QuoteProof Audit-ready

Build Week MVP · Policy-grounded decisions

AI-generated offers you can actually approve.

The model drafts and explores. RIF governs reasoning. Deterministic controls decide.

Live OpenAI path

Generate and govern a real draft

Line items and discounts come from the draft. QuoteProof calculates the net total deterministically.

Prepared preview · select a scenario to executeSelection starts LangGraph automatically · no OpenAI call

Probabilistic output

AI Draft

Prepared AI fixture
Customer
Acme Manufacturing GmbH
Quote ID
QP-DEMO-REVIEW
Route
DE → CH
Delivery requirement
Batch-pure
ItemQtyUnit priceTotal
Specialty compound · Batch-pure industrial deliveryCMP-20002€1,000.00€2,000.00
Subtotal€2,000.00
Discount (15.00%)−€300.00
Declared net total€1,700.00
Payment terms14 days net

A polished draft can still hide a policy, sanctions, export or delivery-quality issue.

Prepared scenario preview

Governed Decision

REQUIRES HUMAN REVIEW
Authorised review requiredDiscount and batch confirmation require authorised review.
Company knowledge6 versioned policy cards retrieved for this case.PASS
rule_satisfied=trueEvidence: POL-QUOTE-001 · routing: deterministic gate
Required fieldsCustomer, items, currency, terms and validity are present.PASS
rule_satisfied=trueEvidence: POL-QUOTE-001 · routing: deterministic gate
Reasoning governanceMaterial uncertainty and trade-offs require human ownership.REVIEW
gate_effect=REVIEWEvidence: POL-RIF-REASONING-001 · routing: deterministic gate
TotalsLine-item math and declared total are consistent.PASS
rule_satisfied=trueEvidence: POL-QUOTE-001 · routing: deterministic gate
Discount authority15.00% discount; automatic authority is 10.00%.REVIEW
gate_effect=REVIEWEvidence: POL-APPROVAL-001 · routing: deterministic gate
Restricted-party screeningNo exact match in the simulated screening fixture.PASS
rule_satisfied=trueEvidence: POL-SANCTIONS-001 · routing: deterministic gate
Foreign-trade releaseRoute DE → CH; no controlled-goods flag.PASS
rule_satisfied=trueEvidence: POL-EXPORT-001 · routing: deterministic gate
Batch-pure deliveryBatch-pure delivery is required; supplier confirmation is missing.REVIEW
gate_effect=REVIEWEvidence: POL-QUALITY-001 · routing: deterministic gate

Expected audit trail

8 events
  1. 1Structured quote ingestedInput contract validatedIngest
  2. 2Company knowledge retrieved6 approved policy cardsRetrieve
  3. 3Governed reasoning generatedFacts · constraints · trade-offs · uncertaintyReason
  4. 4Reasoning contract validatedEvidence · contradiction · confidence · abstentionRIF gate
  5. 5Deterministic controls evaluatedQuote · sanctions · export · deliveryValidate
  6. 6Gate decision appliedBlocking findings take precedenceGate
  7. 7Decision report renderedGenerated from validated stateReport
  8. 8Report integrity confirmedProse matches structured gateIntegrity

RIF v3.4 · evidence-linked decision support

Governed Reasoning Brief

Identify material trade-offs and unresolved evidence before release.

Advisory only · no release authority
ValidationREQUIRES HUMAN REVIEW
Evidence coverage100%
Confidencemedium
Required responsehuman review

Facts & evidence

  • The discount exceeds automatic authority.QUOTE:discount_rate · POL-APPROVAL-001
  • Batch-pure delivery is required.QUOTE:batch_pure_required · POL-QUALITY-001

Constraint ledger

  • Discounts above 10% require an authorised reviewer.hard · violated
  • Batch-pure delivery requires supplier confirmation.hard · unknown

Conflicts & uncertainty

  • Fast commercial release conflicts with missing supplier evidence.high · unresolved
  • Supplier confirmation is not available.high uncertainty

Decision support

Obtain supplier evidence and route the discount to an authorised reviewer.
Obtain supplier confirmation

Benefit: Preserves the quality requirement.

Sacrifice: May delay the quote.

Escalate commercial terms

Benefit: Keeps the opportunity active.

Sacrifice: Requires human ownership.

Validation issuesA material uncertainty requires human ownership.