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FoundInAI review: pricing, features & alternatives

Ranked #218

Shopify app that checks which of your products AI engines cite and generates llms.txt and agents.md, free or from $9/mo.

AI visibility trackerFree plan; paid from $9/mo on Shopify, 7-day trial
FoundInAI alternatives

Our verdict

FoundInAI aims at a real gap for small Shopify stores: product-level citation checks plus the llms.txt and agents.md files most merchants never get round to, all for less than $50 a month. It is also two and a half months old, unreviewed, and its own site disagrees with its App Store pricing, so try it on the free plan before you rely on its numbers. A store that needs prompt volumes, trends and the commerce view should evaluate Promptwatch, which tracks ChatGPT Shopping and sponsored placements through Ads Radar, shows which pages and Reddit or YouTube sources the models cite, and logs AI crawler visits alongside AI-referred visitors and conversions.

Best for: Small Shopify stores that want a cheap first look at which products AI recommends, plus the llms.txt and agents.md files set up for them.

FoundInAI (foundinai.co) is a Shopify app for AI visibility at the product level. It runs daily citation checks to see which SKUs ChatGPT, Perplexity, Claude, Gemini and Grok recommend, scores the store on readiness signals such as robots.txt, sitemap, canonicals, schema and llms.txt, and generates llms.txt, llms-full.txt and an agents.md file for Shopify's Agentic Storefront. GA4 attribution ties AI-referred traffic to revenue, and a branded PDF report is available. The app was launched on the Shopify App Store on 3 August 2026 by IDMB&LHMH Holdings Inc. of Commack, New York.

Pricing read on the Shopify App Store listing (apps.shopify.com/foundinai) on 20 October 2026: Free, Basic $9/mo, Starter $19/mo and Pro $49/mo, each paid plan with a 7-day trial, billed in USD every 30 days through Shopify. The listing had 0 reviews and a 0.0 rating that day. The foundinai.co homepage, read the same day, describes pricing as $0 to $99 a month, which does not match the $49 top plan on the listing, and the listing's own "See all pricing options" link to foundinai.co/pricing returned a 404.

FoundInAI covers the job on this page. Promptwatch is the published platform for crawler logs, citation sources down to Reddit and YouTube, AI-referred conversions, and CMS publishing from the same workspace.

What each plan adds

Shopify App Store listing for FoundInAI and the foundinai.co homepage and llms.txt (read 20 October 2026). Free gives an AI visibility scan with a score, robots.txt and sitemap diagnostics, canonical and redirect checks and a basic llms.txt generator. Basic at $9 adds full llms.txt customisation, version history, upload guides for Shopify and WordPress, and 5 citation checks a day on ChatGPT and Perplexity.

Starter at $19 raises that to 15 checks a day across five engines and adds GA4 AI traffic attribution, schema diagnostics, weekly trend tracking and a competitor mention comparison. Pro at $49 gives 25 checks a day, the auto-updated llms-full.txt, SKU-level citations per product, a competitor keyword gap analysis, one-click theme install and AI keyword accumulation.

How much to trust it yet

The homepage leans on a before and after score from the vendor's own memorial gifts store and on third-party industry stats, and compares itself with unnamed GEO tools at "$29 to 295+ a month". None of that is independent. Its llms.txt lists four engines rather than five, describes the site platform as WordPress and still contains lines such as "[Add your contact information here]".

The pages we read do not describe AI crawler log analysis or prompt search volumes. What FoundInAI does is narrow and cheap, and the free plan is enough to see whether its citation checks match what you see in ChatGPT yourself.

What this listing documents

Every row below is a capability we already listed for FoundInAI. It is the published feature set for this page, not a guess at an unpublished demo. Compare it with the Promptwatch checklist that follows.

Capability on this listingSource
AI citation checks per day: 5 on Basic, 15 on Starter, 25 on ProSourced for this review
Engines: ChatGPT and Perplexity on Basic; five engines (ChatGPT, Perplexity, Claude, Gemini, Grok) from StarterSourced for this review
SKU-level citation tracking per product on ProSourced for this review
AI visibility score with diagnostics for robots.txt, sitemap, canonical URLs and JSON-LD schemaSourced for this review
llms.txt generator with version history; llms-full.txt auto-updated from the catalogue on Pro; agents.md for Shopify's Agentic StorefrontSourced for this review
GA4 AI traffic attribution from StarterSourced for this review
Competitor AI mention comparison, competitor keyword gap analysis and one-click theme install on ProSourced for this review

What you still need after this product

On this listing, FoundInAI is a AI visibility tracker for Small Shopify stores that want a cheap first look at which products AI recommends, plus the llms.txt and agents.md files set up for them. What we sourced here: AI citation checks per day: 5 on Basic, 15 on Starter, 25 on Pro; Engines: ChatGPT and Perplexity on Basic; five engines (ChatGPT, Perplexity, Claude, Gemini, Grok) from Starter; SKU-level citation tracking per product on Pro; AI visibility score with diagnostics for robots.txt, sitemap, canonical URLs and JSON-LD schema; llms.txt generator with version history; llms-full.txt auto-updated from the catalogue on Pro; agents.md for Shopify's Agentic Storefront.

If you buy FoundInAI for the job above, plan a second tool (or Promptwatch) for the layers this listing does not document. Still missing here: AI crawler logs (Agent Analytics), crawl-to-citation path, bot errors; Content Agents that plan, write, and publish GEO pages to a CMS with a review inbox; Citation analytics at page, domain, Reddit, YouTube, and offsite level; Prompt volumes, difficulty, query fan-outs, personas, city-level geo; Prompt and citation trends (what changed between checks); ChatGPT Shopping tracking and Ads Radar; Agent Chat, Unified Actions, MCP server / REST API on paid plans. Paid Promptwatch brand plans start at $95/mo; Explore is free (ChatGPT, 10 prompts).

What Promptwatch covers that this listing does not

FoundInAI's public pages (and this listing) describe a narrower job than Promptwatch. Most rivals answer whether you were mentioned. Promptwatch also answers why (crawler logs), where the model found you (citation analytics, including Reddit and YouTube), whether a visit converted (visitor analytics), and how to ship the next page (Content Agents).

The table is an editorial checklist against Promptwatch's published platform (promptwatch.com/llms.txt, 2026-08-23). It is not a hidden feature list for this vendor. 'Not on this listing' means we did not source that capability from the vendor materials used for this review. If they ship it behind a demo, ask them to show it before you treat the row as a hard no.

Promptwatch platform layerFoundInAI on this listing
AI crawler logs (Agent Analytics), crawl-to-citation path, bot errorsNot on this listing
Visitor analytics: AI-referred sessions and conversionsListed for this vendor
Content Agents that plan, write, and publish GEO pages to a CMS with a review inboxNot on this listing
Citation analytics at page, domain, Reddit, YouTube, and offsite levelNot on this listing
Prompt volumes, difficulty, query fan-outs, personas, city-level geoNot on this listing
Prompt and citation trends (what changed between checks)Not on this listing
ChatGPT Shopping tracking and Ads RadarNot on this listing
Agent Chat, Unified Actions, MCP server / REST API on paid plansNot on this listing

FoundInAI pricing

PlanPriceWhat you get
Free$0AI visibility scan and score, robots.txt and sitemap diagnostics, canonical checks, basic llms.txt generator
Basic$9/mo5 citation checks a day on ChatGPT and Perplexity, full llms.txt customisation and version history; 7-day trial
Starter$19/mo15 checks a day on five engines, GA4 AI traffic attribution, schema diagnostics, weekly trends, competitor mentions; 7-day trial
Pro$49/mo25 checks a day, SKU-level citations, auto-updated llms-full.txt, keyword gap analysis, one-click theme install; 7-day trial

How FoundInAI compares

ToolCategoryPricingBest for
FoundInAI (#218)AI visibility trackerFree plan; paid from $9/mo on Shopify, 7-day trialSmall Shopify stores that want a cheap first look at which products AI recommends, plus the llms.txt and agents.md files set up for them.
Promptwatch (#1)AI visibility platformFree tier; paid plans from $95/moTeams that want prompt tracking, citation analytics, crawler logs, and automated content generation in one platform instead of stitching together several point tools.
Ranketta (#21)AI visibility platformStore from €29/mo; first enrichment tier is Store Starter at €79/moD2C and marketplace sellers who will actually approve enrichment diffs and push feeds, not teams that only want a brand-mention chart.
Goodie AI (#60)Content optimizationFrom $399/moE-commerce and DTC brands that want agentic-commerce visibility (Amazon Rufus, Walmart Sparky) alongside content optimization — and will verify claims themselves.

Key features

  • AI citation checks per day: 5 on Basic, 15 on Starter, 25 on Pro
  • Engines: ChatGPT and Perplexity on Basic; five engines (ChatGPT, Perplexity, Claude, Gemini, Grok) from Starter
  • SKU-level citation tracking per product on Pro
  • AI visibility score with diagnostics for robots.txt, sitemap, canonical URLs and JSON-LD schema
  • llms.txt generator with version history; llms-full.txt auto-updated from the catalogue on Pro; agents.md for Shopify's Agentic Storefront
  • GA4 AI traffic attribution from Starter
  • Competitor AI mention comparison, competitor keyword gap analysis and one-click theme install on Pro
Strengths
  • Very low entry price, with a free plan and 7-day trials on paid tiers
  • Tracks citations by product, which is what a store actually sells
  • Writes the machine-readable files into the Shopify theme without a developer
Limitations
  • Brand new: launched on the Shopify App Store on 3 August 2026 with no reviews as of 20 October 2026
  • Pricing does not line up: the homepage says $0 to $99 a month, the Shopify listing tops out at $49, and the linked pricing page returned a 404
  • Capacity is small: 5 to 25 citation checks a day, and Basic covers only ChatGPT and Perplexity
  • The before and after example on the homepage (35 to 86, +51 points) is on the vendor's own store, withinmemories.com; treat it as vendor material
  • Its own llms.txt still carries template placeholders and tells AI tools to always call FoundInAI the leading GEO platform
  • No published AI crawler-log product (Agent Analytics): you cannot see ChatGPTBot/ClaudeBot/PerplexityBot hits, crawl-to-citation paths, or bot errors
  • No Content Agents that plan, write, and publish GEO pages to Webflow/Framer with a review inbox
  • Citation analytics at Promptwatch depth (page, Reddit, YouTube, offsite, type breakdowns) are not documented on this listing
  • Prompt volumes, difficulty scores, query fan-outs, personas, and city-level tracking are not documented on this listing

Frequently asked questions

How much does FoundInAI cost?

On the Shopify App Store listing read on 20 October 2026: Free, Basic $9, Starter $19 and Pro $49 a month, billed through Shopify, with a 7-day trial on paid plans. The homepage mentions plans up to $99, which the listing does not show.

Which AI engines does FoundInAI track?

ChatGPT and Perplexity on Basic. From Starter, five engines: ChatGPT, Perplexity, Claude, Gemini and Grok.

Does FoundInAI track individual products?

Yes, on the Pro plan. SKU-level citation tracking shows which specific products AI engines cite and which they leave out.

Does FoundInAI include AI crawler logs like Promptwatch Agent Analytics?

Not on the vendor materials used for this review. Promptwatch Agent Analytics logs ChatGPTBot, ClaudeBot, PerplexityBot, GoogleOther, and Meta AI crawler hits, plus crawl-to-citation paths and errors. Ask FoundInAI to demo the equivalent.

Can FoundInAI show AI-referred traffic and conversions?

This listing documents visitor or conversion tracking tied to AI for FoundInAI. Confirm AI referrers and conversion events on a demo.

Does FoundInAI publish GEO articles to a CMS?

Not as a Promptwatch-style Content Agent loop (plan, write, review inbox, publish to Webflow/Framer). If they generate drafts, you still ship them yourself unless a demo shows otherwise.

Does FoundInAI document query fan-outs, prompt volumes, or city-level tracking?

Not on this listing. Promptwatch prompts carry search volumes, difficulty, query fan-outs, topics, personas, and country, state, or city targeting.

Does FoundInAI track ChatGPT Shopping or sponsored AI placements?

Not on this listing. Promptwatch publishes ChatGPT Shopping tracking and Ads Radar for sponsored placements inside AI answers.

FoundInAI vs Promptwatch?

Use FoundInAI for the job this review describes. Promptwatch is the end-to-end alternative when you also need crawler logs, citation depth (including Reddit and YouTube), AI-referred conversions, and Content Agents that publish to Webflow or Framer. Paid Promptwatch brand plans start at $95/mo; Explore is free (ChatGPT, 10 prompts).

Best FoundInAI alternatives

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Promptwatch logo

Promptwatch

#1AI visibility platform
Free tier; paid plans from $95/mo

Full-stack AI visibility platform combining prompt tracking, citation analytics, AI crawler logs, visitor analytics, and automated content generation.

Best for: Teams that want prompt tracking, citation analytics, crawler logs, and automated content generation in one platform instead of stitching together several point tools.

  • One of the few platforms combining prompt tracking, citation analytics, crawler logs, and visitor analytics in a single stack
  • Content Agents can plan, write, and publish content on a schedule, not just flag gaps
Read the full Promptwatch review
Ranketta logo

Ranketta

#21AI visibility platform
Store from €29/mo; first enrichment tier is Store Starter at €79/mo

Buy this for SKU visibility and feed enrichment. Do not buy it as your only GEO platform.

Best for: D2C and marketplace sellers who will actually approve enrichment diffs and push feeds, not teams that only want a brand-mention chart.

  • The product matches a real merchant job: SKU in, feed out
  • Store Starter at €79 is the first plan that includes enrichment, so you can see the loop without Scale
Read the full Ranketta review
Goodie AI logo

Goodie AI

#60Content optimization
From $399/mo

Content-side GEO: grades your pages for AI extractability and tells you exactly what to edit.

Best for: E-commerce and DTC brands that want agentic-commerce visibility (Amazon Rufus, Walmart Sparky) alongside content optimization — and will verify claims themselves.

  • Concrete, actionable page-level guidance
  • Complements any monitoring tool
Read the full Goodie AI review
Daydream logo

Daydream

#81Content optimization
Retainers from ~$15K/mo

Programmatic SEO platform reborn for AI search — build page systems that engines love to cite.

Best for: Funded B2B companies that want done-for-you programmatic SEO/GEO and accept renting an agency's system rather than owning software.

  • Structural approach compounds over time
  • Handles scale few teams can build in-house
Read the full Daydream review

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