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AI Training

Train your team to run AI, not fear it

Two kinds of training. For people: hands-on programmes that teach operations and finance teams to supervise agents, write SOPs agents can follow and read a solver's output. For models: extraction, classification and forecasting tuned on your own documents and history, with an evaluation suite so you know when they are good enough.

Invoice extractioneval
Order parsingeval
Email triageeval

Held-out test set · scored on every change

Without Fero

The day, as it is

  • AI pilots stall because the team does not trust the output
  • Generic models misread your documents and your lane names
  • No one can say whether the model got better or worse this month
How it works

Agents, engines and your people

Every unit of work passes through the layer best suited to it. Colour shows who is doing the work.

  1. 01human

    Assess

    We map the workflows, documents and decisions worth automating first.

  2. 02engine

    Train

    Models are tuned on your data and scored against a held-out evaluation set.

  3. 03agent

    Deploy

    Trained models go live behind the same approval gates as every agent.

  4. 04human

    Hand over

    Your team learns to supervise, evaluate and extend what was built.

Capabilities

What it does

  • Team programmes

    Workshops for operations, finance and management on working alongside agents.

  • SOP to workflow

    Your standard operating procedures turned into workflows an agent can follow.

  • Document models

    Extraction tuned to your invoices, delivery notes and bookings.

  • Forecasting models

    Demand and ETA models trained on your own history.

  • Evaluation suites

    Test sets that score every model change before it reaches production.

  • Capability transfer

    Documentation and coaching so the capability stays in-house.

Under the hood

The engines doing the maths

Classical optimisation, not guesswork. How it fits together

  • FORECAST

    Demand forecasting

    Gradient-boosted trees · seasonal decomposition

Related modules
Questions
Is our data used to train anyone else's model?
No. Models trained on your data are yours and are served only to your organisation.

Bring us one lane. We will show you the difference on your own numbers.

A week of your orders, rates or invoices, run through Fero with your contracts and your carriers.