I know it is not easy to see the benefits of small models easily but this is what I am building for (1). I created a product for Google Gemini 3 Hackathon and I used Gemini 3 Flash (2). I tested locally using Ministral 3B and it was promising. Definitely will need work. But 8B/14B may give awesome results.

I am building a data extraction software on top of emails, attachments, cloud/local files. I use a reverse template generation with only variable translation done by LLMs (3). Small models are awesome for this (4).

I just applied for API access. If privacy policies are a fit, I would love to enable this for MVP launch.

1. https://github.com/brainless/dwata

2. https://youtu.be/Uhs6SK4rocU

3. https://github.com/brainless/dwata/tree/feature/reverse-temp...

4. https://github.com/brainless/dwata/tree/feature/reverse-temp...