starbucks.com
Gemini · gemini-2.5-flash · HTTP · Target starbucks.comA measurement at one moment, not a verdict · MethodologyAI agents can access Starbucks.com and handle basic inquiries, but fail to retrieve first-party data for stock and latest products due to poor internal routing.
Publish llms.txt+782 → 89
All of them together: 98 (A)
Projected from the audit record. After fixing, re-run the task or re-measure to confirm.
Agents successfully accessed the site without encountering bot blocks, achieving an 82% on-site discovery rate. They easily navigated to standard pages like support, contact, and signup using native links. However, the overall task success rate is only 40% because agents struggled with dynamic or specific queries like stock, latest products, and policies. For these tasks, agents were forced to rely on external search bridges, and in the case of stock and latest items, they failed to cite Starbucks' own URLs entirely. The lack of an llms.txt file leaves agents guessing at URLs, which leads to dead ends and reliance on third-party information.
What works
- The site is fully accessible to AI agents with a 200 HTTP status and no bot blocking.
- Support, contact, and signup intents succeed natively with 100% reliability and on-site discovery.
- Standard crawler files like sitemap.xml and robots.txt are present and properly configured.
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
- no bot blocking observed
- Cookie consent banner: TrustArc
- First byte after 215ms
Evidence
- /llms.txt — absent (HTTP 404)
- /llms-full.txt — absent (HTTP 404)
- /sitemap.xml — present
- /sitemap-index.xml — absent (HTTP 404)
- /sitemap_index.xml — absent (HTTP 404)
- /robots.txt — present
Evidence
- 92 links in the raw HTML
Evidence
- outcome success · verdict partial
- 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 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 0%
- done_small_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 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 full
- the final answer cited this site
- site-guided navigation 0%
- 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 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 100%
- 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 | Partial | 100% | 100% | 100% | Yes | |
| shipping & returns | Partial | 100% | 100% | 50% | Yes | |
| is it available | Failed | 0% | 0% | 0% | No | |
| get support | Full | 100% | 100% | 100% | Yes | |
| contact a human | Full | 100% | 100% | 100% | Yes | |
| refund policy | Partial | 100% | 100% | 0% | Yes | |
| compare two options | Full | 67% | 100% | 0% | Yes | |
| latest notice | Failed | 50% | 100% | 0% | No | |
| find a branch | Partial | 100% | 100% | 0% | Yes | |
| create an account | Full | 100% | 100% | 100% | Yes |
About this report
- Measured
- 9/10/2026, 9:17:21 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.