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Claim decomposition, not verdicts

Every claim about money is a compression. PROOF decompresses it.

Paste a quote, a press release line, a viral post. PROOF breaks it into its checkable parts — each one sourced and labeled — and grades the whole claim honestly. No blunt true/false stamp.

Free for the public · Licensing available for newsrooms & fact-checkers

proof.decompose — claim #48291
Original claim

“The city spent $40M on the new water program this year.”

Confirmed $40.0M Authorized by city council budget ordinance, FY24. Source: City Council Budget Ordinance §14-B
Compressed $27.8M Obligated to contracts as of this quarter — the figure the claim implies was "spent." Source: Public Works Q3 obligation report
Verified paid $19.1M Actually disbursed to contractors to date — the closest figure to "spent." Source: City comptroller disbursement ledger
Graded verdict Misleading without context
How it works

Three steps from a headline to a source.

PROOF isn't a verdict machine. It's a decomposition engine — it takes claims apart the way a careful reporter would.

01

Paste a claim

Drop in a quote, a press release line, or a viral post — anything asserting a number about money, budgets, or spending.

02

PROOF decomposes it

The claim is split into its component parts — the figure, the timeframe, the scope, the implied comparison — each checked separately.

03

Get a graded verdict

Each component gets a sourced status. The whole claim gets a graded verdict — never a flat true or false.

Live example

See a real decomposition.

This mockup shows how PROOF handles a claim end to end. In the full product, any pasted claim runs through the same process.

proof.decompose — claim #48302
Claim under review

“Federal aid to the district doubled under the new policy.”

Confirmed $14.2M → $22.6M Federal aid rose 59% year over year, not 100%. Source: Dept. of Education grant disbursement records
Compressed 3 programs merged "Doubled" combines three separate grant lines into one headline number. Source: District budget line-item report, FY23–FY24
Not yet verified Policy attribution Whether the "new policy" — vs. a scheduled prior increase — caused the rise is unconfirmed. Pending: legislative record cross-check
Graded verdict Misleading without context
Show me why Prove me wrong What's missing What would change our mind What happened afterward
Graded, not binary

Four grades. Never just true or false.

Money claims are rarely outright lies or plain facts. PROOF's verdicts reflect that — a scale, not a coin flip.

Accurate

Every component checks out against the public record, in the timeframe and scope claimed.

Compressed but defensible

The figure is real but simplifies several parts into one number. The simplification is reasonable.

Misleading without context

The number is technically real, but the framing implies something the record doesn't support.

Unsupported

No public, checkable source exists yet for the components the claim depends on.

Blunt fact-checking
TRUEFALSE
vs.
PROOF's decomposition
Accurate Compressed Misleading Unsupported
Trust principles

A decomposition is not a gotcha.

These are the rules PROOF holds itself to on every claim, every time.

No editorializing

Every decomposition labels what's confirmed, what's compressed, and what's missing — without spin in either direction.

Every figure traces to a source

Budget ordinances, disbursement ledgers, legislative records — click through to the actual public document behind every number.

Corrections are open and timestamped

When a decomposition changes, the history stays visible. Nothing is quietly edited away.

Verdicts are graded, never flat

Accurate, compressed but defensible, misleading without context, unsupported — four grades, not a coin flip.

Who it's for

Built for readers. Licensed by newsrooms.

The same decomposition engine serves two very different audiences — a person checking a claim in ten seconds, and a newsroom running it at scale.

For the general public

Anyone who reads a headline number and wants to know what it actually means before sharing it.

  • Paste any public claim, free, no account required
  • Ask "show me why" or "prove me wrong" on any verdict
  • Follow a claim over time to see if it still holds up

For fact-checking orgs & newsrooms

License the decomposition engine directly, or integrate it into your own fact-check workflow and CMS.

  • API access to the decomposition and sourcing engine
  • White-label embeds for your fact-check articles
  • Bulk claim review tooling for editorial teams
Early access

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No spam. One email when PROOF opens up — nothing else.

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