AI engineering
Production AI, connected to the systems you already run.
e.g. an exceptions desk that reads carrier, order and stock events and drafts the fix.
AI engineering · Machine learning · Analytics
Put AI at the core of how you operate.
We build AI systems for complex operations: planning, supply, capacity and exceptions. Less noise. Better decisions.
Write to usOpening soon How we work
SignalsERP · WMS · TMS · MES · email
Models + rulesforecast · match · prioritise
Decisionsranked, explained
Hosaka LabsSheet 1/1Not to scale
Decision queueAwaiting a person
Every decision shows its reasons A person approves Each build ships with a receipt
01 · Services
Three practices, one team.
Engineering, models and measurement in one scope.
All servicesMachine learning and analytics
Forecasts and models, measured against how you decide today.
- 05Forecasting and prediction
- 06Optimization and scheduling
- 07Analytics and decision dashboards
- 08Data engineering and pipelines
- 09Evaluation and reliability
e.g. a capacity forecast by site and shift, with its error tracked every week.
Transformation and platform
The operating model, infrastructure and skills to keep it running.
e.g. a roadmap that ranks decisions by value, then the platform to run them.
02 · Transformation
An operating model built around AI.
Four shifts we deliver in every engagement.
Analysts assemble the picture every morning
Decisions arrive prepared.
Data from every system is joined and summarised in advance.
Every alert looks equally urgent
Exceptions come ranked.
The few issues that matter rise to the top.
The plan is rebuilt by hand when inputs change
Plans update themselves.
Forecasts re-run on new data. People review what changed.
Nobody can explain why the model said so
People stay in charge.
Every recommendation shows its reasons. Every approval is recorded.
03 · How we work
Four phases. Stop after any one.
Fixed fee per phase. You keep what was delivered.
Assess
Map the decisions and where value is lost.
Output
Written scope and value case
Written scope and value case
Prototype
Test the idea on your real data.
Output
Working prototype and evaluation
Working prototype and evaluation
Build
Integrated, monitored and secure.
Output
Running build with a receipt
Running build with a receipt
Hand over
Code, runbooks and training. Your team owns it.
Output
Access returned, docs delivered
Access returned, docs delivered
Value first. If the next phase is not worth it, we tell you.
04 · Contact
Write to us.
Founded by Joe Lee.
Tell us what you need.
Opening soon. Email only, with a written reply.