We put AI in the loop where it makes the most impact — test design, test data generation, automation, and results analysis — so you ship faster, with higher confidence, and less manual toil.
The Problems We Solve
Slow coverage growth
Human-only test design can’t keep up with weekly or daily releases.
Brittle automation
Flaky UI tests and noisy pipelines erode trust in automation.
Manual triage drag
Interpreting and categorizing failures consumes senior engineering time.
Test data bottlenecks
Generating realistic, compliant test data delays validation.
LLM feature complexity
New AI capabilities demand different strategies: non-determinism, bias, drift, safety.
What We Deliver
Testing AI-Enabled Systems
Prompt & Response Testing
Golden prompts, guardrail enforcement, validation of non-deterministic LLM outputs.
Safety, Bias & Toxicity Checks
Policy-driven test suites, automated red-team scenarios.
Evaluation Harnesses
Metrics for relevance, hallucination rate, and task success; automated regression gates in CI/CD.
Data & Model Change Monitoring
Drift detection, canary evaluations, and alerts when models or data shift.
How We Work
Phase 0 – Discovery
(2–3 weeks)
Select 1–2 value streams (ex: checkout, claims submission).
Baseline: cycle time, flaky rate, MTTR for failures, coverage vs usage.
Tooling inventory and data access (code, CI, logs, stories).
Phase 1 – Pilot
(4–6 weeks, 1 team)
Pick two levers (e.g., Test Generation + Triage).
Integrate into your CI; run alongside the existing process.
Target outcomes: +25–40% faster test design, -30–50% triage time, -20–30% flakiness on target suite.
Phase 2 – Scale
(Quarterly)
Expand to more teams; templatize workflows; enable self-serve.
Establish quality SLOs; add governance (audits, prompts, data retention).
Continuous measurement and optimization.
Cut QA Bottlenecks by 40%
Our Testing AI-Enabled Systems Service integrates seamlessly with your existing QA tools to deliver measurable speed, reduced triage, and higher stability—within weeks, not months.
We integrate with your stack: Jira / ADO, GitHub / GitLab, Jenkins / GHA, Playwright / Cypress, REST / GraphQL, Databricks.
We provide reference architectures and services: no vendor lock-in, no forced migrations.
Common Questions & Answers
Will AI replace software testers in our QA process?
No. AI testing tools and LLM validation frameworks augment testers, not replace them. Our approach removes repetitive tasks like failure triage and flaky test maintenance, while keeping humans in control of test strategy, decision-making, and quality ownership.
Do we need to buy new AI testing tools?
Not necessarily. We integrate our AI-augmented testing services with your existing QA tools: Jira, Azure DevOps, GitHub, GitLab, Jenkins, Playwright, Cypress, and more. This speeds up adoption while preserving your current investment in test automation infrastructure.
How do you handle data privacy in AI-driven testing?
We use synthetic test data generation or data masking techniques to ensure compliance with privacy regulations (GDPR, HIPAA). No PII leaves your environment, and AI models are trained or tested only on secure, approved datasets.
When will we see measurable results from AI-assisted testing?
Most clients see measurable improvements during the pilot phase, within weeks, not months. We typically deliver 25–40% faster test design, 30–50% reduction in triage time, and 20–30% less automation flakiness in targeted test suites.
Can AI test non-deterministic LLM features?
Yes. We design and run prompt–response validation, guardrail enforcement, and safety/bias checks for large language models. Our test suites detect hallucinations, bias, drift, and other non-deterministic behaviors that traditional automation can’t handle.
Will AI testing work for both traditional and AI-enabled systems?
Absolutely. Our approach supports both classic software systems (UI, API, data layer) and AI-enabled applications with embedded machine learning or LLM capabilities. This ensures consistent quality across your entire product portfolio.
Let’s Explore the Possibilities Start a conversation with our quality architects.
