FoundInAI: AEO & AI Visibility vs Comergent AEO Agentic Commerce
Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Nov 3, 2026 for FoundInAI, Nov 8, 2026 for Comergent AEO Agentic Commerce.
The short answer
- Only FoundInAI lists a free plan.
- FoundInAI lists 5 features Comergent AEO Agentic Commerce’s listing doesn’t mention, including Analytics, Competitor analysis, Rank tracking.
Head to head
- United States
- India
- United Kingdom
Momentum
New reviews each month
Review pace is the clearest public read on how fast an app is winning new merchants.
Free
- · 1 hero product, checked at install
- · 1 manual check per 30 days
- · Asked on 5 AI assistants
- · llms.txt, generate once
Basic
- · 1 hero product, re-read weekly
- · 1 product fix suggestion a week
- · 10 more products, checked monthly
- · 5 manual checks per day
- · Answer monitoring for 3 prompts
- · Everything in Free
Starter
- · 15 manual checks per day
- · 2 PDF reports per month
- · 3 hero products, re-read weekly
- · 3 product fix suggestions a week
- · 30 more products, checked monthly
- · Answer monitoring for 5 prompts
Pro
- · 10 hero products, re-read twice a week
- · 100 more products, checked monthly
- · 25 manual checks per day
- · 5 product fix suggestions a week
- · Everything in Starter
- · GA4 AI traffic dashboard
Tiered Pricing
- · Agentic Feed - Optimize Products for AI
- · ChatGPT Ads - Track & Optimize Ads
- · Collection and Product Page Optimization
- · Competitor Watch - AI Ranking
- · Content Sonic - Content Optimization
- · Granular Analytics and Reporting
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureFoundInAI asks five AI assistants what shoppers ask about your store and your hero products, then shows each answer word for word: who was named, who was named instead, and what to fix first. It writes the llms.txt file AI assistants read and publishes it to your theme only when you click. After a fix, it asks the same questions again so you can compare two dated snapshots.
Turn AI shoppers into buyers by getting your store cited in ChatGPT, Gemini, Perplexity, Claude and other LLMs with a complete GEO and AEO toolkit. Comergent automatically generates and refreshes your LLMs.txt, optimizes product content and FAQs for AI answers, and tracks which prompts, queries, and AI channels are actually recommending your store.
- Scan your store's AI visibility and get a score with actionable fixes
- Generate and upload llms.txt so AI tools accurately describe your brand
- Track if ChatGPT, Perplexity & Claude mention your store in real time
- Creates unique llms.txt file for your store
- ChatGPT, Gemini, Perplexity, Claude search results
- Make crawling and discoverability easy for LLM tools.
All the numbers
Every figure, side by side
A green dot marks the app ahead on a measured figure. Estimates, gaps and apps that leave no storefront trace never take the lead.
Adoption
| Measure |  FoundInAI |  Comergent AEO Agentic Commerce |
|---|---|---|
| Detected stores | Not published | 40 |
| Net store change, 28 days | 0 | 0 |
| Stores added, 28 days | Not enough data | Not enough data |
| Big-brand share | Not enough data | Not enough data |
| Top store categories | Not published | Apparel & Accessories, Home & Garden, Health & Beauty |
| Top store countries | Not published | United States, India, United Kingdom |
Reviews
| Measure | FoundInAI | Comergent AEO Agentic Commerce |
|---|---|---|
| App Store rating | Not published | 4.3 ★ |
| App Store reviews | Not published | 13 |
| New reviews, 28 days | Not enough data | Not enough data |
| Reviewers a year or more in | Not enough data | Not enough data |
Pricing
| Measure | FoundInAI | Comergent AEO Agentic Commerce |
|---|---|---|
| Free plan | Yes | Not listed |
| Lowest paid monthly plan | $9/month | No monthly plan listed |
| Longest free trial | 7 days | Not listed |
| Plans listed | 4 | 1 |
Listing
| Measure | FoundInAI | Comergent AEO Agentic Commerce |
|---|---|---|
| Shopify category rank | #485 | #176(ahead) |
| Shopify App Charts | Not on this week’s charts | Not on this week’s charts |
| Built for Shopify | No | Yes |
| Launched | Aug 3, 2026 | Apr 7, 2025 |
| Languages | 4 | 1 |
| Developer | IDMB&LHMH HOLDINGS INC. | Comergent AI |
FAQ
FoundInAI and Comergent AEO Agentic Commerce: common questions
- Is FoundInAI or Comergent AEO Agentic Commerce cheaper?
- Only FoundInAI lists a free plan. Shoplist compares base prices only between monthly plans in the same currency; usage charges and annual plans vary, so check each plan’s limits.
- What features does each app list that the other doesn’t?
- FoundInAI lists 5 the others don’t mention, such as Analytics, Competitor analysis, Rank tracking, Reporting. Comergent AEO Agentic Commerce lists 4 the others don’t mention, such as Automations, Content optimization, Metadata optimization, Website traffic. A feature missing from a listing may still be supported; this compares what each App Store listing says.
- Where does this comparison’s data come from?
- Shoplist crawls Shopify storefronts to detect which apps each store runs, and reads each app’s Shopify App Store listing for reviews, pricing, features and integrations. Store counts are as of Nov 3, 2026 for FoundInAI, Nov 8, 2026 for Comergent AEO Agentic Commerce; estimated figures are labeled.
How Shoplist compares apps
Store counts come from Shoplist’s crawl of Shopify storefronts, which detects the apps each store runs; they are as of Nov 3, 2026 for FoundInAI, Nov 8, 2026 for Comergent AEO Agentic Commerce. Reviews, ratings, plans, features and integrations come from each app’s Shopify App Store listing. 28-day figures are labeled when estimated, and a figure that is missing or estimated never decides who leads. Read the methodology.