Everything you need to ship production AI
Six focused practices that span the full lifecycle of an AI system — pick a single engagement or partner with us end to end.
AI Agents & Automation
Autonomous and human-in-the-loop agents that reason over your tools, data and APIs to get real work done — not demos.
- Multi-agent orchestration & planning
- Tool / function calling against your systems
- Workflow automation & process copilots
- Guardrails, evals and human approval gates

Custom ML & Model Development
Bespoke models trained, fine-tuned and distilled for your domain — when off-the-shelf APIs aren't accurate, fast or private enough.
- Fine-tuning & LoRA on open models
- Classification, ranking & forecasting
- Distillation for cost and latency
- Rigorous offline & online evaluation

RAG & Knowledge Systems
Retrieval pipelines and knowledge graphs that ground LLMs in your proprietary content with accurate, cited answers.
- Hybrid & semantic retrieval
- Document, table & multimodal ingestion
- Citations, freshness & access control
- Evaluation for faithfulness & recall

Data & ML Infrastructure
The unglamorous foundation that makes AI reliable — pipelines, feature stores, vector databases and MLOps done right.
- Streaming & batch data pipelines
- Vector stores & feature platforms
- CI/CD, observability & cost control
- Scalable inference & GPU orchestration

Generative & Multimodal AI
Text, image, audio and vision capabilities woven into your product with the safety and polish users expect.
- Content generation & summarization
- Vision, OCR & document understanding
- Speech, transcription & voice agents
- Brand-safe, on-prompt outputs

AI Strategy & Advisory
Where to start, what to build and what to ignore — a pragmatic roadmap from leaders who ship AI for a living.
- Opportunity & feasibility assessment
- Architecture & build-vs-buy decisions
- Risk, compliance & governance
- Team enablement & fractional ML leadership

A disciplined path from idea to impact
No black boxes. Every engagement moves through the same five stages — so you always know what's happening and why.

Discover
We map the problem, data and success metrics — and pressure-test feasibility before a line of code.
Architect
A pragmatic system design: models, data flows, guardrails and the path to production.
Build
Senior engineers ship in tight iterations, with you in the loop and working software every sprint.
Evaluate
Quantified accuracy, safety and cost. We don't ship what we can't measure.
Deploy & Scale
Hardened deployment, monitoring and handover — or we run it for you as a managed service.

Let's build the AI that moves your business.
Tell us the problem. We'll propose the smallest first step that proves real value — usually within a week.