Sample deliverable
AI-readiness scan: chatwith.tools
Public data only, run October 27, 2026. This is the technical section of an audit.
We have no connection to chatwith.tools. We picked it as a public example.
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Score: 8 out of 10
Good foundations: an llms.txt file, a sitemap, Organization, SoftwareApplication and AggregateOffer schema, and about 1,200 words of crawlable text on key pages.
Finding 1 (high impact): AI crawlers are blocked
- Blocked in robots.txt: GPTBot, ClaudeBot, Google-Extended and CCBot.
- These feed model training and some AI answer features.
- Result: ChatGPT, Claude and Gemini may be less likely to know the product.
- OAI-SearchBot and PerplexityBot are allowed, so live search citations can still happen.
Fix: make the policy a deliberate choice. If the goal is to be recommended, allow GPTBot and ClaudeBot on marketing pages and keep app and user-data paths blocked.
Finding 2: no FAQ schema
Answer engines pull out question-and-answer blocks. Adding FAQPage schema to the pricing and comparison pages is a quick win.
How it compares
| Site | Score | What we found |
|---|---|---|
| chat-data.com | 9/10 | Best prepared of the four. |
| chatwith.tools | 8/10 | Has llms.txt, a sitemap and product schema, and about 1,200 words of crawlable text. But robots.txt blocks GPTBot, ClaudeBot, Google-Extended and CCBot. No FAQPage schema. |
| openassistantgpt.io | 6/10 | No schema markup and no llms.txt. |
| seobotai.com | 6/10 | No schema markup and no llms.txt. |
Public scan, October 27, 2026. Technical readiness only; a full audit adds the prompt testing.
What a full audit adds
- 40 prompts tested against named competitors, run on two different days.
- The sources each AI engine cites.
- A ranked 30-day fix plan and a recorded walkthrough.