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Industries

The sector changes. The method doesn’t. What differs is the constraint you are building under, not how the work is done.

Described by the shape of the problem rather than by client name — most of this work sits under NDA.

Financial services

Document-heavy workflows under audit: extraction with provenance, human-in-the-loop review, and logging designed with internal audit before build rather than after it.

  • Credit memo drafting
  • KYC and onboarding review
  • Covenant monitoring

Healthcare and clinical services

Intake, triage and routing on top of existing record systems, delivered under clinical governance with a data protection impact assessment completed before anything moves.

  • Referral triage
  • Intake classification
  • Correspondence drafting

B2B SaaS

Support deflection, onboarding automation and product-embedded AI features, all scored against graded case sets so the product team can keep shipping changes safely.

  • Support agents
  • Retrieval over documentation
  • In-product assistance

Professional services

Research, drafting and review workflows for firms whose product is their people's time, where the constraint is quality control rather than raw throughput.

  • Research synthesis
  • First-draft generation
  • Quality review

Industrial and logistics

Classification and forecasting against operational data, plus the unglamorous integration work that makes a model's output actually reach the person who acts on it.

  • Exception handling
  • Demand forecasting
  • Maintenance triage

Public and third sector

Casework and correspondence handling where transparency of decision-making is a hard requirement, not a nice-to-have, and every routing decision has to be explicable.

  • Casework routing
  • Correspondence triage
  • Reporting automation

If your sector is not listed, that is not a disqualification. The first call establishes quickly whether the problem is one we have solved the shape of before — and if it is not, we say so.

What transfers

Four things true in every sector. These are the reason a healthcare engagement and a SaaS engagement look more alike than either team expects.

  • The bottleneck is almost never the model. It is that nobody has decided what the system needs to be right about.
  • Whatever the sector, the first artefact is a graded set of real cases with the correct answers attached.
  • Regulated or not, a decision that a human is accountable for needs a review step and an audit trail designed in from the start.
  • Integration into the tool people already open is what determines adoption, and it is consistently underestimated.
Get started

Let’s find out what AI is actually worth to you.

A 30-minute call, no deck. Bring the workflow that frustrates you most and we will tell you whether it is worth automating.

Typically replies within one business day.