Real-World Use Cases

Engineering teams use our deterministic AI agents to intercept risks, reduce manual toil, and make better decisions faster.

Document Intelligence

RFP & Contract Analysis

Automatically extract risk clauses, ambiguous terms, and technical constraints from RFPs and contracts. Flag issues before they become expensive problems.

  • Risk clause detection (SLA, liability, penalties)
  • Ambiguity surfacing ("reasonable effort", "best practice")
  • Tech stack compatibility checking

Avg. time saved: 4-6 hours per RFP

Operations

Incident Triage & Root Cause

Reduce alert noise by clustering related logs and surfacing probable root causes. Get traceable reasoning, not black-box suggestions.

  • Log clustering and deduplication
  • Hypothesis ranking with confidence scores
  • Correlation with recent deployments

Avg. MTTR reduction: 40%

Development

Automated Code Review

Pre-screen PRs for security vulnerabilities, architectural violations, and style inconsistencies before human review.

  • Security vulnerability scanning
  • Architecture pattern enforcement
  • Dependency risk assessment

Avg. review time saved: 30%

Compliance

Compliance Drift Detection

Continuously monitor infrastructure and code for compliance drift against GDPR, SOC2, and internal policies.

  • PII detection in logs and databases
  • License compatibility checking
  • Audit trail generation

Continuous monitoring, real-time alerts

Have a workflow in mind?

We build custom agents for your specific engineering challenges. Start with a 2-week sprint.

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