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Practical AI that earns its keep.

RAG copilots, document intelligence, automation agents and custom LLM workflows — grounded in your data, evaluated on real tasks.

What's included

Everything you'd expect — and the bits most agencies skip.

  • RAG Knowledge Assistants

    Internal copilots that answer from your docs, tickets, wiki and Slack — with citations.

  • Document Intelligence

    Extract structure from invoices, contracts, forms and emails. JSON in, decisions out.

  • Automation Agents

    Multi-step agents that draft, route, summarise and act inside your existing tools.

  • Custom LLM Workflows

    Prompt orchestration, evaluation harnesses, guardrails, tool-use, function calling.

  • Voice & Speech

    Whisper-powered transcription, voice notes, real-time translation, call summarisation.

  • Evaluation & Safety

    Test sets, regression tracking, PII handling, prompt injection defences.

How we deliver

A predictable four-stage process.

01 / Use-case scoping

Use-case scoping

Identify the highest-value tasks and define what 'good enough' looks like.

02 / Data & eval set

Data & eval set

Index your data; build an evaluation set so improvements are measurable.

03 / Build & iterate

Build & iterate

Ship a working v1 in weeks, not quarters. Iterate against the eval set.

04 / Operate

Operate

Logging, observability, cost controls, prompt-versioning, ongoing tuning.

Tech we use

Tooling, not religion.

We pick the right tool for the job. Here's what we reach for most often.

OpenAI Anthropic Claude Google Gemini Llama LangChain LlamaIndex Pinecone Weaviate pgvector Whisper Vercel AI Hugging Face
FAQ

Common questions about generative ai solutions.

Will my data be used to train models?

No. We default to providers and configurations where customer data is not used for training, and self-host models when policy requires it.

How do you avoid hallucinations?

Retrieval grounding, function-calling, structured outputs, confidence thresholds and human-in-the-loop on high-stakes actions.

Can you self-host?

Yes — we deploy open models (Llama, Mistral) on AWS, Azure or your own VPC when data residency demands it.

Ready to start?

Ready to start?

Bring us a brief, or just a problem.

One call, one written next step. No pressure, no jargon.