How AI assistants read iqvigilant.ai
What a machine reading this site receives: identity files, schema, crawler policy, the entity behind the name. Read weekly by a crawler, no model call. For the people who run IQVigilant answers; the catalogue page is for the people who choose it.
50/100
- Entity0/25
- Machine-readable20/35
- Retrieval access20/20
- Footprint10.4/20
No structured data on the site
criticalThe heaviest thing this reading found wrong, named in the words our fix list uses. Read off the site itself, not from a model.
23/100
Does anybody use it: audience (Tranco list, Chrome UX report, estimated organic visits), installs from registries, referring domains. Never votes, never reviews.
- Audience0/40
- Installs15.7/30
- References7.2/30
100/100
Is anybody home: the homepage answers, the content moves, something ships, somebody hires. Each part a dated reading from a public place; a part not read is left out and the total rescaled.
- Answers30/30
- Content movesnot read
- Ships25/25
- Hiringnot read
- IQVigilant answers50
- Developer tools medianof 3887 rated60
- Atlas medianof 25472 rated61
- Retrieval botsopenverify
Whether the bots that decide citations are let in. Training bots are a separate list and are not counted here.
- llms.txtyesverify
A plain-text index at /llms.txt. Optional; read by some tools.
- Organization schemano
schema.org Organization markup on the homepage, which is what a resolver reads a company's name and links from.
- Wikidata itemnone
Matched on the official website, never on the name. The substrate under the knowledge graph an engine resolves names against.
- Server-rendered words1kswept
What a reader without JavaScript receives from the homepage.
- Identity score57/100swept
The analyzer's crawl-only section, 0-100: identity files, schema, crawler policy, sitemap. Not the analyzer score.
- Footprint1.4k installs/mo (pypi)
57/100
identity score
Not measured with the analyzer.
The full run asks four engines about this company by name. It runs on request, not on a schedule.
What is IQVigilant answers's Atlas Readiness?
50 of 100 on 2026-10-17, computed from four parts — entity, machine-readable, retrieval access, footprint — all four parts read. It places #2127 of 3708 rated Developer tools tools.
Does IQVigilant answers let AI retrieval bots in?
Yes. On 2026-10-17, robots.txt at iqvigilant.ai disallowed none of the retrieval crawlers we check.
Does IQVigilant answers publish an llms.txt?
Yes: iqvigilant.ai/llms.txt was present on 2026-10-17.
Is IQVigilant answers a Wikidata entity?
No item whose official website is iqvigilant.ai was found on 2026-10-17.
How to read a row
- swept
- Read by a crawler: HTTP and parsing, no model call. Every tool, every week.
- measured
- The full analyzer run, asked of four engines. Shown only where the company agreed to show it.
Can a retrieval engine find, resolve and quote this site? Four parts, each read by the sweep, each shown beside the total.
Entity 25 · Machine-readable 35 · Retrieval access 20 · Footprint 20
A part that was never read is left out and the total is rescaled to what was. It is never counted as zero.
Cookies
Before we count this visit
Analytics and ad measurement tell us which pages and which of our ads do their job: Google Analytics and Google Ads, the Meta pixel, Yandex Metrica, and one first-party id of our own. Nothing is stored until you answer, and declining changes nothing about the site.