CrawlCheck

Directory · Customer-facing AI agents

Parallel — what a crawler receives from parallel.ai

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

83
Bgrade

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

AI visibility 83/100, measured 2026-10-04 10:18 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.

Open the full report parallel.ai ↗

0

findings

✓

llms.txt on its host

✗

entity map on its host

4

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.

92

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.

71

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.

82

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 read, 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 weight4 rows83 → 86B → A—
XML sitemap3 rows83 → 85B → A—
entitymap.json1 row83 → 84B → B—
the machine-file chain1 row83 → 84B → 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/parallel.ai/26d6fbf42e6cbc2d.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 +17 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.

+1Anchor text that says nothingnow 2 (Learn more.) · Internal links+1Content rationow 8.3% · Page weight & text+1Cost of a missnow 2 missing file(s) return >20KB of HTML · Machine files+1Decompressed bytesnow 546,733B · Page weight & text+1Deferred vs blocking scriptsnow 31 deferred / 1 blocking · Page weight & text+1Inline JavaScriptnow 156,669B · Page weight & text+1entitymap.jsonnow absent (404) · Machine files+1robots.txt points at llms.txtnow not named · Machine-file chain+1Lazy-loadednow 122 of 228 — 58 in the first quarter of the page · Image signals+1Runtime disclosurenow Next.js · Server & hosting+1Width and height declarednow 190 of 228 · Image signals+0Heading skipsnow 1 · Structured data+0Homepage links are declared in the sitemapnow 27 linked but undeclared · Sitemap+0Stable @id coveragenow 0% · Structured data+04.1.2 ARIA roles are validnow 1 unknown role (text) · Accessibility structure+0A named person is declarednow none · Authors & trust signals+0A way past the navigationnow none · Accessibility structure+0Contact route declared in schemanow 0 of 1 · Authors & trust signals+0FAQ markup matches the visible textnow 10 of 11 questions visible · Quotable content+0Form controls have a namenow 4 of 7 (missing: control, control, control) · Accessibility structure+0Lead paragraph defines the subjectnow does not name it, no defining verb · Quotable content+0Organization declares who runs itnow 0 of 1 · Authors & trust signals+0Paragraphs an engine can quote wholenow 33 of 151 (22%) · Quotable content+0Query strings in internal linksnow 3 of 117 (/claude-cli://open?q=Use%20curl%20to%20read%20parallel.ai%2Fagents.md%20and%20pe) · URL naming+0Question headings with an answer under themnow 1 of 3 · Quotable content+0Sitemap URL casenow 2 of 345 contain uppercase · URL naming+0Sitemap host formsnow 2 hosts (parallel.ai, index.parallel.ai) · URL naming

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 546,733 decompressed bytes the homepage delivers, 8.3% is text a reader or a model can actually use. Most of what a crawler downloads here is not words.

  • Readable text 8.3% · 45,353 B
  • Markup & attributes 48.6% · 265,757 B
  • Structured data (JSON-LD) 1.5% · 7,999 B
  • Inline JavaScript 28.7% · 156,669 B
  • Inline SVG 12.2% · 66,893 B
  • HTML comments 0.7% · 4,062 B

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

  • Inline SVG · 32,031 B (5.9%) — unnamedopens <path fill="#858483" d="M17.665 30.311h-.979l3.808-8.634h.87l3.781 8.6
  • Inline JavaScript · 15,355 B (2.8%) — unnamedopens self.__next_f.push([1,"M34 .836c18.782 0 34 14.911 34 33.314 0 3.945-.
  • Inline JavaScript · 14,630 B (2.7%) — unnamedopens self.__next_f.push([1,"61:[\"$\",\"$L62\",null,{\"mode\":\"human\",\"b
  • Inline JavaScript · 7,287 B (1.3%) — unnamedopens self.__next_f.push([1,"{\"@context\":\"https://schema.org\",\"@type\":
  • JSON-LD · 7,080 B (1.3%) — unnamedopens {"@context":"https://schema.org","@type":"FAQPage","mainEntity":[{"@ty

What changed

No change recorded between the readings on file yet.

4 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 parallel.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 “Customer-facing AI agents” is our label for what the product is primarily sold as; it is not scored. Back to the directory.