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04 — Technology

Applied AI that survives contact with production.

Typical timeline
6 – 16 weeks
Team
AI engineer, backend engineer, PM
The short version

Retrieval systems, agents, copilots and workflow automation — evaluated, monitored and costed before they reach your customers.

Capabilities

Scoped in discovery and adjusted at each cycle boundary. Nothing here is fixed before we understand the problem.

01

Retrieval & knowledge systems

Document pipelines, chunking strategy, hybrid search and citation-backed answers over your own corpus.

02

Agents & copilots

Tool-using assistants scoped to real workflows, with human checkpoints on anything irreversible.

03

Evaluation & observability

Golden datasets, regression suites, tracing and cost dashboards so quality is measured, not asserted.

04

Process automation

Document handling, support triage, data extraction and internal workflows wired to the systems you already run.

What you receive

  • Use-case assessment & feasibility note
  • Working prototype on your data
  • Evaluation harness and benchmark set
  • Production deployment with guardrails
  • Cost and latency monitoring
  • Team enablement workshop

Typical stack

ClaudeOpenAIPythonLangGraphpgvectorPostgresModalAWS

Engagement shape

Typical timeline
6 – 16 weeks
Team
AI engineer, backend engineer, PM

Indicative only. Final scope and cost are agreed after discovery, and we will tell you if your budget does not match the ambition.

Questions

  • No. We deploy against enterprise endpoints with training disabled, and where policy requires it we run open-weight models inside your own cloud account.

  • We will say so. A deterministic rules engine is cheaper, faster and easier to defend than a model, and a fair number of the briefs we receive are better served by one.

Next step

Tell us what you are building. We will help turn the idea into a digital product people remember — starting with an honest conversation about whether we are the right studio for it.

Reply within one business dayNDA on requestAvailable for projects worldwide.