AI & ML Solutions

Domain-tuned AI & ML systems.

Fine-tuning, RAG with auditable citations, multi-agent orchestration, classical ML and computer vision — plus Document AI for the messy paperwork.

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01 / AI & ML SYSTEMS

Domain-tuned AI systems

Frontier models alone don't ship outcomes. We pair them with retrieval, classical ML, evaluation harnesses and the unglamorous plumbing that makes them reliable.

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Capabilities

  • Domain fine-tuning & LoRA
  • RAG with auditable citations
  • Multi-agent orchestration
  • Tool-using agents (RPA)
  • Classical ML (forecasting, ranking)
  • Computer vision pipelines
  • Speech & multilingual
  • Evaluation & red-teaming

Typical first-90-days deliverables

  • Production-grade model on your data
  • Golden-set eval harness in CI
  • Cost & latency baseline + budgets
  • Drift & safety monitoring dashboard
03 / DOCUMENT AI

Document AI

The boring problem most "AI transformations" sidestep. We extract structure from receipts, claims, contracts, statements, charts and clinical notes — with validation logic your auditors will sign off on.

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Capabilities

  • OCR for forms, tables, handwriting
  • Schema-driven extraction
  • Classification & routing
  • Rule + LLM validation
  • Human-in-the-loop review UI
  • Active learning
  • Multi-language pipelines
  • Audit-grade lineage

Documents we've shipped pipelines for

  • Insurance claims & EOBs
  • Loan applications & bank statements
  • Legal contracts & pleadings
  • Clinical notes & lab reports
  • Tax forms (W-9, 1099, K-1)
  • Receipts, invoices, POs
  • Shipping & customs docs
  • Academic transcripts & rubrics
How we engage

Three shapes an engagement takes.
Pick whichever fits.

We're a consultancy and product-development studio — not a SaaS. Every project is scoped to your problem, your data, and your team. These are the patterns we see most often.

Discovery & advisory
2–4 wks

Short, focused engagement to map the opportunity, audit your data, and produce a roadmap you can act on with or without us.

  • Stakeholder workshops
  • Data & system audit
  • Opportunity matrix & ROI estimates
  • Build-vs-buy recommendation
  • Phased delivery plan
Start a discovery
Most common
Custom build
6–16 wks

End-to-end design, build and deployment of an AI system or product. Fixed-scope, milestone-driven, on your cloud.

  • Discovery included
  • Full data pipeline
  • Model + eval harness
  • Production deploy in your cloud
  • UI / product surfaces if needed
  • Handover & training for your team
Scope a build
Long-term partner
6+ mo

Embedded pod for clients shipping AI across multiple products and teams. Same people, multiple workstreams, evolving roadmap.

  • Dedicated engineering pod
  • Quarterly roadmap planning
  • Drift & safety monitoring
  • Continuous retraining
  • Architecture & governance reviews
Talk partnership
Let's build

Not sure which fits?
That's literally what discovery is for.

20-minute call. We'll either confirm your hunch, propose a different shape, or tell you to spend the money elsewhere.

Book a call