How AI assistants read punditbench.com
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 PunditBench; the catalogue page is for the people who choose it.
52/100
- Entity0/25
- Machine-readable25.2/35
- Retrieval access20/20
- Footprint7.2/20
No structured data on the site
criticalThe heaviest thing this check found wrong, named in the words our fix list uses. Read off the site itself, not from a model.
15/100
Does anybody use it: audience (Tranco list, Chrome UX report, estimated organic visits), installs from registries, referring domains. Never votes, never reviews.
- Audience0/40
- Installsnot read
- References10.7/30
88/100
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
- Ships18.3/25
- Hiringnot read
- PunditBench52
- LLM operations medianof 254 rated61
- Atlas medianof 27046 rated61
- Retrieval botsopenverify
Whether the bots that decide citations are let in. Training bots are a separate list and are not counted here.
- llms.txtnoverify
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 words688swept
What a reader without JavaScript receives from the homepage.
- Identity score72/100swept
The analyzer's crawl-only section, 0-100: identity files, schema, crawler policy, sitemap. Not the analyzer score.
72/100
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 PunditBench's Atlas Readiness?
52 of 100 on 2026-10-30, computed from four parts — entity, machine-readable, retrieval access, footprint — all four parts read. It places #190 of 231 rated LLM operations tools.
Does PunditBench let AI retrieval bots in?
Yes. On 2026-10-30, robots.txt at punditbench.com disallowed none of the retrieval crawlers we check.
Does PunditBench publish an llms.txt?
No: there was no /llms.txt at punditbench.com on 2026-10-30.
Is PunditBench a Wikidata entity?
No item whose official website is punditbench.com was found on 2026-10-30.
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.
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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.