How fast do we see coverage?

The first critical-path flows run in CI within two weeks. Coverage then grows on a published weekly plan.

Do you fix the bugs you find?

If you want us to. Many clients pair QA automation with a Software & Infrastructure pod for fixes.

Test what you can’t predict.

For teams shipping LLM features. Evaluation for features you can’t predict.

QA audit

Spec sheet

Timeline: 3–6 wks
Team: 2
Price: Quoted in your currency after a short call
Platforms: LLM features

ProblemSound familiar?

Prompts changed without review
No regression signal for AI output
Hallucinations reported by users

We engineerWhat we engineer

Golden datasets, rubric-based evals and red-team suites that run in CI, so model and prompt changes are measured before they ship.

ArchitectureTypical architecture

Datasets
Eval harness
CI gate
Drift monitoring

CapabilitiesCapabilities

Eval design
Golden datasets
Red-teaming
Drift monitoring

DeliverablesDeliverables

Eval suite
CI gate
Quality dashboard

ProcessProcess

Stage 1 of 6 · click a stage to stay on it

Week 1

Discover

We learn the business before the brief: the metric that matters, the constraints, the people involved.

Done whenEveryone agrees on the goal, the metric and its baseline.

What happens

Kick-off workshop with your decision-makers
Access to analytics, code and tools
Agree the one metric this work must move

You get

Kick-off notes and a shared goal
Access checklist
Named pod lead

From you: ~2 hours for the workshop, plus access to your systems
Who’s involved: Pod lead + engineering lead

We learn the business before the brief: the metric that matters, the constraints, the people involved.
What happens
1. Kick-off workshop with your decision-makers
2. Access to analytics, code and tools
3. Agree the one metric this work must move
You get
- Kick-off notes and a shared goal
- Access checklist
- Named pod lead
From you: ~2 hours for the workshop, plus access to your systems · Done when: Everyone agrees on the goal, the metric and its baseline.

StackStack

PromptfooClaude APIOpenAIPlaywright

Ways to start

AI Testing usually starts with the step marked below. Every price excludes 18% GST; the audit fee is credited in full to the work that follows. Outside India we quote in your currency after a short call.

01Usual start for this
Website & Commerce Audit
Quoted in your currency
What’s costing you sales, ranked by what to fix first. The fee is 100% credited to a project signed within 60 days.
Choose an audit →
02
Fix Sprint
Quoted in your currency
Speed, checkout, tracking and technical SEO, fixed in 2–3 weeks on the platform you already have.
Plan a sprint →
03
Build
Quoted in your currency
Business websites, Shopify stores and migrations, and Shopify Plus. Firm quote after scoping.
Brief a build →
04
Retainers
Quoted in your currency
Care, growth and dedicated pods to keep improving what shipped. 3-month minimum (6 for a dedicated pod).
Talk about a retainer →

Questions

AI Testing, asked often.

All questions →

Playwright for most web suites, Cypress where it is already established, plus k6 for load and our own AutoGherk for scenario generation.

Start

Start with AI Testing.