TIER 3 — SPECIALIZED

QA & Testing for AI Systems

We've been doing QA for 25 years. Now we're applying that discipline to the hardest testing challenge in modern software: non-deterministic AI systems.

THE BRIDGE

This page is QA for AI systems. For AI-enabled software QA, see AI-Enabled SQA.

If you are looking to use AI to improve how you test software (automation generation, evidence capture, living regression suites), see our AI-Enabled SQA service. This page is about testing AI systems: evaluation harnesses, red-teaming, regression testing for LLMs.

THE CHALLENGE

Traditional QA assumes deterministic outputs. AI doesn't work that way.

25 years of QA discipline, applied to systems that can't be tested deterministically.

PROOF POINT

Real work at the intersection of QA and AI

Our team implemented an AI test generation tool for a major open-source foundation — real work at the intersection of decades of QA expertise and modern AI systems. The same combination of traditional QA discipline and AI-native understanding that Proticom applies to client engagements.

AI TESTING SCOPE

What we build

EVALUATION HARNESSES

Structured frameworks for evaluating LLM outputs against ground truth, business requirements, and quality thresholds. Systematic, repeatable, measurable.

REGRESSION TESTING FOR AI

When you update a model, prompt, or RAG configuration, what changed? We build the regression infrastructure that answers that question reliably.

RED-TEAMING & ADVERSARIAL TESTING

Deliberate adversarial inputs — prompt injection attempts, edge cases, out-of-distribution queries — to find failure modes before production finds them for you.

PERFORMANCE BENCHMARKING

Inference latency, throughput, and cost benchmarking across model options. Data-driven model selection, not vendor preference.

OUTPUT QUALITY MONITORING

Production monitoring of AI output quality over time — detecting degradation, distribution shift, and hallucination rate changes as they emerge.

RELATED SERVICE

This page is QA for AI systems.

If you want to use AI to accelerate your software QA practice (case drafting into your tools, living automation, computer-use evidence), see AI-Enabled SQA.

DEFINE YOUR TEST STRATEGY

Book a technical conversation — testing strategy starts with understanding what failure costs.

contact@proticom.com
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