Testing Evalops

103 automated tests before every release

Security, AI governance, and audit integrity are validated automatically — not assumed. Every release runs through six compliance standards with a printable report for your security team.

Testing Evalops

WHY IT MATTERS

AI changes should be tested, not assumed

Compliance Automation

103 tests across OWASP, NIST, SOX, SOC 2, GDPR, and Audit validation run as a single automated suite. One command, one report.

Candidate Benchmarking

New model versions are evaluated against the full prompt library and compliance suite before they replace the production model. No casual swaps.

Release Gates

Changes move through structured approval paths. The compliance report must pass before any model or prompt change reaches users.

Monthly Reporting

Compliance scorecards support enterprise review and executive visibility. Historical reports show security posture trending over time.

COMPLIANCE SUITE

What gets tested

The automated compliance suite covers three standards in a single run. Each standard maps to a specific threat surface.

OWASP API Security Top 10 — 23 Tests

Application-layer security against the 2023 OWASP API standard:

  • SQL injection defense — multiple attack vectors per input field
  • Business unit authorization isolation — no cross-tenant data leaks
  • Input validation and sanitization on all parameters
  • Resource consumption limits — bounded queries, response time thresholds
  • SSRF and path traversal prevention
  • CORS policy enforcement and stack trace suppression
  • Endpoint inventory — no shadow or undocumented endpoints

NIST AI Risk Management Framework — 17 Tests

AI governance across all four NIST RMF functions:

  • Govern — Read-only architecture, business unit allowlisting, governed view enforcement, no dynamic SQL
  • Map — Structured data classification, model version tracking, error classification, dual-path isolation
  • Measure — Result determinism, SHA-256 hashing, response bounding, unanswered question tracking
  • Manage — Graceful degradation, error audit logging, export governance, health monitoring

Audit Trail Validation — 10 Tests

End-to-end traceability from question to verified answer:

  • Audit record creation on every query (success, error, and unanswered)
  • SHA-256 result hash — independently reproducible by any auditor
  • Prompt metadata and generated SQL captured in every record
  • Timestamp ordering and concurrent request safety
  • PII exclusion — audit stores codes and hashes, never raw customer data

EVALUATION FLOW

A controlled path from test to release

Model changes and prompt updates move through repeatable testing and review — not casual production swaps.

01 Test

Run the full 50-test compliance suite against the candidate model or prompt change. OWASP, NIST AI RMF, and audit validation in a single automated pass.

02 Benchmark

Compare candidate output against the governed prompt library — every approved question re-tested for accuracy, format consistency, and governance compliance.

03 Score

Generate a compliance scorecard: pass/fail/warn per test, remediation notes on every finding, overall compliance status (Compliant / Conditional Pass / Needs Remediation).

04 Approve

The compliance report goes to the security team and stakeholders. No release proceeds without a passing score. Findings are addressed before promotion.

05 Release

Approved changes are promoted to production with rollback capability. The previous model version is retained for immediate reversion if needed.

RELEASE DISCIPLINE

No casual model swaps

Model changes remain controlled, reviewable, and reversible. Enterprise reliability requires discipline at every transition point.

Controlled Release Gates

Every model promotion requires a passing compliance report. The 50-test suite must clear before any change reaches production users.

Model Evaluation

Candidate models are benchmarked against the full prompt library. Accuracy, response format, governance compliance, and performance are measured before any promotion decision.

Reviewable Deployment Decisions

Every release decision is documented — what was tested, what scored, who approved, what changed. Rollback to the previous model version is immediate.

REPORTING

Compliance reports built for your security team

The compliance suite generates a self-contained HTML report designed for CIO and security team review. No external dependencies. Print it, email it, present it in a meeting.

Each report includes:

  • Overall compliance status — Compliant, Conditional Pass, or Needs Remediation
  • Pass rate and test counts across all three standards
  • Per-test results with status, category, timing, and remediation notes
  • Test configuration snapshot — what was tested, against which service, with which parameters
  • Standards coverage summary — OWASP API Top 10 (2023), NIST AI RMF (AI 100-1), Audit Governance

Monthly scorecards track compliance posture over time. Historical reports show trending — whether the security posture is improving, stable, or has regressions that need attention.

Review the compliance report with your team

Walk through the 50-test compliance suite, the scorecard, and the release discipline with your CIO and security team.