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Wayam AI
TechnologyEngineeringRepresentative scenario

Automated Testing Scaffolding & Continuous Integration Pipeline Reliability

An enterprise SaaS analytics provider processing sensitive customer financial data, requiring high test coverage and strict CI/CD verification.

Run on Nirmiti · Software Delivery & Quality

A plate passing cleanly through a series of gates on a rail

The challenge

    01

    Developers routinely bypassed writing unit and integration tests under tight release deadlines, resulting in a low test coverage rate of 35%.

    02

    CI/CD pipelines frequently failed due to brittle test setups, unmocked network calls, and asynchronous race conditions.

    03

    Production regressions occurred on 18% of major software releases, requiring hotfixes and causing client dissatisfaction.

How Nirmiti solves it

    01

    Autonomous Test Suite Scaffolding

    Nirmiti automatically generates comprehensive unit, integration, and end to end test templates for every scaffolded component and API endpoint.

    02

    Mock Data & Fixture Generation

    Generates typed mock datasets, MSW API interceptors, and database seed fixtures automatically.

    03

    Pre Configured CI/CD GitHub Actions Workflows

    Creates optimized CI pipelines with matrix test runners, caching, parallelization, and coverage thresholds out of the box.

    04

    Regression Vulnerability Identification

    Analyzes code modifications against test suites, flagging untested edge cases and state transitions during generation.

    05

    Automated Code Coverage Gates

    Enforces mandatory 85% test coverage policies before code changes can be merged into production branches.

The outcome

application test coverage increased
0%application test coverage increased
production release regression bugs dropped
0%production release regression bugs dropped
  • Application test coverage increased from 35% to 88% across all core repositories.

  • Production release regression bugs dropped by 74% within the first quarter of deployment.

  • CI/CD build and verification pipeline execution time reduced by 45% through optimized parallelization.

Representative scenario: a modelled industry situation showing how this accelerator applies. Figures are projections, not a named client result.

Capabilities used

Every accelerator is assembled from the same capability layer, so a workflow you adopt here shares its foundation with the rest of the portfolio.

Bring us the version of this that you actually have.

Every engagement is fixed-scope and outcome-guaranteed. The scoping conversation starts with your systems, not with a template.