CrawlCheck

Directory · LLM observability and evaluation

Fiddler AI — what a crawler receives from fiddler.ai

Website measurement, not a product review. This page records what machine clients received from fiddler.ai. It does not evaluate Fiddler AI software, features, pricing or support.

80
Bgrade

Answer engines can reach and read this site. It needs more it can quote.

AI visibility 80/100, measured 2026-10-06 18:19 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.

Open the full report fiddler.ai ↗

0

findings

✓

llms.txt on its host

✗

entity map on its host

5

scans on record since 2026-09-18

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.

87

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.

80

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.

69

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.

The stage to fix first is quote, because the three run in order.

What to fix, in order

Findings first: each one holds the grade down until it is gone. Then headroom: each one lifts the score by the points shown. Open a card for what we saw, why it matters and how to fix it.

Fix one thing: what it changes

FixClearsScoreLetterAlso needs
the homepage's code weight3 rows80 → 82B → B—
llms.txt2 rows80 → 81B → B—
XML sitemap1 row80 → 80B → B—
entitymap.json1 row80 → 80B → B—
the machine-file chain1 row80 → 80B → B—

Each line is the grade formula rerun with that one fix in place; computed, not measured. The rescan after the fix is the measurement.

llms.txt reader check

Nobody publishes whether anything reads llms.txt. One line settles it for this site: paste it into the file, and every fetch of that link is counted here - who, and whether Cloudflare verified them.

- [Reader check](https://crawlcheck.io/b/fiddler.ai/9cacad1c175d17fd.md): a link that exists to measure who reads this file

Files, generated from this scan

Each file says at its top exactly what was changed or filled and what was left as a TODO. Publish, then re-scan: done is measured.

Headroom +20 points if every row passes

Nothing here is broken. Each row is a measure that currently fails its optimal range, and what fixing it is worth to the score.

+4The schema declares an entity for this sitenow 1 organisation(s) declared, none of them this site · Claim consistency+1Anchor text that says nothingnow 3 (Learn more) · Internal links+1Edge / CDNnow none detected · Server & hosting+0Content rationow 6.3% · Page weight & text+0Cost of a missnow 2 missing file(s) return >20KB of HTML · Machine files+0Deferred vs blocking scriptsnow 9 deferred / 1 blocking · Page weight & text+0Homepage links are declared in the sitemapnow 4 linked but undeclared · Sitemap+0Inline JavaScriptnow 21,392B · Page weight & text+0Stable @id coveragenow 25% · Structured data+0entitymap.jsonnow absent (404) · Machine files+0llms.txt points onwardnow names neither · Machine-file chain+0robots.txt points at llms.txtnow not named · Machine-file chain+0sameAs claimsnow 1 (1 corroborated, 0 not linking back, 0 dead) · Structured data+0A named person is declarednow none · Authors & trust signals+0Contact page or direct contact linkednow no · Authors & trust signals+0Contact route declared in schemanow 0 of 1 · Authors & trust signals+0Lab LCP — synthetic, not field datanow 15.76s · Speed+0Lab Total Blocking Timenow 878ms · Speed+0Lazy-loadednow 22 of 33 — 1 in the first quarter of the page · Image signals+0Lead paragraph defines the subjectnow names it, no defining verb · Quotable content+0Organization declares foundingDatenow 0 of 1 · Authors & trust signals+0Organization declares who runs itnow 0 of 1 · Authors & trust signals+0Sentence lengthnow median 26 words, 48% under 26 · Quotable content+0Width and height declarednow 3 of 33 · Image signals

Watch this domain

Twice-daily scans, the date each finding first appeared, and a change receipt when something moves. Free for 30 days, no card.

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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.

✓robots.txtEvery crawler reads this first
✓sitemapNamed in robots.txt and resolves
✓llms.txtPoints onward, links stay on this host
✗entity graphParses as JSON and points home

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 163,397 decompressed bytes the homepage delivers, 6.3% is text a reader or a model can actually use. Most of what a crawler downloads here is not words.

  • Readable text 6.3% · 10,296 B
  • Markup & attributes 57.2% · 93,382 B
  • Structured data (JSON-LD) 2.5% · 4,156 B
  • Inline CSS 2.7% · 4,385 B
  • Inline JavaScript 13.1% · 21,392 B
  • Inline SVG 17.9% · 29,220 B
  • HTML comments 0.3% · 566 B

The individual blocks that weigh the most, so the fix is a search rather than a hunt:

  • Inline JavaScript · 13,828 B (8.5%) — unnamedopens document.addEventListener('DOMContentLoaded', () => { const utmParams
  • JSON-LD · 4,156 B (2.5%) — unnamedopens { "@context": "https://schema.org", "@type": "WebPage", "@id": "/", "u
  • Inline SVG · 3,113 B (1.9%) — .iconifyopens <path fill="currentColor" d="M6.763 10.036q.002.446.088.71c.064.176.14
  • Inline CSS · 2,897 B (1.8%) — unnamedopens * { -webkit-font-smoothing: antialiased; -moz-osx-font-smoothing: gray
  • Inline SVG · 2,689 B (1.6%) — .iconifyopens <path fill="currentColor" d="M19.25 7.2174C19.25 6.35666 19.2379 6.124

What changed

  1. 2026-10-06the stale edge copy clearedresolved
  2. 2026-10-03score moved 75 → 76score-up
  3. 2026-09-26a stale edge copy was servedappeared

5 scans on record, first 2026-09-18. Score movements are shown only between readings taken under the same score version; finding codes are comparable across all of them.

Is this your site?

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Is this your company?

This listing came from a fetch, not a submission, so nobody was asked. If fiddler.ai is yours you can prove it in a minute and for nothing — a DNS TXT record or one meta tag on the home page, both checkable by anyone.

Claiming marks you as the verified owner and lets you correct the category and the company name. It moves no score, no rank and no position.

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Dispute or re-scan

If a reading here is wrong, it is our instrument that is wrong, and we want to know. Tell us what is wrong and the site is re-measured; the result is published as measured. Nothing about a listing, a payment or a request changes a number.

By email instead: hello@crawlcheck.io. Category “LLM observability and evaluation” is our label for what the product is primarily sold as; it is not scored. Back to the directory.