Context-aware code generation, inline fixes, and real-time autocomplete reduce cycle time, cut debugging costs, and keep engineering teams shipping faster from ideation to production
Off-the-shelf AI misses your code context, creating errors, wasted time, and stalled projects
Run top models like Llama3, Mixtral, and Stable Diffusion, optimized for speed and efficiency. FireAttention serves them 4X faster than vLLM without quality loss
Without fine-tuning to your domain, assistants give inaccurate or untrustworthy responses, undermining productivity and trust
Manually stitching models, evaluations, and infrastructure slows launches and complicates compliance
Fireworks AI delivers context-aware, streaming code assistance to reduce debugging time, enforce team standards, and scale across your engineering teams
Stream completions tailored to your stack, coding style, and workflows
Apply syntax-safe transformations for bug fixes and mid-stream edits that preserve team standards
Multi-line suggestions delivered as developers type, reducing context switching and accelerating iteration
Fine-tune models on your internal codebase for idiomatic, architecture-aware output
Streaming completions with speculative decoding for sub-100ms response times
GPU autoscaling and batching to handle millions of concurrent requests cost-efficiently
High-capacity models tackle complex code, mid-size models power scalable fixes, and lightweight models deliver fast autocomplete. All provide streaming, multi-line editing and enterprise-grade reliability
Stream completions with real-time streaming to keep developers in flow
Sub-100ms response times for high-concurrency workloads
Inline edits and refactors produce consistent, idiomatic code
GPU autoscaling and batching handle enterprise workloads efficiently
Cursor leveraged Fireworks AI for real-time streaming and high-concurrency handling, reducing infrastructure costs while boosting developer productivity and flow
Sourcegraph accelerated bug resolution and improved code quality at scale by applying context-aware, streaming AI edits tailored to their codebase
Fireworks Code Assistance accelerates developer productivity, streamlines debugging, and delivers faster, higher-quality code across your enterprise
