Local AI use cases with 7B-13B models

Small open-weight language models in the 7 to 13 billion parameter range. Quantized, they run on a single consumer GPU or a decent CPU, which makes them the workhorse for narrow, repeatable local tasks.

1 real example, each linked to its original source.

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Extracting clean data from old SEC filings with small models

7B-13B models running locally turn wordy 1990s SEC text filings into structured tables, about 97% accurate on a random sample. Lots of tiny prompts, because tokens are free.

Reddit r/LocalLLaMA · 2025-08-17