| What it does | Compare LLMs with evidence, not vibes
| Measure how AI agents read your website and generate fixes in 30 seconds
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| Stage | Not given
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| Founded | Not given
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| Based in | Not given
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| Pricing model | Free
| Freemium
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| Pricing | Not given
| Free: full diagnosis and public result page; Fix pack: $15 USD one time (eight files for one domain, $5 USD per additional domain); Agency: $29 USD per month (weekly re-scans of up to 10 domains, 50 questions pooled, verified crawler analytics, fix pack per domain); Enterprise: from $179 USD per mon
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| Key features | - Compare up to 1,080 language, vision and embedding models
- Track 279 benchmarks with 7,082 results
- Side-by-side model comparison tool
- Model Leaderboard ranked by benchmark performance
- API Cost Calculator for workload estimation
- Coding-specific model guides
- Benchmark explorer with evaluation conditions
- Traceable source links for all data
- Community notes and ratings on model pages
- API price verification with dates
| - Fetch site as 5 AI clients (ChatGPT, Claude, Perplexity, Google-Extended, Apple)
- Grade and six category scores with 25 published checks
- Generate eight-file fix pack (llms.txt, robots.txt, WAF rule, JSON-LD, markdown, prompts)
- Verified crawler detection against vendor addresses and reverse DNS
- Share of voice against named competitors
- Public shareable result pages
- 30-second diagnosis
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| What makes it different | - Every figure traceable to published source with verification dates
- Evaluation modes labeled separately, not blended into single scores
- Missing data left blank instead of guessed
- Real workload API cost estimation tool
- Powered by DataLearner open AI data platform
| - Only tool showing what each AI client (ChatGPT, Claude, Perplexity) actually retrieves from your site side-by-side
- Free diagnosis for everyone; pay only for fixes or monitoring
- Verified crawler validation to distinguish real AI crawlers from imposters in your logs
- Auto-generated fix files ready to upload or feed to coding agents
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 11 ▲ +1 (up) since last check | 2 ● no change since last check |
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| Trust Flow (Majestic) | 17 | 3 |
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| Citation Flow (Majestic) | 40 | 20 |
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| Referring domains (Majestic) | 33 | 11 |
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LLMLearner
BotReady