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Method

From an AI answer
to inspectable proof.

ProofTTL is designed around one idea: confidence should come after evidence, not before it. The Fact Audit turns real outputs into scoped claims, challenges them, and preserves uncertainty when the record is incomplete.
01

Submit

Send 10–25 real AI outputs or consequential factual claims. No card is required to submit an intake.

02

Decompose

ProofTTL isolates atomic factual assertions and separates the claims that actually need evidence.

03

Rank

Claims are ordered by consequence so the highest-risk failures receive the deepest verification effort.

04

Verify

Relevant public evidence is examined with authoritative and primary sources prioritized where appropriate.

05

Challenge

A separate contradiction pass looks for evidence that weakens or negates the preliminary conclusion.

06

Approve + watch

Customer-facing findings require human approval, then important findings enter a seven-day watch.

Verdict discipline

Three outcomes. No forced certainty.

Each verdict stays attached to the exact proposition and the evidence actually examined.

SUPPORTED

The examined public evidence supports the scoped factual claim as written.

CONTRADICTED

The examined evidence materially conflicts with the scoped claim.

UNKNOWN

The available evidence does not justify calling the claim supported or contradicted.

InputReal customer-facing output

Preserve the original wording and context.

→
EvidenceFOR + AGAINST

Prefer inspectable authoritative sources.

→
JudgmentVerdict + uncertainty

Challenge first, then finalize.

→
DeliveryHuman-approved finding

Monitor important claims for seven days.

What you receive

A complete finding, not a pile of links.

Ranked findingsConsequence first

Separate low-impact noise from the claims most likely to create customer, compliance, financial, or reputational damage.

EvidenceFOR / AGAINST

Important findings remain tied to inspectable sources and a preserved contradiction pass.

Proof + watchHuman-approved

Approved findings ship with a readable proof artifact and seven days of monitoring on important claims.

Boundaries

The limits are part of the method.

Scope before payment

Submitting an intake does not charge a card. ProofTTL confirms the engagement before the $1,500 payment request is created.

Public-source service

The standard Fact Audit is built around accessible public evidence. Private or internal evidence requires separate scoping.

Human publication gate

Customer-facing findings are not automatically published during the launch workflow.

Professional boundaries

ProofTTL does not replace legal, medical, financial, regulatory, accounting, or other professional advice.

Recurring monitoring

Watch public sources from $49/month.

10, 30, or 100 claims with daily public-source text checks, dashboard change alerts and 30-day history. These automated observations preserve UNKNOWN and do not certify truth. Human review is a separate Fact Audit.

Explore monitoring
Full Fact Audit

$1,500 Fact Audit

10–25 real outputs or claims, deep verification of the highest-risk findings, human approval, proof/report delivery, and seven days of monitoring.