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AI & Automation

Automation that removes real toil, wired into the systems you already run — with evaluation rigorous enough to trust. Pragmatic AI, not a demo.

The gap between an impressive AI demo and a system you can depend on is mostly evaluation, observability, and integration — the unglamorous parts. That is exactly where we work. We target genuine toil, wire solutions into your existing systems, and measure whether they actually help.

From retrieval over your own knowledge to agents that take bounded actions to pipelines that keep models honest in production, we treat AI as software that happens to be probabilistic: tested, monitored, and reversible.

What we deliver

Workflow automation

Identification and automation of high-toil, high-volume workflows, with humans kept in the loop where judgement matters.

Retrieval & agents

Retrieval over your own data and bounded, auditable agents wired into the tools your team already uses.

Evaluation & MLOps

Evaluation harnesses, monitoring, and the operational scaffolding that keeps a model trustworthy after launch.

Outcomes

  • Toil removed where it actually accumulates
  • AI integrated into real systems, not a sandbox
  • Evaluation you can defend to a sceptic

Begin a conversation → about ai & automation, or speak with a senior engineer about where it fits your wider estate.