Directory · ML platforms and experiment tracking
DataRobot — what a crawler receives from datarobot.com
Website measurement, not a product review. This page records what machine clients received from datarobot.com. It does not evaluate DataRobot software, features, pricing or support.
Answer engines can reach and read this site. It needs more it can quote.
AI visibility 79/100, measured 2026-09-18 02:52 UTC from outside its network, as twelve named crawler identities plus an unnamed client and two mobile-browser controls. An engine can reach and read this site. What is left is giving it something specific to say.
1
finding
✓
llms.txt on its host
✗
entity map on its host
1
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.
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.
The stage to fix first is read, because the three run in order.
What to fix
1 finding on this site. The top one is below in full, free. Want it fixed for you? We implement it and re-measure.
1 Note
1The machine files cost more than the pageAn absent agent file answers 404 with 140,856 bytes of HTML on average (/agents.md, /.well-known/agent-skills/index.json, /.well-known/mcp/server-card.json, /.wNote
What we saw
An absent agent file answers 404 with 140,856 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.
MACHINE_CHAIN_HEAVY · full transcript
Or 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 1 finding on datarobot.com. $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 167,658 decompressed bytes the homepage delivers, 5.3% is text a reader or a model can actually use. Most of what a crawler downloads here is not words.
- Readable text 5.3% · 8,808 B
- Markup & attributes 75.2% · 126,095 B
- Structured data (JSON-LD) 1.1% · 1,904 B
- Inline CSS 2.9% · 4,810 B
- Inline JavaScript 4.8% · 7,991 B
- Inline SVG 10.4% · 17,487 B
- HTML comments 0.3% · 563 B
The individual blocks that weigh the most, so the fix is a search rather than a hunt:
- Inline SVG · 6,597 B (3.9%) — unnamedopens
<path d="M37.5282 14.6924C38.8792 13.486 39.5653 11.743 39.5653 9.5145 - Inline SVG · 6,518 B (3.9%) — unnamedopens
<path d="M37.5282 14.6924C38.8792 13.486 39.5653 11.743 39.5653 9.5145 - Inline CSS · 3,728 B (2.2%) — WordPress theme or block stylesopens
:root{--wp-block-synced-color:#7a00df;--wp-block-synced-color--rgb:122 - Inline JavaScript · 2,451 B (1.5%) — jQueryopens
window._vwo_code || (function() { var account_id=841954, version=2.0, - Inline SVG · 2,195 B (1.3%) — unnamedopens
<rect width="390" height="26" transform="translate(0 0.253418)" fill="
What changed
No change recorded between the readings on file yet.
1 scan 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.
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Dispute or re-scan
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