The use case: how Upwork deploys Fireworks AI
Upwork serves custom Llama 3.1 LoRA models on Fireworks to power Uma, its AI assistant, in drafting tailored job proposals for freelancers in real time. Fireworks provides low-latency inference and multi-LoRA serving for task-specific models.
In the customer’s words
Fireworks offers incredible TTFT (time-to-first-token) and ITL (inter-token latency) without the need to manage our own machines.Other AI tools used by Upwork
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Based on Fireworks AI’s published case study. We check the public evidence; the results are reported by the vendor.
fireworks.ai- Source published
- Nov 11, 2024
- Last checked
- Oct 31, 2026
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- The numbers in our summaryChecked
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- Upwork uses Fireworks AIChecked
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- The result itselfNot checked
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Upwork chose Fireworks to power a key component of their custom-AI strategy within Uma, where multi-AI model workflows are being used to tackle key experiences in the hiring and matching processes.