically want AI share of voice plus product-level visibility. Its current product-visibility features track individual products in AI shopping recommendations, including win rate, position, share of voice, cited price, and competing products. Peec AI
• Otterly.AI — a good lower-complexity option if you mainly want to monitor brand/product mentions and citations across ChatGPT, Perplexity, Google AI Overviews, etc. It is positioned as an accessible option for small teams. Notice Arbling
• Profound — stronger if you're a larger organization needing deep reporting, broad model coverage, and enterprise-scale monitoring, but likely more tool than a small ecommerce team needs. Prism News

What I'd choose

Peec AI if your question is:

“When shoppers ask AI assistants for products like ours, which of our SKUs get recommended, how often, and how do we compare with competitors?”

Otterly if your question is:

“Are ChatGPT/Perplexity/etc. mentioning our brand and linking to our product pages, and is that visibility improving?”

One important distinction: traditional AI-visibility tools often measure brand mentions, whereas ecommerce really needs SKU/product-level visibility. That distinction matters if your goal is ultimately “does the AI recommend my product?” rather than merely “does it mention my company?” Notice

If you tell me your store platform (e.g. Shopify), approximate number of SKUs, and monthly budget, I can narrow this to the best 2–3 options and compare their pricing/features.

For a small e-commerce team, I’d shortlist these:

• otterly.ai — probably the easiest starting point. It tracks brand mentions, citations, sentiment, share of voice, competitors, and the specific URLs AI assistants cite, across ChatGPT, Perplexity, Google AI Overviews/AI Mode, Gemini, Copilot, and Claude. It also has AI-shopping analytics. Otterly
• tryprofound.com — stronger if your priority is product-level e-commerce visibility. Its Shopping product tracks individual SKUs, product placement, attributes, prices, merchant/checkout links, and competitor placement in ChatGPT Shopping. Its broader platform measures visibility and share of voice across major AI engines. Profound Profound
• peec.ai — worth evaluating as a middle-ground AI visibility analytics platform, particularly if you want reporting across multiple brands or markets. Current comparisons generally position it toward marketing/agency and mid-market use cases. Bloomiro Conbersa

My pick for your use case

Start with OtterlyAI if you mainly want a relatively lightweight dashboard showing:

“When people ask AI about products in our category, how often do we appear, which of our pages get cited, and how are we doing against competitors?”

Choose Profound if the more important question is:

“When ChatGPT actually recommends products, which of our SKUs appear, where do they rank, how are they described, and which merchant gets the checkout?”

That distinction matters for e-commerce: ordinary AI-search visibility and AI Shopping visibility aren't quite the same thing. Profound explicitly tracks the latter at SKU level. Profound Profound Knowledge Base

If you tell me roughly how many products/SKUs you have and your monthly budget (e.g. <$100, $100–500, $500+), I can narrow this to the best 2–3 options and compare their pricing/features.

For a small ecommerce team, I’d shortlist these:

• peec.ai — best fit if you want simple AI visibility + product-level tracking. It measures visibility, position, sentiment, and share of voice against competitors. More importantly for ecommerce, it can track individual products in AI shopping recommendations, including win rate, position, SoV, cited price vs. catalog price, and competing products. Peec AI Peec AI
• tryprofound.com — best if you want broader enterprise-style monitoring. It tracks ChatGPT, Perplexity, Claude, Gemini, Google AI Overviews/AI Mode, Copilot, Grok and DeepSeek, with visibility, SoV, citations, competitor rankings, and AI crawler/traffic analytics. It also has product visibility tracking for ChatGPT Shopping. Profound Profound
• Otterly.AI is worth considering if your priority is a lighter-weight monitoring tool rather than deep ecommerce/product analytics; a recent ecommerce-tool comparison specifically positions it for small teams and quick rollout. Cited.md

My pick

Start with Peec AI if your core question is:

“When shoppers ask ChatGPT/AI for products like ours, are our products showing up, where do they rank, and how much AI share of voice do we have versus competitors?”

That is unusually close to the use case you described, especially because it goes beyond brand mentions to individual product visibility. Peec AI

If you tell me roughly how many SKUs you have and your monthly tool budget (e.g. <$100, $100–500, $500+), I can narrow this to the best 2–3 options for your team.

For a small ecommerce team, you’re looking for an AI visibility / GEO (generative engine optimization) monitoring tool rather than a traditional SEO rank tracker. The best fit depends on whether you mainly want product-page tracking, competitor share of voice, or actionable fixes. AI Visibility Software Nexscope

Here are some tools worth evaluating:

For a small ecommerce team, I’d generally shortlist:

1. Glint — if you want a lightweight “are we showing up in AI shopping answers?” dashboard. Glint
2. CartGPT — if you care about individual products/SKUs appearing in AI recommendations. CartGPT
3. Yotpo Discover — if you already have a mature ecommerce stack and want deeper commerce signals. Yotpo

The metrics I’d make sure any tool provides:

• AI share of voice: % of relevant buyer prompts where your brand/product appears vs competitors
• Product citation rate: how often AI assistants cite your product pages
• Prompt coverage: which shopping questions you win or lose
• Average placement: whether you’re mentioned first, middle, or as an alternative
• Competitor gaps: products that appear where yours do not
• Page-level recommendations: what product descriptions, reviews, schema, or content changes could improve visibility

A practical setup for a small team is to track 50–200 high-intent buyer prompts (for example, “best _ for ”, “ vs _”, “alternatives to ___”) weekly and monitor whether your product pages gain or lose AI visibility over time. AI shopping visibility is becoming a distinct channel alongside SEO and paid search. reuters.com

If you tell me your platform (Shopify, WooCommerce, Amazon, custom), catalog size, and budget range, I can narrow this to 2–3 options.

For a small ecommerce team, I’d shortlist these:

1. Profound — best fit if product-level visibility is the priority.

Its Shopping product tracks individual SKUs, product placement, attributes, citations, competitors, and merchant/checkout presence in ChatGPT Shopping. Its broader Answer Engine Insights measures visibility score and AI share of voice across ChatGPT, Perplexity, Claude, Gemini, Google AI Overviews/AI Mode, Copilot, and others. www.tryprofound.com

2. OtterlyAI — probably the easiest starting point for a lean team.

You define natural-language customer prompts and it monitors them daily across major AI engines. It reports brand coverage, mentions, domain citations, competitors, and share of voice, with prompt-level drilldowns. It also tracks shopping cards. help.otterly.ai

3. Ahrefs AI Visibility Checker — good for a quick baseline.

It checks how your brand appears in ChatGPT, Gemini, Perplexity, Copilot, and Google AI Overviews, and is useful for seeing your current AI visibility before committing to a monitoring platform. ahrefs.com

My pick

If your question is specifically “How do our actual product pages/products show up when shoppers ask AI assistants what to buy, and what's our share versus competitors?”, I'd start with Profound. Its SKU-level and Shopping analysis is unusually aligned with ecommerce. www.tryprofound.com

If you mainly want “Are we being mentioned in AI answers, which prompts are we winning/losing, and what's our share of voice?” without needing deep product-shopping analysis, OtterlyAI is likely the simpler option. help.otterly.aihelp.otterly.ai

A useful setup is to track prompts like “best [product category] for [use case]”, “[competitor] alternatives”, “best [category] under $X”, and “where to buy [product type]”, rather than simply monitoring your brand name. AI visibility tools themselves recommend conversational, purchase-oriented prompts because those better represent how people use answer engines. www.tryprofound.com

For a small e-commerce team, I’d shortlist these:

1. Profound — best fit if product-level AI Shopping visibility is the priority. Its Shopping Analysis tracks how individual products appear in ChatGPT Shopping, including product placement, pricing, merchant links, and competitive positioning. It also measures overall Visibility Score and Share of Voice across major AI engines. help.tryprofound.com

2. OtterlyAI — best budget-friendly starting point. It monitors brand mentions and website citations across ChatGPT, Perplexity, Google AI Overviews/AI Mode, Gemini, Copilot and Claude, with Share of Voice reporting. Its site currently advertises plans starting at $29/month. otterly.ai

3. Peec AI — worth evaluating if you want a more focused AI-search monitoring product rather than Profound's broader platform. I’d put it on a trial shortlist alongside Otterly.

What I'd choose

If your question is specifically “Are our actual product pages/products showing up when shoppers ask AI for recommendations, and are competitors taking those spots?”, I'd start with Profound. Its e-commerce Shopping Analysis is unusually well aligned with that question. help.tryprofound.comotterly.aihelp.otterly.aiwww.tryprofound.com

If the goal is primarily “What percentage of relevant AI answers mention us versus competitors?” and you're trying to keep costs down, OtterlyAI is probably the more sensible first test. It explicitly tracks Share of Voice and citation visibility. help.otterly.ai

For your team, I'd track at least AI Share of Voice, product mention rate, average position, citation rate for your product pages, competitor mentions, and product/attribute accuracy. That gives you a much better picture than simply counting whether your brand was mentioned. Profound, for example, exposes Share of Voice, position, citations, and platform-level breakdowns. www.tryprofound.com

If you tell me roughly how many products/SKUs you have and your monthly budget, I can narrow this to the best 2–3 options and compare their pricing/features.

For a small ecommerce team, you’re looking for an AI visibility / GEO (Generative Engine Optimization) tracking tool rather than a traditional SEO rank tracker. These tools monitor whether AI assistants recommend your products, which product pages get cited, and your AI share of voice versus competitors. ecommerceguide Viali AI

A few options worth evaluating:

For a small ecommerce team, I’d generally prioritize:

1. Product/SKU-level tracking - “Does AI recommend this product?” rather than only “Does AI mention our brand?”

1. Prompt monitoring

Track buyer-intent questions like: - “Best running shoes for flat feet”

• “Alternatives to [competitor product]”
• “Best gift under $100”

1. Citation/source tracking

You want to know which pages AI systems rely on: - product detail pages

• reviews
• comparison pages
• editorial content

1. Competitor share of voice

A useful metric is: > % of tracked AI answers where your brand/product appears ÷ total brand appearances in those answers

SiftlyIf you’re on Shopify and have a lean marketing team, I’d start by testing a Shopify-native option like Shop Mentions or Surfient. If you’re doing enterprise-scale competitive intelligence, look at Profound. Surfient Shop Mentions DeepSmith

A practical first setup would be ~50–200 customer prompts, your top 20 products, and your top 5 competitors, then measure weekly changes in AI visibility. Surfient

For a small ecommerce team, I’d start with OtterlyAI.

It’s particularly aligned with what you described:

• Tracks AI visibility/share of voice across ChatGPT, Perplexity, Google AI Overviews/AI Mode, Gemini, and Copilot. otterly.ai
• Lets you monitor specific prompts, competitors, mentions, positions, and citations—useful for questions like “best running shoes for flat feet” or “best alternatives to X.”
• It can analyze individual URLs/pages, including crawlability and AI-readiness, so you can connect “we aren't being recommended” to “this product page needs work.” otterly.ai
• It has a relatively accessible starting point compared with enterprise-oriented platforms; current comparisons put entry pricing around $29/month, though you should verify the live plan before buying. www.trylyra.ai

What I'd shortlist

The distinction matters: traditional AI-visibility tools mostly tell you “are we mentioned/cited?”, whereas ecommerce-specific platforms increasingly try to answer “is this particular product eligible/recommended when someone is shopping?” www.trustnoww.com

My pick for your use case: start with OtterlyAI if you primarily want a scoreboard for AI share of voice. If you want to optimize hundreds of actual product pages and measure product-level AI shopping visibility, I'd also evaluate Sixthshop alongside it.

If you tell me roughly how many SKUs/product pages you have and your monthly budget, I can narrow this to the best 2–3 options and compare their pricing, AI engines, URL/product tracking, and share-of-voice metrics.

For a small ecommerce team, I’d shortlist these:

• Peec AI — best fit for straightforward AI share-of-voice tracking. It measures visibility, average position, sentiment, and specifically share of voice versus competitors, while letting you track the prompts that matter to your category. peec.ai
• Otterly AI — best budget/lightweight option. It works more like an AI-search rank tracker, monitoring prompts and whether your brand appears in answers. Current comparisons put entry pricing around $29/month. peec.aiomidsaffari.com
• SixthShop — most ecommerce/product-focused. Unlike general brand-monitoring tools, it looks at individual products/SKUs, how AI interprets them, and whether they're recommendation-ready. www.sixthshop.com
• Profound — best for deeper analytics, but probably overkill initially. It offers share-of-voice, source analysis, prompt-volume estimates, and broader AI-engine coverage, but is oriented more toward larger teams. www.trustnoww.com

My pick for your use case

If the requirement is specifically “How do my product pages show up in ChatGPT/AI search, and what is our share of voice versus competing products?”, I'd start with SixthShop + Peec AI:

SixthShop → product/SKU-level visibility and optimization
Peec → broader brand/category monitoring and competitive share of voice

If you want one inexpensive tool to start measuring the metric, I'd choose Peec AI. It explicitly exposes share of voice rather than making you derive it yourself. peec.ai

If you tell me roughly how many SKUs you have, your ecommerce platform (Shopify/WooCommerce/etc.), and your monthly budget, I can narrow this to the best 1–2 options.

Yes. What you’re looking for is usually called an AI search visibility / AEO / GEO monitoring tool. These tools repeatedly run the kinds of questions shoppers ask and measure whether your brand/products appear, which pages get cited, and how you compare with competitors. technologyadvice.com

For a small ecommerce team, I’d shortlist:

What I'd pick for your use case

If you're a small ecommerce team and specifically care about individual product pages, I'd start with Shop Mentions or OtterlyAI, rather than jumping straight to an enterprise platform.

The important distinction is that you don't just want a generic "brand mentioned 38% of the time" score. You want to be able to answer:

• Which products are being recommended?
• For which shopper prompts?
• On ChatGPT vs. Gemini vs. Perplexity, etc.?
• Which product URL is being cited?
• Which competitors are appearing instead?
• What's our AI share of voice by category/product?
• Is our visibility improving month over month?

Shop Mentions, for example, explicitly exposes product-query tracking, competitor intelligence, AI share of voice and the pages being mentioned. shopmentions.com

If you tell me your ecommerce platform (Shopify, WooCommerce, custom, etc.) and roughly how many SKUs you have, I can narrow this to the 2–3 best tools and compare pricing/features for a small team.

For a small ecommerce team, I’d shortlist these:

1. Searchable — best fit if you care specifically about product-level visibility. It tracks which products, brands, and merchants appear in AI shopping answers and reports product/brand share, competitor coverage, prompts, and category performance. www.searchable.com

2. Yotpo Discover — strongest ecommerce-native option. It maps AI visibility to your catalog and lets you see where individual products land across ChatGPT, Gemini and other AI engines, including competitors and the prompts driving placement. www.yotpo.com

3. Authoritas AI Search — particularly good for formal Share of Voice tracking. It explicitly tracks AI Share of Voice for branded and unbranded product searches, competitor mentions, citations, and changes over time. www.authoritas.com

4. Alhena — worth considering if you want SKU/PDP optimization, not just measurement. It tracks individual products and analyzes how they're actually rendered, priced, and positioned in AI shopping answers, then suggests product-page improvements. alhena.ai

My pick: Start with Searchable if your main question is “Are our products showing up when shoppers ask AI what to buy, and how much visibility do we have versus competitors?” It's unusually aligned with the product-page/ecommerce use case rather than generic brand-mention monitoring.

One other option: if you're already using Google Merchant Center, Google's own AI performance insights now reports product/brand Share of Voice in AI Mode and AI Overviews, although it's currently a limited US pilot rather than a complete cross-assistant tracker. support.google.com

If you tell me whether you're on Shopify, WooCommerce, or another platform and roughly how many SKUs you have, I can narrow this to the 2–3 cheapest/best options for a small team.

Yes. For a small ecommerce team, I’d look first at OtterlyAI.

OtterlyAI tracks how your brand and website appear across ChatGPT, Perplexity, Google AI Overviews/AI Mode, Gemini, Copilot, and Claude, and lets you compare visibility against competitors. It explicitly reports Share of AI Voice based on how often brands are mentioned/cited across tracked prompts. otterly.aiwww.surfient.com

For your use case, I’d shortlist:

The important distinction for ecommerce is product-level citation tracking, not just "does ChatGPT mention our brand?" A good system should tell you things like:

"For best running shoes for flat feet, ChatGPT recommends Competitor A and B, but not your product."

…and ideally show which product page or other source AI cited, your competitor's share, the trend over time, and which prompts you're losing.

My pick: start with OtterlyAI if you want a general-purpose, relatively lightweight solution; investigate Surfient if you're on Shopify and specifically want catalog/product-level AI visibility. Current comparisons also identify Otterly, Profound, and Peec among the leading AI-visibility platforms. www.conbersa.ai

If you tell me roughly how many products you have and your monthly budget (e.g. <$100, $100–500), I can narrow this to the best 2–3 options.

For a small e-commerce team, I’d shortlist these:

My pick for your use case

Start with SearchMention if your primary question is “Are our actual products showing up when shoppers ask AI for recommendations?” Its product-level orientation is unusually well aligned with e-commerce. searchmention.com

If you want a broader AI visibility dashboard covering your brand, competitors and multiple AI search surfaces, I'd choose Otterly. otterly.ai

One other option worth checking: Google Merchant Center now has “AI performance insights” for some U.S. accounts. It reports your product/brand share of voice in Google's AI Mode and AI Overviews and breaks performance down by discovery, evaluation and purchase stages. It's currently a limited pilot, so I'd treat it as a useful free complement rather than your only tracker. support.google.com

For a small team, I'd measure four things:

1. % of relevant AI answers mentioning your products
2. Your share of voice vs. competitors
3. Which product pages AI assistants actually cite
4. Which high-value shopper prompts you're missing from

That gives you something much more actionable than a generic “AI visibility score.”

For a small ecommerce team, I’d shortlist these:

1. Searchable — probably the closest fit if you care specifically about product-level visibility. It tracks which products, brands, merchants, and prompts appear in AI shopping results, including product share and category performance. www.searchable.com

2. Surfient — particularly interesting for Shopify teams. It tracks citations at the product/PDP level, Share of AI Voice by category, competitors, prompts, and multiple engines including ChatGPT, Perplexity, Claude and Google AI Overviews. www.surfient.com

3. Authoritas — stronger if you want more mature retail/ecommerce competitive intelligence. It explicitly supports AI Share of Voice for branded and unbranded product searches, plus product/category tracking and competitor citations. www.authoritas.com

4. Semrush — worth considering if your team already uses Semrush. Its AI Visibility Toolkit measures AI Share of Voice based on brand mentions and position, alongside its conventional SEO tooling. www.semrush.com

One option I'd test first

Searchable or Surfient. Your wording—“how our product pages appear in AI chat assistants”—suggests you need more than brand monitoring. You want to know:

• Which specific products/PDPs get recommended
• Which prompts cause them to appear
• Whether the AI cites your product page
• Your position within the answer
• Which competitors are replacing you
• AI Share of Voice by product/category
• How those metrics change over time

That's much closer to the functionality these ecommerce-focused tools provide than generic brand-mention trackers.

There's also a useful new native option from Google: Merchant Center's AI Performance Insights reports AI Share of Voice and competitor comparisons for Google AI experiences. It's currently a limited US pilot, so availability depends on your Merchant Center account. support.google.com

If you tell me roughly how many SKUs you have and your monthly budget (e.g. <$100, $100–500, $500+), I can narrow this to the 2–3 tools I'd actually trial and compare their current pricing/features.

For a small ecommerce team, I’d start with Peec AI or Otterly AI, rather than an enterprise platform.

These tools are specifically designed to monitor how brands/products surface in AI-generated answers rather than traditional Google rankings. www.conbersa.ai

My pick for your use case: Peec AI

If your key questions are:

• “When someone asks ChatGPT for a product like ours, does our product appear?”
• “Which of our product pages are being cited?”
• “Which competitors are getting recommended instead?”
• “What is our AI share of voice?”
• “Is visibility improving after we change a product page?”

…Peec is probably the first tool I’d trial. It’s positioned more around prompt/response-level research and competitive visibility, which is useful for a small team that needs to turn the data into actual page changes. www.conbersa.ai

Otterly would be my lower-complexity alternative if you mainly want a monitoring dashboard and alerts rather than a deeper analytics workflow. www.conbersa.ai

One important caveat: don't treat a single “AI visibility score” as gospel. AI responses are nondeterministic, so I'd track specific commercial prompts + product/page citations + competitor share of voice, ideally separately for ChatGPT, Gemini, Perplexity, etc. Community testing has also flagged this as an issue with aggregate SOV metrics. www.reddit.com

And this is becoming particularly relevant for ecommerce: recent reporting indicates AI referrals are already producing materially valuable shopping traffic, so measuring which products get recommended is more useful than simply measuring generic brand mentions. www.reuters.com

If you tell me roughly how many SKUs you have (e.g. 50 vs. 5,000) and whether you're on Shopify, I can narrow it down to the best 2–3 options for your team and budget.

For a small ecommerce team, I’d start with Otterly AI.

It’s specifically built to monitor how brands/products appear in AI answers across ChatGPT, Perplexity, Google AI Overviews/AI Mode, Claude, and Copilot, and it reports visibility, citations, competitor share of voice, and trends over time. otterly.ai

My shortlist

Recent comparisons put Otterly at the more accessible end of the market, while Profound is aimed more at enterprise teams. evolveamz.com

For your use case, I'd track more than just brand mentions: product-level appearance, citation/source URLs, position in recommendations, competitor share of voice, and which buyer prompts cause your product pages to appear. AI responses can vary substantially between runs, so look at trends over repeated measurements, rather than treating a single visibility score as definitive. arxiv.org

If you tell me roughly how many SKUs and monthly budget you have, I can narrow this to the best 1–2 options for your team.

For a small ecommerce team, I’d start with OtterlyAI.

OtterlyAI tracks brand/product mentions and citations across ChatGPT, Google AI Overviews/AI Mode, Perplexity, Gemini, Claude, and Copilot. It also reports share of voice against competitors, lets you segment prompts by funnel stage, and can identify which pages are being cited. otterly.ai

My shortlist

One important distinction: if by "how our product pages appear" you mean which exact product URLs get cited/recommended, prioritize a tool that exposes citations/source URLs and prompt-level answers, not just a single "AI visibility score." AI visibility metrics can fluctuate because LLM responses aren't deterministic, so seeing the underlying answers is much more actionable. www.reddit.com

For your use case, I'd probably test OtterlyAI vs. BrandEcho/TopMention first. The ecommerce-specific products are particularly interesting because AI shopping discovery is becoming a meaningful retail channel. www.reuters.com

If you tell me Shopify vs. another platform, approximate number of SKUs, and your monthly budget, I can narrow it to the best 1–2 options.

For a small e-commerce team, I’d start with OtterlyAI. It’s specifically built to monitor how brands/products appear across ChatGPT, Perplexity, Google AI Overviews, Claude, and other AI search surfaces, with visibility, competitor comparison, and share-of-voice tracking. otterly.ai

OtterlyAI

My shortlist

GEOflux is particularly close to what you described: it explicitly tracks visibility across ChatGPT, Gemini and Perplexity, calculates share of voice against competitors, and identifies the sources driving AI recommendations. www.geoflux.ai

GEOflux

If your goal is specifically “Are our individual product pages being recommended, which competitors are taking the recommendations, and what sources/pages are influencing those answers?”, I'd trial OtterlyAI and GEOflux side-by-side. The important thing isn't just a headline SOV percentage—the useful tool is the one that lets you drill down to the exact buyer prompts, AI responses, cited URLs, and competing products. Community comparisons make the same point: prompt-level competitor gaps are much more actionable than an aggregate visibility score. www.reddit.com

For a very low-commitment starting point, Ahrefs' free AI Visibility Checker can show how your brand currently appears across several AI platforms without requiring signup. ahrefs.com

If you tell me roughly how many products/pages you have and your monthly budget (e.g. <$100, $100–500, $500+), I can narrow this to the best 1–2 options for your team.

If your goal is to track how your ecommerce product pages appear in AI chat assistants (ChatGPT, Claude, Gemini, Perplexity, etc.) and measure AI share of voice, you’re looking for tools in the emerging category often called AI visibility tracking, AI search optimization (AISO), or generative engine optimization (GEO).

Some tools to evaluate:

• Profound — Built specifically for tracking brand visibility in AI answers. It monitors how brands appear across AI assistants, including mentions, competitors, sentiment, and share-of-voice style metrics.
• Peec AI — Focuses on AI search visibility tracking, including prompts, rankings, and competitor comparisons across AI engines.
• Otterly.ai — Tracks brand mentions and performance in AI-generated search results and helps monitor changes over time.
• Writesonic GEO — Offers GEO-focused tracking and optimization workflows for improving visibility in AI answers.
• Semrush AI Visibility Toolkit — Useful if your team already uses Semrush for SEO and wants AI visibility integrated with existing search workflows.

For a small ecommerce team, I’d usually prioritize:

1. Start with Peec AI or Otterly.ai
   • Easier setup
   • Good for monitoring product/category queries
   • Useful for a small marketing team

2. Use Profound if AI visibility is becoming a major acquisition channel
   • Better for enterprise-style reporting
   • Stronger competitor and brand monitoring

3. Pair with your existing analytics stack
   • Google Search Console → traditional search visibility
   • GA4 → traffic/conversions
   • AI visibility tool → whether AI assistants recommend your products

Metrics worth tracking:

• AI share of voice: % of tracked prompts where your brand appears vs competitors
• Citation rate: how often AI assistants reference your product pages
• Product mention rank: whether you appear as the first recommendation, a list item, or not at all
• Competitor displacement: which brands appear instead of yours
• Prompt coverage: which customer questions trigger your products
• Accuracy of product information: whether AI assistants describe price, features, availability, and policies correctly

For ecommerce specifically, make sure the tool can monitor prompts like:

• “best [product category] for [use case]”
• “compare [brand A] vs [brand B]”
• “where can I buy [product type]”
• “best alternatives to [competitor product]”

Those queries are closer to purchase intent than generic brand mentions.

For that specific job, I’d look for an AI-search / AI visibility tracking platform that can:

• monitor how your product pages are cited or recommended in ChatGPT, Gemini, Perplexity, and similar assistants
• track AI share of voice against competitors
• show which prompts/queries trigger your products
• monitor changes over time and identify missing or inaccurate product information

I can identify the best current tools for a small ecommerce team and compare pricing, supported AI assistants, and share-of-voice reporting if you want.

If your goal is specifically to understand how your products and brand appear inside AI assistants (ChatGPT, Gemini, Claude, Perplexity, etc.) and measure AI share of voice, there are several tools built for that emerging category.

For a small ecommerce team, I'd group them like this:

For ecommerce specifically, SkuLift is one of the few tools built around online stores rather than general brand visibility. It measures how often your brand and products appear across ChatGPT, Claude, Gemini, and Perplexity for a chosen set of shopping queries, then tracks changes over time. www.skulift.comwww.reuters.com

If you're already using Google Merchant Center, keep an eye on its new AI reporting. Google has begun rolling out AI Performance Insights, which includes:

• AI share of voice versus competitors
• Discovery, evaluation, and purchase-stage visibility
• Conversational queries customers use
• Product attribute gaps that affect AI recommendations

It's currently rolling out gradually, but it's likely to become one of the most valuable free data sources for ecommerce merchants. support.google.com

For a small Shopify or WooCommerce team, a practical stack would be:

• Google Merchant Center AI Performance Insights (when available)
• One dedicated AI visibility platform such as SkuLift or Siftly
• Your existing analytics (GA4 or Shopify Analytics) to measure AI referral traffic

This combination lets you answer questions like:

• Which product pages are AI assistants recommending?
• Which competitors are mentioned instead of us?
• How has our AI share of voice changed over time?
• Which prompts or shopping questions generate mentions?
• Which product attributes or content are missing?

This matters because AI assistants are increasingly influencing ecommerce discovery and purchases, and retailers are actively optimizing their product content to appear in AI-generated shopping recommendations. www.skulift.comwww.reuters.com

For a small ecommerce team, you’re looking for an AI search visibility / GEO (Generative Engine Optimization) monitoring tool. These tools track whether your products, brand, and pages appear in answers from ChatGPT-style assistants, which sources get cited, and your share of voice vs. competitors. help.otterly.aihelp.tryprofound.com

A few options to evaluate:

For an ecommerce product-page use case, I’d set up tracking around:

• Buyer prompts: “best [product category] for…”, “compare [product A] vs [product B]”, “where can I buy…”
• Product visibility: whether your SKU/product page is mentioned
• Citation share: whether AI assistants cite your domain or competitors
• Share of voice: your percentage of mentions among competing brands
• Recommendation position: whether you appear as a top recommendation or an afterthought
• Conversion signals: AI referral traffic, assisted conversions, and branded search lift (if you can connect analytics)

For a small ecommerce team, I’d usually start with OtterlyAI for monitoring and learning what prompts matter, then consider Profound if AI visibility becomes a major acquisition channel and you need enterprise-style reporting. help.tryprofound.comhelp.otterly.ai

A practical first experiment: pick your top 20 products, define 50–100 customer questions, track them weekly across ChatGPT, Perplexity, Gemini, and AI search results, then optimize the pages that consistently fail to appear. help.otterly.ai

If you're a small ecommerce team, there are now a few tools built specifically to measure AI visibility—how often your products or brand appear in ChatGPT, Gemini, Claude, Perplexity, and similar assistants.

Here are the strongest options:

Best overall: SkuLift

SkuLift is one of the few platforms designed around ecommerce AI visibility rather than traditional SEO. It can:

• Monitor whether your product and category pages appear in AI answers
• Measure AI share of voice against competitors
• Track citations across ChatGPT, Claude, Gemini, and Perplexity
• Show which prompts trigger your products and which competitors are recommended instead www.skulift.com

This is probably the closest fit to what you described.

Best free option: Google Merchant Center

If your products are in Google Merchant Center, Google's new AI Performance Insights provides:

• AI share of voice
• Competitor benchmarking
• Discovery vs. evaluation vs. purchase-stage visibility
• Conversational queries that surface your products

It's currently rolling out more broadly, but it's worth enabling if available. support.google.com

If you're comparing against competitors

Tools like Siftly focus on measuring:

• Overall AI share of voice
• Mentions by platform (ChatGPT, Claude, Gemini, etc.)
• Trends over time
• Topic-level visibility and rankings www.siftly.ai

For a small Shopify store

A practical stack would be:

• Google Merchant Center AI Performance Insights (free, if available) for Google AI visibility.
• SkuLift for cross-platform AI monitoring and competitive AI share of voice.
• Continue using your existing analytics (such as GA4 or Shopify Analytics) to see whether AI assistants are driving referral traffic. Industry data suggests AI-generated shopping referrals are growing and can convert well for ecommerce sites. www.reuters.com

If you tell me your platform (Shopify, WooCommerce, BigCommerce, Magento, etc.) and roughly how many products you have, I can narrow the recommendations to tools that fit your budget and catalog size.

If your goal is specifically to understand how your product pages appear inside AI assistants (ChatGPT, Gemini, Claude, Perplexity, etc.) and measure AI share of voice, there are a few tools that stand out.

For a small ecommerce team, I'd prioritize:

1. SkuLift – Built around AI Share of Voice. It measures how often your brand is cited or recommended across ChatGPT, Claude, Gemini, and Perplexity, and compares you against competitors. www.skulift.com

2. Siftly – Focuses on tracking:
   • AI share of voice
   • Brand mentions
   • Competitor comparisons
   • Visibility trends over time
   • Platform-specific performance (ChatGPT vs. Claude vs. Google AI Overviews, etc.) www.siftly.ai

If you're on Shopify, also keep an eye on Google Merchant Center's AI Performance Insights. Google is rolling out reporting that includes:

• AI Share of Voice
• AI shopping impressions
• Product discovery terms
• Competitive benchmarks

This is especially relevant if Google AI experiences are important to your business. support.google.com

What these tools typically measure

Rather than traditional SEO rankings, AI visibility tools usually report metrics such as:

• Percentage of AI answers that mention your brand ("AI Share of Voice")
• Which competitors are recommended instead
• Which prompts trigger your products
• Whether your product pages are cited as sources
• Sentiment and positioning in AI-generated recommendations
• Visibility changes over time after content or product page updates askylabs.com

This has become increasingly relevant because shoppers are starting product discovery directly in AI assistants, and retailers are actively optimizing their sites to appear in those responses. Recent industry reporting suggests AI-driven shopping referrals are growing and can produce higher-value visits than some traditional channels. www.reuters.com

If you can share:

• approximately how many products you have,
• whether you're on Shopify, WooCommerce, BigCommerce, or another platform,
• and your budget (e.g. under $100/month, $500/month, enterprise),

I can narrow the recommendations to the tools that are the best fit for your team.

For a small ecommerce team, you’re looking for an AI visibility / GEO (Generative Engine Optimization) tracking platform rather than a traditional SEO rank tracker. These tools monitor whether your products and brand appear in AI-generated recommendations, which sources AI assistants cite, and your share of voice (SoV) versus competitors. ecommerceguide.com

A few options worth evaluating:

For an ecommerce product team, I’d prioritize these capabilities:

1. Product-query tracking
   • “Best running shoes under $150”
   • “Best skincare for sensitive skin”
   • “Alternatives to [competitor]”
   • “Where to buy [category]”

2. Citation/source reporting
   • Does the AI cite your product pages?
   • Does it cite reviews, marketplaces, blogs, Reddit, or competitors instead?

3. Competitor share of voice
   • Your brand mentioned in X% of relevant answers
   • Competitor A mentioned in Y%
   • Trend over time

4. Page-level recommendations
   • Which product pages are invisible?
   • Which content gaps prevent AI recommendations?

For a small team, I’d usually start with:

• Budget-conscious: Prism or GetMint www.searchprism.iowww.getmint.ai
• Already invested in SEO: Ahrefs ahrefs.com
• Serious AI-commerce measurement: MeasureLLM or DeepSmith www.measurellm.comdeepsmith.ai

One practical note: don’t only measure “brand mentions.” For ecommerce, the important metric is often “recommended product visibility”—whether an AI assistant chooses your SKU/product page when a shopper is ready to buy. AI shopping behavior is becoming an important discovery channel for retailers. www.reuters.com

If you share your store size (Shopify/DTC vs marketplace, number of SKUs, and monthly budget), I can narrow this to a short list.