Plans and acceptance
Risk-based test plans, missing-scenario reviews, traceable acceptance criteria and synthetic test data.
AI can propose scenarios, generate synthetic test data and explain failures. The evidence comes from executing the tests, reviewing the results and checking the journeys that matter to the business.

A large number of tests is not the same as useful coverage. Payment safety, access controls, data correctness and recovery paths need deliberate cases and independent review.
Discuss this service →Risk-based test plans, missing-scenario reviews, traceable acceptance criteria and synthetic test data.
Unit, integration, API and regression checks built around meaningful behaviour and error paths.
Responsive layouts, key user journeys, device/browser coverage and visual regression checks.
Authorised load profiles, bottleneck analysis, abuse cases, dependency checks and code review.
Reconciliation, completeness, transformation and recovery checks against agreed acceptance rules.
Scope evaluation sets for grounded answers, permission boundaries, prompt injection, tool actions and human handover.
Engineers review test intent and results. Security and load tests run only within authorised scope. Agree the environments, workload, acceptance thresholds and release decision before execution.
Baseline, workload, scope and success criteria are agreed before the pilot. Results and savings are measured, not guaranteed.
The engagement defines which testing types, environments and licences are in scope. The tools listed are options; we agree the right ones with you for each engagement.
| Testing area | Purpose | Tooling options |
|---|---|---|
| Test planning | Draft scenarios and acceptance checks from requirements | Jira / Azure DevOps, TestRail, Xray |
| Unit and integration | Propose tests around functions, services and boundaries | PHPUnit, Jest, pytest, JUnit, NUnit |
| Browser journeys | Exercise sign-in, basket, checkout and other agreed flows | Playwright, Selenium, Cypress |
| Mobile and responsive | Check device layouts and user journeys | Playwright emulation, Appium, BrowserStack, Sauce Labs |
| Visual regression | Compare approved layouts and investigate differences | Playwright screenshots, Applitools, Percy |
| API testing | Verify contract, errors, access and edge cases | Postman, REST Assured, Karate, Playwright API |
| Performance and load | Build an authorised workload and investigate bottlenecks | k6, JMeter, Gatling, Locust |
| Security testing | Review code, dependencies and authorised abuse cases | OWASP ZAP, Burp Suite, Snyk, SonarQube, Semgrep |
| Independent code review | Review change intent, bugs, payment paths and security | AI-assisted review and human engineering judgement |
| Synthetic test data | Create fictitious data and boundary cases | Faker, Mockaroo and reviewed AI-generated fixtures |
| Test maintenance | Assess changes and repair brittle selectors under review | Playwright; specialist tools such as Mabl or Testim where appropriate |
| Failure analysis | Use logs, traces and screenshots to propose a cause | Playwright traces and client-approved AI tools |
| Accessibility | Automate checks and combine them with manual review | axe-core, Lighthouse, WAVE |
| Database and migration | Reconcile source and target data against acceptance rules | SQL, dbt tests, Great Expectations |
| Regression in CI/CD | Run and retain agreed checks for each release | GitHub Actions, Azure DevOps, Jenkins, GitLab CI |
| AI system evaluation | Test grounding, permissions, unsafe actions and injection | Promptfoo, DeepEval, LangSmith or a client-specific evaluation set |
A starting stack may include Playwright, Selenium, k6, pytest or Jest, OWASP ZAP, SonarQube and GitHub Actions. Alternative tools are assessed against the application and existing licences.
View the technology capability map →Use AI throughout requirements, implementation and documentation, with independent review, repeatable testing and human release approval.
Explore the serviceTurn application inventories and dependency data into reviewed migration waves, cut-over runbooks and recovery decisions.
Explore the serviceConnect prioritisation, ownership, change approval, remediation and verification into one accountable workflow.
Explore the serviceLet’s agree the scope, evidence and controls for a focused pilot.