Services
Consulting for production workloads.
We scope engagements around outcomes your organization can measure — resolution rates, cycle time, extraction accuracy, review quality — backed by architecture that survives audit and scale.
Intelligent operations
Agentic systems for high-ambiguity operational work — triage, resolution, and escalation with backend integration.
Typical outcomes
- First-contact resolution with clear escalation paths
- MCP-backed tools connected to your systems of record
- Structured handoffs when humans must take over
Engineering acceleration
Embed AI into how software is built — codebase understanding, review automation, and CI/CD feedback loops.
Typical outcomes
- Team workflows with shared configuration and skills
- Plan-mode vs execution patterns suited to risk
- Actionable PR feedback with fewer false positives
Research & knowledge systems
Multi-agent pipelines that search, analyze, synthesize, and report — with attribution and coordinator oversight.
Typical outcomes
- Coordinator–subagent architectures with isolated context
- Parallel delegation and gap-driven refinement loops
- Cited outputs suitable for decision-makers
Document & data intelligence
Extract structured data from unstructured sources — schemas, validation, and graceful handling of edge cases.
Typical outcomes
- Reliable JSON-shaped outputs for downstream systems
- Validation layers and recovery when models drift
- Integration patterns that respect context limits