HB Development

HB Development Offerings

Offerings

Four things we build. Most engagements start with one and grow into the others, because a model that has to survive production needs the data, the platform, and a plan around it.

Offering001

Decisions you can defend

We build the models behind decisions your team makes repeatedly, so each one is grounded in what the data supports rather than a judgement call under time pressure.

  • Forecasting, detection, and classification trained on your own data
  • Error behaviour characterised: where it fails, how often, and how badly
  • Thresholds and escalation paths agreed with the people on shift
  • Monitoring, drift detection, and retraining once it is live
Offering002

GenAI past the demo

Retrieval, tool access, and evaluation harnesses around the model, so output can be checked against ground truth instead of eyeballed in a chat window.

  • Retrieval over your own documents and systems, with sources cited
  • Tool and API access so the model can act, not only answer
  • Evaluation harnesses that score output against ground truth
  • Approval gates, audit trails, and cost and latency budgets
Offering003

The platform underneath

Pipelines, deployment, monitoring, and access control, on-premise or in your cloud, so the system keeps running once the pilot team moves on.

  • Batch and real-time pipelines, including sensor and industrial data
  • Deployment on-premise, air-gapped, or in your cloud
  • Monitoring, alerting, and observability your team can act on
  • Access control and audit mapped to ISO 27001, GDPR, and NIS2
Offering004

AI Strategy that survives contact

We assess your data, systems, and constraints, then sequence what to build and what to leave alone, costed by the people who would build it.

  • Assessment of your data, systems, and constraints as they actually are
  • A sequenced plan: what to build first, what to defer, what to leave alone
  • Costed by the engineers who would build it
  • Feasibility calls made early, including the honest no

No slide decks. We ship working systems that survive production.

The people who scope it are the people who build it. Every offering above has been delivered in production, and the case studies show what came out of it.

Let's talkSee our work