AI-backed software systems that must work.
We design and build production-grade systems for document intelligence, data extraction, and agent-driven workflows—engineered for correctness, traceability, and failure-aware operation.
Not demos. Not prototypes. Systems designed to survive real constraints.
Experience:
What We Build
We design and deliver systems such as:
Document intelligence pipelines
OCR, classification, structured extraction, and validation into clean, usable data.
Schema-first data extraction
Deterministic + AI hybrid pipelines that produce predictable JSON, not probabilistic text.
Document generation systems
Automated generation with traceability, validation, and reproducibility built in.
Agent-orchestrated backends
Multi-step workflows using constrained agents, tooling, and explicit state management.
Production AI integrations
AI embedded inside real systems—APIs, databases, and workflows—with guardrails and observability.
How We Engineer AI Systems
Most AI failures aren't model failures—they're systems failures.
We design software with explicit assumptions, validation boundaries, and failure modes. Where AI is probabilistic, we make everything around it deterministic.
Our work emphasizes:
Correctness over cleverness
Explicit schemas and contracts
Traceability and provenance
Controlled orchestration, not autonomous chaos
This is not philosophy. It's how production systems survive.
Built for Real Constraints
These systems are often deployed in environments with:
Legal or compliance requirements
Operational risk
High cost of error
Audit or review expectations
We don't sell "regulated AI." We build systems that hold up when scrutiny exists.
Experience That Compounds
20+ years building production software
Deep experience with enterprise systems, data pipelines, and the constraints that matter in production.
AI-backed systems in active use
Not theoretical frameworks—systems processing real data, serving real users, under real constraints.
Ongoing research and public speaking
ISACA presentations, industry research, and continuous learning from the field.
Patterns from live systems
Solutions derived from actual deployments, not whitepapers or proof-of-concepts.
If You Need This to Work, Talk to Us
We take on a limited number of projects where rigor matters.