AI/ML & Automation

AI‑assisted delivery across development, QA/testing, analytics, and operations — with human validation, auditability, and privacy/security guardrails.

Experimentation accelerators

Hypothesis templates, test generation aids, coverage analysis, and guardrails.

Engineering & QA

Code review aids, test generation, coverage analysis, and flaky test detection.

Data/ML & Ops

Feature stores, evaluation frameworks, observability, and safe rollout patterns.

Responsible AI with human oversight

We target the boring‑but‑critical work: consistent quality, faster cycles, and clear accountability. AI augments people while safeguards ensure trust.

  • Workflow automation and content/data ops accelerators
  • Assistance with review/rollback and change visibility
  • Responsibility, privacy, and auditability controls
Automation pipeline visualization
  • 0% cycle time reduction
  • 0% fewer regressions
  • 0x output per contributor

Automate the right things

Build leverage without adding risk. Start small, measure impact, and scale safely.

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