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Start with the pressure: sales, launch, abuse, agents, data, or guardrails

Evidence · Package · Review

Evidence

Package AI security answers before buyers ask twice.

Turn AI system facts, controls, findings, ownership, caveats, validation records, and remediation status into buyer-ready answers, evidence packs, trust-center language, and review support — all rendered from one validated evidence graph.

What Evidence Produces

Customer security review answers

AI questionnaire responses

Approved answer banks

Evidence packs

Control ownership maps

Claim-readiness notes

Trust-center AI copy

Scoped caveats

Findings and remediation records

Retest notes

Engagement lifecycle

Finding → fix → retest → buyer proof

Each stage populates from real engagement state. Nothing here is generated until an authorized review runs.

Findings

No findings yet. Findings appear after an authorized review produces validated results.

Fix tracking

Fix status appears when remediation tracking is included in the engagement or workspace.

Retest

Retest requests become available for findings where retesting is included or separately approved.

Buyer proof

Buyer-ready exports are generated after evidence is reviewed and public-safe claim language is approved.

Finding status vocabulary

DraftNeeds validationConfirmedCustomer visibleNeeds customer infoFix claimedRetest requestedRetest passedRetest failedAccepted riskClosed

Report status vocabulary

DraftHuman review requiredCustomer reviewApprovedExported

Capabilities

What SecEng Evidence produces.

Evidence Pack Builder

Turn assessment outputs, scope, findings, and reviewed notes into buyer-ready packets. Structure evidence for launch decisions, enterprise security review, remediation, and claim-readiness.

One Graph, Many Formats

Output adapters render the same validated evidence graph into JSON evidence bundles, SARIF, markdown reports, ECS events, OpenTelemetry spans, FAIR annotations, risk registers, attestations, and partner-safe or OEM white-label outputs — no format is a separate re-analysis.

Validation Gate

Nothing publishes without passing a deterministic validation gate: no unsupported CVE/KEV/EPSS claims, no named actor without evidence, no customer impact without a relationship dimension, no raw secrets or prompts outside internal mode.

Finding-to-Fix Trail

Preserve what was found, what changed, what was retested, and what remains accepted risk. Every finding links to its remediation record and retest outcome.

Claim-Readiness Review

Prevent draft findings or scoped results from becoming unsupported public claims. Human review gates separate internal evidence from buyer-facing language.

Questionnaire Answer Bank

Translate reviewed evidence into reusable enterprise-security answers. Map findings to OWASP LLM Top 10, NIST AI RMF, MITRE ATLAS, ISO 42001, and EU AI Act control language.

Public-Safe Summaries

Create redacted summaries that preserve scope, date, caveats, and limits — ready for trust centers, procurement packets, and buyer due diligence without revealing restricted details.

Human Review Gate

Keep AI-assisted drafts out of external use until reviewed. Named human operators remain accountable for final deliverables, attestations, and public-safe claim language.

Instruments

SecEng Evidence instruments.

Instrument

AI Security Sales Enablement

Buyer-ready answers, evidence packs, safe claims, and review support.

Instrument

AI Security Program Scorecard

Baseline controls, evidence gaps, ownership, and roadmap across 14 domains.

Instrument

SecEng Code Scanner

Exports graph-backed attack-path evidence, CVE candidate registers, disclosure drafts, control matrices, developer exports, SARIF, GitHub code scanning, Jira, and VS Code diagnostics.

Instrument

SecEng AI Control Crosswalk

Framework mapping and claim-readiness support. Browse OWASP LLM, NIST AI RMF, MITRE ATLAS, and ISO 42001 controls — map findings without a spreadsheet.

Instrument

SecEng Runtime Proxy

Generate timestamped, review-ready evidence bundles for AppSec, GRC, legal, procurement, and customer security review.

Instrument

SecEng Trust Scanner

Public trust, policy & evidence-surface review. Audit AI security claims and identify evidence gaps before buyers or auditors ask.

Instrument

SecEng RAG Test Harness

Export retrieval authorization evidence, ACL audit logs, and source provenance reports mapped to governance controls.

Instrument

AI Security Attestation

Practitioner-authored, decision-ready attestation document after a scoped technical review. Covers scope, methodology, findings, controls status, and a signed practitioner statement.

Framework coverage

Every finding maps to a control framework.

Evidence instruments align with the frameworks your buyers and auditors already reference — so evidence produced in SecEng Evidence connects directly to procurement requirements without manual translation.

OWASP LLM Top 10
NIST AI RMF
MITRE ATLAS
ISO 42001
EU AI Act
SOC 2
ISO 27001

Who benefits

Security teams

Auditable evidence of design review, control coverage, and risk disposition.

Engineers

Clear Jira tickets with architectural context and remediation guidance — not abstract risk language.

Engineering managers

A prioritized security backlog that connects to sprints and release gates.

Leaders and auditors

An executive risk summary and a structured record of all threat modeling decisions.

Procurement reviewers

Evidence packs, framework crosswalks, and trust language that meets enterprise procurement review requirements.

Proof Trail

ScopeEvidenceFindingFixRetestReportBuyer-ready answers

Scope limitation

Evidence is not a certification and does not mean a product is vulnerability-free. Every artifact is scoped, dated, and limited to the work actually performed.