AI answers already use your data. Make them cite you.
AI assistants now answer the questions your buyers used to search - and they paraphrase original research without credit. Facts & Data turns the numbers only you have into registered, machine-readable claims: a stable ID, a timestamped first appearance, dataset lineage, and fact pages built for the crawlers behind ChatGPT, Claude, Perplexity, and Google.
Discovery moved. Attribution didn't.
Your buyers ask an assistant and read one synthesized answer. What makes it into that answer is whatever machines can parse, ground, and attribute - and most original data is published as prose that gives them nothing to cite.
Paraphrased, not credited
Your benchmark travels through blog posts, decks, and AI answers. The number survives; your name doesn't. Nothing marks you as the citeable origin.
Prose is invisible to machines
A stat buried in a PDF has no stable ID, no dataset, no license, no timestamp. Retrieval systems can't attribute what they can't parse - so they don't.
The fact-check era just ended
Google is retiring ClaimReview rich results in Search - the consumer fact-check category dies with it. The first-party side of the claim vocabulary - Claim, firstAppearance, Dataset - is wide open. Own it.
From highlighted stat to monitored citation
Four stages, one spine: the claim registry. Everything else either feeds it or flows from it.
Capture
Highlight a number on a page you own and the extension drafts the claim - text, source URL, timestamp, author. A required-fields gate tells you exactly what's missing before it can be called verified.
Register
A JSON-LD registry per domain: canonical wording, first appearance, the dataset each claim derives from, owner and approver, an append-only changelog, and a computed originality grade.
Distribute
Compiled fact pages with embedded schema.org markup, sitemaps and recrawl pings, and verified crawler access for GPTBot, ClaudeBot, PerplexityBot, and friends - plus an MCP endpoint that serves agents ground truth directly.
Monitor
Every claim is fingerprinted and tracked across the web and AI answers - each appearance classified attributed, unattributed, or mutated - and piped into VIZEO for visibility reporting.
Anatomy of a claim record
Registration isn't a badge - it's a record any third party, human or machine, can audit: a stable URL and anchor, a timestamped first appearance on your domain, and a lineage that terminates in a real dataset with method and license.
Provenance, staked
firstAppearance timestamps the claim on your domain - the public stake that this number originated with you.
Verified is a gate, not a vibe
No dataset, no methodology, no license - no verified status. We record what you attest; we never adjudicate truth. The chain is checkable without trusting us, or you.
Revised in the open
Every edit appends to the changelog - old value, new value, revision date. Retracted claims say so; they never vanish.
{
"@type": "Claim",
"@id": "…/state-of-ops#claim-automation-roi",
"text": "73% of teams shipped faster within
one quarter of adopting automation.",
"author": { "@id": "yourcompany.com/#org" },
"firstAppearance": "…/state-of-ops-2026",
"isBasedOn": {
"@type": "Dataset",
"name": "State of Ops survey · Q3 2026",
"measurementTechnique": "survey, n=1,204",
"license": "CC BY 4.0",
"distribution": "state-of-ops-2026.csv"
},
"okf:verificationStatus": "verified",
"okf:originalityTier": "first-party-measured"
}
Compiled into your fact page's markup - the page anchor and the record's @id are always identical.
The audit comes first
Crawl
We crawl your domain and extract every factual assertion you've published - research, pricing pages, case studies.
Trace & grade
Each claim is traced to its source and graded for originality - first-party measured, derived, licensed, third-party, or unsupported.
The gap report
You see which claims you can't back up - and which facts nobody can cite you for. The registry starts from there.
Inside the extension
The side panel does the whole loop: scan a domain for claim-like statements, capture and grade each one as a record, and audit how complete the registry's provenance chains are.
Crawls up to 25 pages (sitemap first, robots.txt honored), inventories claim-like statements, and maps them against your registry.
Captured from FaaStr - Your AI Co-Founder - filed as publication #1.
How much of each record's provenance chain is filled in - never a measure of whether claims are true.
100Suggestions are generated on this device only - the claim text never leaves your machine. Every suggestion is a chip you apply and attest.
Supply and demand of authority
Facts & Data makes your claims citeable. VIZEO, its companion extension, proves they're being cited.
Facts & Data - the supply side
Creates the citeable asset: registered claims, datasets, fact pages, markup, the MCP endpoint, and an originality grade for your whole domain.
VIZEO - the demand side
Measures whether the world consumes and credits it: appearance reports, citation share, and SEO/GEO visibility - including where AI answers cite you, or don't. Meet VIZEO →
Authority Building - the program that takes both
The Authority Report pairs your originality grade from Facts & Data with citation and visibility metrics from VIZEO - one picture of whether your domain owns its data, and whether the world credits it.
Live on the Chrome Web Store
Facts & Data is on the Chrome Web Store.
Add it to Chrome, try it on a page you own, and tell us what to build next.