AI & Automation Consulting

AI & automation consulting

Most AI projects fail in the same two places: nobody defined what "correct" looks like, and nobody planned for what happens when the model is wrong. We start at those two questions. We have shipped AI into a compliance product where a wrong answer is a real consequence, and that shapes how we build — grounded in your data, measured against real examples, and designed so a person stays in the loop where the stakes require it.

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What you get

  • An honest assessment of which parts of your workflow AI should and should not touch
  • Retrieval and grounding on your own documents and data — not a general-purpose chatbot
  • Agentic workflows that take real actions, with approval gates where they matter
  • Evaluation harnesses that measure accuracy before launch and watch for drift after
  • Cost and latency modeling, so unit economics are known before you scale
  • Guardrails, audit trails, and human review paths built in rather than bolted on

Platforms we build on

We are not a one-stack shop. The right technology is the one that fits your problem, your team, and what you already operate — so we start from your constraints, not from our defaults.

Models
Claude GPT Gemini Llama Mistral Open-weight / self-hosted
Platforms
AWS Bedrock Azure OpenAI Google Vertex AI On-premise inference
Retrieval
Vector search Hybrid search pgvector Elasticsearch Knowledge graphs
Orchestration
Model Context Protocol Agent frameworks Tool calling Workflow engines
Assurance
Evaluation harnesses Drift monitoring Guardrails Human-in-the-loop review
Channels
In-product Teams & Slack Voice & telephony Email & document pipelines

Not an exhaustive list. If your environment uses something else — including a legacy platform nobody markets any more — tell us and we will say plainly whether we are the right team for it.

What this looks like in practice

The shapes of work we take on most often. If yours is not listed, it is still worth a conversation.

Document intelligence

Contracts, policies, regulations, or reports that people read manually. We extract the structure, make the corpus searchable, and surface what changed.

AI feature inside your product

You need drafting, summarization, classification, or Q&A in your own application — built to your data boundaries and privacy obligations.

Agentic workflow automation

Multi-step work that spans systems and currently requires a person to shepherd it. We automate the path and keep approval where judgment is required.

AI readiness assessment

A short, fixed-scope engagement that maps candidate use cases, ranks them by value and risk, and tells you where to start — and where not to.

Start with a conversation, not a contract

Describe the problem. We will tell you what we think it takes — and whether it is worth building at all.

Free Assessment