Know Your GenAI Risk Profile Before You Ship

The GenAI Readiness Assessment is the fastest way to understand your GenAI application’s quality risk - and the entry point for every genai.qa engagement.

What the Assessment Covers

Most GenAI teams have some form of testing. Few have a systematic view of their quality posture across all eight dimensions where GenAI applications fail in production:

Hallucination - Is your application generating factually incorrect or ungrounded output? We measure hallucination rates across representative user scenarios and categorize failure patterns.

Safety - Can adversarial users bypass your guardrails? We run targeted prompt injection and jailbreak probes to assess your safety boundary effectiveness.

Retrieval Quality - For RAG systems: is your retrieval pipeline returning the right context? We measure faithfulness, relevance, and grounding quality using industry-standard RAG evaluation metrics.

Coherence & Consistency - Does your application produce consistent outputs for semantically equivalent inputs? Inconsistency is the most common source of user trust erosion.

Latency - Are response times within acceptable thresholds for your use case? We benchmark p50, p95, and p99 latency under representative load.

Bias - Is your application producing outputs that systematically disadvantage specific user groups? We test for demographic and linguistic bias in output quality.

Security - Beyond prompt injection: system prompt exposure, data exfiltration via output, and information leakage through error messages.

Compliance - How does your current testing posture map to EU AI Act, NIST AI RMF, or industry-specific requirements? We identify the gaps before your auditor does.

Why Start Here

The Readiness Assessment gives you three things you cannot get from ad hoc testing:

1. A risk scorecard - not a checklist, but a quantified assessment of actual risks in your specific application, ranked by severity and business impact.
2. A remediation roadmap - the exact QA work that addresses your top risks, scoped and ready to execute.
3. An executive summary - a 2-page document formatted for investors, board members, and enterprise procurement teams.

For teams preparing for Series B fundraising, enterprise customer procurement, or regulatory compliance review, the executive summary deliverable provides external validation documentation that internal testing cannot replace.

Book a free GenAI QA scope call to discuss whether a Readiness Assessment is the right starting point for your application.