AI Data Services

Fine-tuningsupportandhonestbenchmarks.

Training runs, evaluation harnesses and error analysis run alongside your ML team.

  • Fine-tuning
  • Benchmarks
  • Error analysis
Request a scoping callWhat we deliver
Machine learning engineer analysing training charts on a monitor
40%
Faster iteration
60+
Eval suites built
24/5
Run coverage
What we deliver

Model Training service areas

Fine-tuning

SFT, LoRA and adapter training on your stack.

Benchmarking

Task suites with statistically sound comparisons.

Error analysis

Failure clustering with prioritised fix lists.

Eval harnesses

Repeatable pipelines wired into CI.

Human scoring

Expert raters for subjective quality dimensions.

Release notes

Model cards and regression summaries per run.

How we work

Four steps from brief to steady state

  1. 1

    Baseline

    Current model measured honestly.

  2. 2

    Experiment

    Tracked runs with fixed seeds.

  3. 3

    Evaluate

    Automatic plus human scoring.

  4. 4

    Ship

    Regression report before promotion.

Machine learning engineer analysing training charts on a monitor

Model Training delivered by a named team

What you get

Commitments we put in writing

  • Experiments tracked so results can be reproduced
  • Human and automatic evaluation reported side by side
  • Clear go or no-go signal before each model promotion
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Start a conversation

Tell us the requirement. We will scope a pilot.

Share your volumes and timelines to get a documented pilot plan before committing to scale.

  • Response within one business day
  • Scoping call with a delivery lead, not a sales rep
  • Written pilot proposal with pricing and acceptance criteria
Contact our team