AgenTekLABS Studio
AgenTek ModelFit

Your data in.
Your own AI model out.

Fine-tune an open model on your past cases, inside your own cloud.

EMAIL Charged twice for the Pro plan, please refund… LIVE CHAT Billing page says I owe £49 again this month… WEB FORM Refund the duplicate charge on invoice 2231 Open model unchanged lime ring = your adapter about 20 MB, owned by you ANSWERS category Billing priority High refund requested Yes product Billing portal
message category priority billinghighbugnormalrefundhigh 1

Upload past cases

Open model + your adapter 2

Train with one click

learns from test about 85% of cases 3

Tested on unseen cases

YOUR CLOUD Studio Trainer 4

Runs in your cloud

Trains today Qwen2.5 0.5B InstructApache 2.0 SmolLM2 135M InstructApache 2.0 Open models from Hugging Face, pinned to an exact version.
  • Your SSO
  • 4 roles
  • Signed jobs
  • Locked test set
  • Signed model passport
  • Non-root containers
  • Kubernetes or Docker
Plain screens, no code

Drop in a file. It shows what it will learn.

The ModelFit Studio after reading 400 sample support tickets: the answers it will learn, such as category, priority and whether a refund was requested.
Proof, not promises

Every model gets an honest score.

Real run, 23 Sep 2026. Qwen2.5 0.5B, 340 synthetic claims, 55 minutes on a CPU.

Inside your boundary

Your cloud. Your sign-in. Your data.

YOUR CLOUD OR DATA CENTRE Your staff browser Your identity standard OIDC sign-in Studio screens · 4 roles audit trail container 1 Trainer CPU or GPU container 2 Your storage uses signs in signed jobs your model Hugging Face pinned open model download only AgenTek receives nothing
Own the capability, not the model

Closed fine-tunes expire.
Yours won't.

OpenAI ends new fine-tuning on 6 Jan 2027 (source). An open model you own has no end date.