irobot.com
Gemini · gemini-2.5-flash · HTTP · Target irobot.comA measurement at one moment, not a verdict · MethodologyAI agents can access irobot.com, but struggle to complete most tasks natively due to missing AI-specific navigation files and heavy reliance on external search.
Publish llms.txt+778 → 85
All of them together: 94 (A)
Projected from the audit record. After fixing, re-run the task or re-measure to confirm.
Agents successfully accessed the homepage and completed tasks related to pricing, comparisons, and signups natively. However, the overall task success rate is only 30%, with 7 out of 10 tasks resulting in partial or complete failure. The absence of an /llms.txt file and standard /sitemap.xml forces agents to guess URLs or rely on external search engines, leading to 404 errors especially for shipping and stock. Consequently, for critical intents like stock and policy, agents failed to cite the site's own URLs, meaning users receive third-party information instead of official data.
What works
- The site does not block AI agents and returns a healthy HTTP 200 status on the homepage.
- Pricing, comparison, and signup intents were completed successfully and natively without relying on external search.
- A robots.txt and sitemap_index.xml are present and accessible to agents.
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
- First byte after 597ms
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 — present
- /robots.txt — present
Evidence
- 153 links in the raw HTML
Evidence
- outcome success · verdict full
- the final answer cited this site
- site-guided navigation 100%
- 2xx rate 100%
- done_unaided
Evidence
- outcome success · verdict partial
- the final answer cited this site
- site-guided navigation 17%
- 2xx rate 67%
- done_big_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 20%
- 2xx rate 80%
- done_big_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 failed
- the final answer cited no URL from this site
- site-guided navigation 0%
- 2xx rate 100%
- done_big_detour
Evidence
- outcome success · verdict full
- the final answer cited this site
- site-guided navigation 100%
- 2xx rate 100%
- done_unaided
Evidence
- outcome success · verdict partial
- the final answer cited this site
- site-guided navigation 0%
- 2xx rate 100%
- done_big_detour
Evidence
- outcome success · verdict partial
- the final answer cited this site
- site-guided navigation 0%
- 2xx rate 100%
- done_big_detour
Evidence
- outcome success · verdict full
- the final answer cited this site
- site-guided navigation 67%
- 2xx rate 100%
- done_unaided
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 | |
|---|---|---|---|---|---|---|
| find pricing | Full | 100% | 100% | 100% | Yes | |
| shipping & returns | Partial | 100% | 67% | 17% | Yes | |
| is it available | Failed | 0% | 0% | 0% | No | |
| get support | Partial | 100% | 80% | 20% | Yes | |
| contact a human | Partial | 100% | 100% | 50% | Yes | |
| refund policy | Failed | 67% | 100% | 0% | No | |
| compare two options | Full | 100% | 100% | 100% | Yes | |
| latest notice | Partial | 100% | 100% | 0% | Yes | |
| find a branch | Partial | 100% | 100% | 0% | Yes | |
| create an account | Full | 100% | 100% | 67% | Yes |
About this report
- Measured
- 9/10/2026, 9:30:35 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.