airbnb.com
Gemini · gemini-2.5-flash · HTTP · Target airbnb.comA measurement at one moment, not a verdict · MethodologyAI agents cannot complete any tasks using only Airbnb's internal navigation, forcing them to rely on third-party search results for critical information like pricing and fees.
Publish llms.txt+669 → 75
All of them together: 93 (A)
Projected from the audit record. After fixing, re-run the task or re-measure to confirm.
Agents successfully accessed the homepage but failed to complete a single task using only the site's internal pathways. Because foundational machine-readable files like /llms.txt and /sitemap.xml are missing, agents were forced to guess URLs, resulting in frequent 404 errors. Consequently, for critical intents like pricing, fees, and comparisons, agents abandoned the site entirely and relied on external search engines. This means users querying AI about Airbnb's fees or latest updates are receiving answers based on third-party data rather than Airbnb's own content.
What works
- The homepage is accessible to AI agents without bot-blocking (HTTP 200).
- Agents successfully discovered and cited first-party URLs for booking, support, contact, policy, and documentation intents.
What to fix
For each item: its current state, why it matters, how to fix it and how to check. The same content comes as files you can hand straight to whoever does the work.
Putting the items together…
Fix files
Files generated from this audit. Paste them in, or hand them to a coding agent. Have someone review them before they go live.
Building the fix files…
Detailed results
The results behind the score, and the measurement record.
Evidence
- homepage HTTP 200
- redirect hops: 1
Evidence
- robots.txt contains Disallow rules
- Cookie consent banner: OneTrust
- First byte after 443ms
Evidence
- /llms.txt — absent (HTTP 404)
- /llms-full.txt — absent (HTTP 404)
- /sitemap.xml — absent (HTTP 404)
- /sitemap-index.xml — absent (HTTP 404)
- /sitemap_index.xml — absent (HTTP 404)
- /robots.txt — present
Evidence
- 151 links in the raw HTML
Evidence
- outcome success · verdict partial
- the final answer cited this site
- site-guided navigation 80%
- 2xx rate 100%
- done_unaided
Evidence
- outcome success · verdict failed
- the final answer cited no URL from this site
- site-guided navigation 0%
- 2xx rate 0%
- done_small_detour
Evidence
- outcome success · verdict failed
- the final answer cited no URL from this site
- site-guided navigation 0%
- 2xx rate 0%
- done_small_detour
Evidence
- outcome success · verdict partial
- the final answer cited this site
- site-guided navigation 50%
- 2xx rate 100%
- done_big_detour
Evidence
- outcome success · verdict partial
- the final answer cited this site
- site-guided navigation 67%
- 2xx rate 100%
- done_big_detour
Evidence
- outcome success · verdict partial
- the final answer cited this site
- site-guided navigation 67%
- 2xx rate 100%
- done_big_detour
Evidence
- outcome failed · verdict failed
- the final answer cited no URL from this site
- site-guided navigation 0%
- 2xx rate 0%
- failed_blocked
Evidence
- outcome success · verdict failed
- the final answer cited this site
- site-guided navigation 0%
- 2xx rate 0%
- done_small_detour
Evidence
- outcome success · verdict failed
- the final answer cited no URL from this site
- site-guided navigation 0%
- 2xx rate 50%
- done_big_detour
Evidence
- outcome success · verdict partial
- the final answer cited this site
- site-guided navigation 50%
- 2xx rate 100%
- done_big_detour
WebMCP — what the site declares about itself
This audit ran with the WebMCP check switched off. That does not mean there are no tools — it means we did not look. Turn on "Check WebMCP" when re-auditing.
Act-stage check (nothing submitted)
Checks whether an agent could fill in the forms and press the buttons, up to the point of pressing. No form was submitted, nothing added to a cart, nothing paid. Report only; not scored.
Per-task results
| Task | Verdict | Own-site share | Request success | Followed guidance | Cited own site | |
|---|---|---|---|---|---|---|
| book an appointment | Partial | 100% | 100% | 80% | Yes | |
| find pricing | Failed | 0% | 0% | 0% | No | |
| fees & rates | Failed | 0% | 0% | 0% | No | |
| get support | Partial | 100% | 100% | 50% | Yes | |
| contact a human | Partial | 100% | 100% | 67% | Yes | |
| refund policy | Partial | 100% | 100% | 67% | Yes | |
| compare two options | Failed | 0% | 0% | 0% | No | |
| find a branch | Failed | 0% | 0% | 0% | Yes | |
| latest notice | Failed | 100% | 50% | 0% | No | |
| find a document | Partial | 100% | 100% | 50% | Yes |
About this report
- Measured
- 9/10/2026, 10:18:46 PM GMT+9
- Engine
- Gemini · gemini-2.5-flash · HTTP
This is what AI agents could do on the site at the time above, measured by actually using it. It is not a verdict on the site or the company, and the result can change when the site does.