Augment Code vs Fireworks AI
A side-by-side comparison of capabilities, autonomy, integrations, and pricing to help you choose.
Short answer: choose Augment Code if you want ai coding agent built for large, complex enterprise codebases (Supervised agent, subscription); choose Fireworks AI if you want fast inference and fine-tuning platform for open-source ai models (Assistant, usage).
| Augment Code | Fireworks AI | |
|---|---|---|
| What it is | AI coding agent built for large, complex enterprise codebases | Fast inference and fine-tuning platform for open-source AI models |
| Type | agent | platform |
| Autonomy | Supervised agent | Assistant |
| Pricing | subscription · Plans from ~$20/mo; Enterprise custom (reported) | usage · $1 free credit; serverless per-token, on-demand GPUs from $7/hr (H100/H200) |
| Best for | enterprise, mid-market, developers | developers, enterprise, mid-market |
| Deployment | saas | api, saas, on-prem |
| Modalities | text, code | text, code, image, voice, api |
| Models | model-agnostic | llama, open-source, model-agnostic |
| Protocols | mcp, function-calling, rest-api | function-calling, rest-api |
| Integrations | VS Code, JetBrains, GitHub, GitLab, Slack | OpenAI SDK, Anthropic Messages API, LangChain, LlamaIndex, Vercel AI SDK, Hugging Face |
| Capabilities | 3 documented | 6 documented |
Augment Code
- +Context engine designed for very large, multi-repo codebases
- +Agent mode handles multi-file changes and refactors with system-wide awareness
- +Enterprise security: SOC 2 Type II, ISO 42001, SSO/SCIM
- -Strongest value is at enterprise scale; overkill for small projects
- -Enterprise pricing is custom and reportedly high
Fireworks AI
- +Proprietary FireAttention engine and FireOptimizer marketed for fast, low-latency open-model inference
- +OpenAI- and Anthropic-compatible API makes migration nearly drop-in
- +Supervised plus reinforcement fine-tuning (RFT) up to 1T+ parameters, with Multi-LoRA hosting
- -Serves open and bring-your-own models; no proprietary frontier model of its own
- -It is an inference and fine-tuning layer, not an end-to-end agent: orchestration is on you
Which should you choose?
Augment Code is ai coding agent built for large, complex enterprise codebases, best for enterprise, mid-market, developers. Fireworks AI is fast inference and fine-tuning platform for open-source ai models, best for developers, enterprise, mid-market. The right choice depends on the autonomy level you want, your existing integrations, and your budget, all compared above.