Open-weight models on three semantic backend tasks.

Each demo compares a base open-weight model, a fine-tuned version, and a frontier reference. Same input, same prompt.

Live demo

See how Open-weight models perform on semantic tasks.#

Three tasks your product already runs on a frontier API. Compare the Base Model, the Fine-tuned version, and the Reference. Same input, same prompt.

Support triage

A customer message arrives. The model reads intent, assigns a category and urgency level, and recommends a next action. No keyword rules, no routing trees.

Base Model

gemma-3-4b

Waiting for input.

Fine-tuned

gemma-3-4b (fine-tuned)

Waiting for input.

Reference

gemini-3-flash-preview

Waiting for input.