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Case Study: Factory grew open-model usage 2-3x in six months on Fireworks AI

Factory Case StudySourced & dated by Case Study Desk
Key facts · TL;DR
Company
Factory
Industry
AI Software Engineering
Challenge
Automate more engineering work while controlling model cost
Headline result
Model routing on Fireworks delivered up to 15x more work per dollar

Key results

2-3x
Open-model usage growth
over six months
5-15x
More work per dollar
model dependent
30-40%
Lower cost per task
via Factory Router
5x
More triage work per spend
on Kimi

The challenge

Factory needed to keep automating more of the software development lifecycle while managing inference cost sustainably, and to adopt new open-weight models as they were released.

The solution

Factory standardized on Fireworks AI to safely introduce new models and route traffic intelligently across models via the Factory Router.

Open-weight models are going to be the main way engineering teams keep automating more while managing cost in a sustainable way. Fireworks is what enables us to deliver on that mission.

LT
Leo Tchourakov
Member of Technical Staff, Factory

The results, in context

Factory's open-weight model usage grew 2-3x over six months, with throughput of 5-15x more work per dollar depending on model. The Factory Router reduced cost 30-40% per average task, and ticket-triage automation processed about 5x more work on Kimi for the same spend.

Products used

Fireworks AI Fireworks AIFireworks AI Factory RouterFireworks AI Model routing