The audit-grade check · for AI-assisted deliverables

Before it goes out the door,prove every claim survives scrutiny.

AI writes a clean board memo in minutes — and quietly cites sources that don't exist. This gate grades a finished deliverable claim by claim and returns DEFENSIBLE, VERIFY FIRST, or DO NOT SHIP. One load-bearing claim resting on an unreachable citation holds the whole thing, however polished the rest.

Get the Defensibility Gate — $79one-time · instant download · yours to keep
Five deliverables · runnable
Runnable defensibility engine
python
Workbook that reproduces it
xlsx
Claim-review playbook
docx
Fix-the-citation runbook
docx
9-claim worked sample
csv
Works alongside
Audit-Trail Kit · Anti-Slop System · Fabrication-Risk Triage
01.The Problem

A deliverable can be 98% right and still indefensible.

5 of 45

claims in one audited AI-assisted report that didn't check out — enough to make headlines, in a deliverable that read as finished.

1 claim

is all it takes. A reader acts on a material number; if its source can't be opened, the whole document is on the line.

0 tells

an AI fabrication often leaves on the surface. The author, title, and DOI look real until someone tries to open them.

An overall "looks good" read is exactly what fails here, because the failure is local: a single load-bearing claim with a broken citation. This gate forces you to look at every claim and won't let a high average paper over a fatal one.

02.See It Work

Grade a deliverable, claim by claim — and watch one bad citation hold the whole thing.

Live demo · grade one deliverable, claim by claim
Deliverable verdict
DO NOT SHIP
Defensibility score
89/100
Keystone gate fired. A load-bearing claim rests on a citation a reviewer can't open or that shows fabrication tells — that holds the whole deliverable no matter how high the rest scores.
SUPPORTED 6CHECK 1UNSUPPORTED 2· fix first: C03
ClaimMaterialCitation presentCitation reachableSource supports claimFabrication-freeInternal consistencyScoreVerdict
C01
100SUPPORTED
C02
100SUPPORTED
C03
60UNSUPPORTED
C04
100SUPPORTED
C05
100SUPPORTED
C06
66UNSUPPORTED
C07
100SUPPORTED
C08
100SUPPORTED
C09
76CHECK

Each mark is 0/1/2. Materiality decides whether a defect holds the deliverable. The full kit ships this engine, a workbook that reproduces it, two playbooks, and a worked sample. A review aid for your own deliverables — it grades claims, never people. Not legal advice.

The same logic, from the runnable engine (verified output)
BOARD-MEMO-Q3   score 89/100   [ DO NOT SHIP ]
  claims: 9 (6 material)   SUPPORTED 6 / CHECK 1 / UNSUPPORTED 2
  GATE FIRED: a material claim has an unreachable or fabricated citation.
  fix first: C03
    *C01        100/100  SUPPORTED
    *C02        100/100  SUPPORTED
    *C03         60/100  UNSUPPORTED <- gate
     C04        100/100  SUPPORTED
    *C05        100/100  SUPPORTED
    *C06         66/100  UNSUPPORTED <- gate
     C07        100/100  SUPPORTED
    *C08        100/100  SUPPORTED
     C09         76/100  CHECK
* = material claim.

The board memo scores 89/100 and still reads DO NOT SHIP: two of its material claims (C03, C06) rest on citations a reviewer can't open or that show fabrication tells. The score is context; the gate is the verdict.

03.What's Inside

One engine, one workbook, two playbooks, one worked sample.

The defensibility engine

A zero-dependency Python CLI: feed it a claims CSV and it returns per-claim SUPPORTED / CHECK / UNSUPPORTED, the deliverable verdict, the keystone gate, and the one claim to fix first. Runs anywhere Python does; nothing uploaded.

The workbook that reproduces it

Start Here → Dashboard → Claim Grader. Enter the five marks per claim; the same score, the same gate, the same verdict — live formulas, weights summing to 100. Opens in Excel, Google Sheets, or Numbers.

Claim-review playbook

How to pull every claim out of a deliverable, decide what's material, and mark each citation honestly — the reviewer discipline that makes two graders agree.

Fix-the-citation runbook

What to do with a DO NOT SHIP: re-source the claim, downgrade it to a hedge, or cut it — and how to re-grade once you have.

04.The Standard

Three rules keep the verdict honest.

The gate is dispositive

A material claim with an unreachable or fabricated citation forces DO NOT SHIP regardless of score. The gate does work the average can't: it finds the one fatal claim a high score hides.

Materiality decides the stakes

A defect on a claim a decision rests on holds the deliverable. The same defect on a throwaway aside is still flagged, but doesn't gate. You grade what matters, weighted by what's at stake.

The verdict is your own marks

No AI grades you, no benchmark is baked in. The engine applies the same scoring and the same gate every time, so the result is reproducible and defensible to whoever asks.

05.What It Is — and Isn't

A claim-defensibility gate, not an automatic fact-checker.

What it is
  • A deterministic, offline gate for finished AI-assisted deliverables — memos, case studies, proposals, reports.
  • A claim-by-claim verdict with a keystone gate that catches the one bad citation a polished read misses.
  • The substance companion to the Audit-Trail Kit (which records provenance) and the Anti-Slop System (which grades voice).
What it isn't
  • Not an automatic fact-checker or AI detector — you do the reviewing and enter the marks; the engine applies the gate.
  • Not a grader of people; it grades claims and citations in a document, never the author.
  • Not a guarantee of accuracy or a substitute for subject-matter review. A review aid for your own deliverables; not legal advice.
06.Who It's For

Anyone who signs their name to AI-assisted work.

Consultants and analysts shipping client-facing reports and decks
Founders and execs sending board memos and investor updates
Agencies and writers producing case studies and proposals at volume
Anyone using AI to draft, who has to stand behind every cited number
08.Common Questions

Answers before you buy.

Because the score is context and the keystone gate is the verdict. The AI Deliverable Claim & Citation Defensibility Gate grades every claim, but a single material claim resting on a citation a reviewer can't open — or one that shows fabrication tells — forces DO NOT SHIP no matter how high the overall average is. The shipped board-memo sample scores 89/100 and still reads DO NOT SHIP because two of its material claims (C03, C06) have a fatal citation defect. A high average can't paper over one fatal claim, and that's the point: the failure is local, so the gate makes you look at it.

Don't let one bad citation
sink the whole deliverable.

Grade it claim by claim before it ships. One purchase, lifetime access, 12 months of updates. $79, once.

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