AgenTek ModelFit
Your data in.
Your data in.
Your own AI model out.
Fine-tune an open model on your past cases, inside your own cloud.
Train with one click
Tested on unseen cases
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.
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.
Real run · 23 Sep 2026
Not ready yet
Example task: insurance claims triage
0/40before training
13/40after training, every answer right
Inside your boundary
Your cloud. Your sign-in. Your data.
Own the capability, not the model
Closed fine-tunes expire.
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.