Research & analysis · 2026-09-11

Pre-digesting 1,500 companies' reports before a hosted model sees them

A local model reads financial reports across 1,500 companies first, so the more expensive hosted model only has to work with the distilled output.

This workflow has a local model read through reports from 1,500 companies and produce financial summaries, which then feed a smarter hosted model for the analysis that actually needs stronger reasoning — cutting the token cost of the hosted step considerably. They've also built a small service that exposes their local model to other apps online, for cases where they want an LLM backend without a conversation being retained indefinitely by a cloud provider.

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Reported anonymously by an r/LocalLLM contributor · score 2

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Pre-digesting 1,500 companies' reports before a hosted model sees them

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