Gemma compares every request with your agreed deliverables and limits.
Keep good work
profitable.
Turn “one more thing” into a clear decision.
Compare the ask. Review the evidence. Agree the change.
01 What you agreed
BASELINE02 What they’re asking
NEW REQUESTSSmall asks. Visible impact.
Only selected changes enter the draft. Client acceptance stays pending.
Evidence before
an extra invoice.
A source citation is checkable. A model’s judgment is still a proposal.
Exact source lines sit beside each suggestion. Ambiguous asks go to clarification.
Override a classification, estimate the effort and select the changes to quote.
Export a change-order draft. Discuss it with your client before work starts.
Bring your own laptop.
The live app uses Python, local SQLite and Gemma through Ollama. After setup and model download, the app has no cloud AI dependency.
Download source & submission kit ↓- Install Python 3.10+ and Ollama.
- Download the model once.
- Unzip the source and start the app.
ollama pull gemma3:4b
python3 server.py
# Open http://127.0.0.1:8765Gemma 4B still makes scope errors. Inspect each source and override any wrong decision. Model downloads and first inference need time and several GB of memory.