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

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MapDefendEvidence

AI SDLC Is Missing

Normal AppSec does not cover prompts, RAG, agents, evals, model behavior, or AI release gates.

Buyer fear

Our normal security process does not tell teams what to build, test, approve, or prove for AI.

Primary service

AI Governance & Security Program Build

Supporting services

AI Guardrails & Evals ReviewAI Security Maturity Benchmark

Best for

CISOCTOSecurity Program LeadAI Governance LeadProduct Security

Why This Matters

The business and security pressure.

AI-specific controls fail when there is no explicit SDLC, no release gate, and no evidence standard.

Review Surfaces

Systems and surfaces in scope.

Release gatesAbuse casesEvalsPolicy checksException workflowsBacklogsOwnership mapsTelemetry

Listed surfaces are common review targets, not partnership, certification, or endorsement claims. Marketplace readiness support does not replace official review.

Common Failure Modes

What usually breaks.

AI work is treated like standard AppSec

Release gates exist only in docs

Exceptions have no expiry or owner

Evidence capture is optional

What We Do

The work mapped to the service path.

Define AI security requirements and abuse cases

Set release gates, eval criteria, and control ownership

Map exceptions, evidence rules, and backlog workflows

Translate policy into an AI SDLC operating model

Workbench Instruments

Products used to deliver or demonstrate the work.

Deliverables Produced

Artifacts buyers can inspect.

AI SDLC Control Map

AI Security Requirements Pack

Release Gate Checklist

Control Ownership Matrix

Framework Crosswalk

What Good Looks Like

Concrete outcomes.

Requirements are explicit

Release gates are enforceable

Exceptions are time-bound

Evidence is part of the workflow

Caveat

Based on analyzed job-description signals and scoped engagement evidence, not proof of any individual company's internal security maturity.

Turn this brief into scoped work.

The CTA follows the primary service path so the next step is commercially clear.