Directory · AI visibility monitoring
Athena — what a crawler receives from athenahq.ai
Website measurement, not a product review. This page records what machine clients received from athenahq.ai. It does not evaluate Athena software, features, pricing or support.
Answer engines can reach and read this site. It needs more it can quote.
AI visibility 78/100, measured 2026-10-04 13:18 UTC from outside its network, as each named AI and search crawler and as a browser. An engine can reach and read this site. What is left is giving it something specific to say.
2
findings
✓
llms.txt on its host
✗
entity map on its host
16
scans on record since 2026-09-01
The three stages, in the order an engine hits a site
Each stage gates the next. An engine that cannot reach a page never reads it; one that cannot read it never quotes it. That is why reach is a ceiling and not just a weight.
Stage 1 · 40% of the score
Reach
Can a named answer-engine crawler get your pages at all?
Every named crawler was served the same page a browser gets.
Stage 2 · 30% of the score
Read
Once it has the bytes, can it find the words?
The content is buried in markup, or the files that guide a crawler are missing.
Stage 3 · 30% of the score
Quote
Is there a specific fact it can state and attribute?
An assistant would have to paraphrase your page instead of quoting a fact.
- Structured data57
- Local presence & NAPn/a
- Claim consistencyn/a
- Authors & trust signals50
- Linked datan/a
- Quotable content50
- Entity corroborationn/a
- Page subjectn/a
The stage to fix first is quote, because the three run in order.
What to fix
2 findings on this site. Every one is named below; the top one is shown in full, free. What we saw, why each matters, how to fix it and the bytes behind it are what a licence buys — or we implement the whole list for you.
2 Note
1The machine files cost more than the pageAn absent agent file answers 404 with 68,075 bytes of HTML on average (/agents.md, /.well-known/agent-skills/index.json, /.well-known/mcp/server-card.json, /.weNote
What we saw
An absent agent file answers 404 with 68,075 bytes of HTML on average (/agents.md, /.well-known/agent-skills/index.json, /.well-known/mcp/server-card.json, /.well-known/api-catalog, /.well-known/media-kit.json) - a crawler probing for a file that is not there pays for a page each time; a short 404 body costs nothing to serve.
Why it matters
A crawler reads robots.txt, the sitemap, llms.txt and the agent files before the first page, and pays for every 404 that answers with a full page. Keep machine files as small as their job allows and serve absent paths with a short 404 body.
How to fix it
Read the evidence below, then change what the server sends at that path. Re-scan to confirm: done is measured, not asserted.
Why this was decided
| Rule | MACHINE_CHAIN_HEAVY · rule pack sv27 · scope route |
|---|---|
| Evaluated | 2026-10-04 13:18:25 UTC |
| Decision | d1:a4749a41e188b846ade9 · finding f1:0e806ca493e26333a883 resolve either at /api/graph/<id> with a key |
| Observer | crawlcheck-worker build 71386c1f · audit v4 |
What it rests on
| Identity | Status | Bytes | sha256 | Kept |
|---|---|---|---|---|
| read: / | 200 | 206,567 | 2ef69f94b2ca | kept |
| read: /robots.txt | 200 | 270 | de76bb187bf4 | already_held |
| read: /sitemap.xml | 200 | 198 | 3c55920e67cc | already_held |
| read: /sitemap_index.xml | 404 | 68,075 | 144576b70162 | kept |
| read: /wp-sitemap.xml | 404 | 68,075 | 144576b70162 | kept |
| read: /llms.txt | 200 | 9,728 | 5a7e24214c99 | already_held |
18 more in the manifest.
Artifacts: manifest:5c6d9b57f15669f870fb04634b47a3b7a7e2e4eb273d8e84f796494dab092abc
Grade effect Does not cap the letter: only medium, high and critical findings do. Moves no points either; the score is built from the measured rows.
Rule MACHINE_CHAIN_HEAVY under scoring rules v28 · fingerprint MACHINE_CHAIN_HEAVY|/ · persisting (7 scans)
Verify the fix Re-scan after the change. This finding is cleared when MACHINE_CHAIN_HEAVY is no longer reported at /; if it comes back after clearing, it is marked a regression, not a new finding.
MACHINE_CHAIN_HEAVY · full transcript
Open the other 1
What we saw, why it matters, how to fix it, and the evidence bytes for every finding — on this report and every re-scan. From $29 a month.
Unlock the findingsOr have them fixed
We implement the list on your site and re-measure, with a sealed before and after. One site, $749 once.
Get this fixed — $749The main product
We fix the 2 findings on athenahq.ai. $749, once.
One site. You keep the grade for free — this is the part where the list stops being a list.
- Every finding implemented on the site itself: machine files, schema, NAP, the lot
- An entity map authored for your business, not a template with the name swapped
- Measured again afterwards — the before and the after, sealed, so it is evidenced rather than claimed
- Thirty days of monitoring included
- Work starts within two business days
What it covers · one payment, nothing recurring
The chain a crawler follows
The chain breaks at entity graph. Everything after that point is only reachable by a crawler guessing the conventional path.
A machine file that does not parse is worth less than one that is absent, because it looks present. Rows behind this.
Where the bytes go
Of the 206,199 decompressed bytes the homepage delivers, 8.2% is text a reader or a model can actually use. Most of what a crawler downloads here is not words.
- Readable text 8.2% · 16,905 B
- Markup & attributes 68% · 140,167 B
- Inline CSS 5.2% · 10,620 B
- Inline JavaScript 4.8% · 9,942 B
- Inline SVG 12.6% · 25,878 B
- HTML comments 1.3% · 2,687 B
The individual blocks that weigh the most, so the fix is a search rather than a hunt:
- Inline CSS · 8,761 B (4.2%) — unnamedopens
.btn-icon--star[data-astro-cid-vzkia6wc]{display:inline-flex;margin-le - Inline SVG · 3,512 B (1.7%) —
.before-after-arrowopens<mask id="mask0_content-marketing" style="mask-type:alpha" maskUnits=" - Inline SVG · 3,498 B (1.7%) —
.before-after-arrowopens<mask id="mask0_brand-marketing" style="mask-type:alpha" maskUnits="us - Inline JavaScript · 3,479 B (1.7%) — unnamedopens
(()=>{var A=Object.defineProperty;var g=(i,o,a)=>o in i?A(i,o,{enumera - Inline SVG · 3,414 B (1.7%) —
.before-after-arrowopens<mask id="mask0_aeo" style="mask-type:alpha" maskUnits="userSpaceOnUse
What changed
- 2026-09-25a stale edge copy was served againreturned
- 2026-09-24the stale edge copy clearedresolved
- 2026-09-19a stale edge copy was served againreturned
- 2026-09-18the stale edge copy clearedresolved
- 2026-09-16a new finding appeared: the machine files cost more than the pageappeared
- 2026-09-15a stale edge copy was served againreturned
- 2026-09-13the stale edge copy clearedresolved
- 2026-09-10a stale edge copy was served againreturned
- 2026-09-09the stale edge copy clearedresolved
- 2026-09-07a stale edge copy was servedappeared
16 scans on record, first 2026-09-01. Score movements are shown only between readings taken under the same score version; finding codes are comparable across all of them.
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