Fireworks AI vs Goodfire
Which Infrastructure AI tool is better in 2026?
Fireworks AI
Production-grade generative AI serving
Goodfire
AI interpretability research lab making neural networks understandable and editable
Side-by-side
Fireworks AI leads on both fronts — more capital raised ($327M) and a lower entry price than Goodfire.
| Metric | Fireworks AI | Goodfire |
|---|---|---|
| Taglinei | Production-grade generative AI serving | AI interpretability research lab making neural networks understandable and editable |
| Foundedi | 2022🏆 | — |
| HQi | San Francisco, US | — |
| Employeesi | 50-100🏆 | — |
| Neuron scorei | 64🏆 | 34 |
| Total fundingi | $327M🏆 | $150M |
| Latest roundi | Series C · Oct 2025 | Series B · Feb 2026 |
| Valuationi | $4B🏆 | $1.3B |
| Cheapest paid plani | Pricing not disclosed🏆 | Pricing not disclosed |
| Free plani | ✗ | ✗ |
| Free triali | ✗ | ✗ |
| Top tier pricei | Pricing not disclosed | Pricing not disclosed |
| Pricing summaryi | Freemium | Enterprise · Contact sales |
| Categoriesi |
Capability matrix
Developer-facing capabilities and access signals for Fireworks AI and Goodfire.
| Capability | Fireworks AI | Goodfire |
|---|---|---|
| MCP support | ✗ | ✗ |
| Public API | ✓ | ✗ |
| Webhooks | ✗ | ✗ |
| OAuth 2.0 | ✗ | ✗ |
| SDK languages | 3 (Python, JavaScript, TypeScript) | — |
| Free plan | ✗ | ✗ |
| Free trial | ✗ | ✗ |
| Verified | ✓ | ✗ |
| Active deal | ✗ | ✗ |
🟢 Strengths of Fireworks AI
- Has raised more capital ($327M vs $150M)
- Higher Neuron score (64 vs 34)
- Newer company (2022)
- Verified profile
🔵 Strengths of Goodfire
- Strong in AI Infrastructure
Which should you choose?
Choose Fireworks AI if price matters most — it starts at Freemium, which is friendlier for teams watching burn. Both AI Infrastructure tools ship core features, so the cost delta often decides it for small teams and solo operators.
Choose Fireworks AI if you want the most established option — it has raised $327M, suggesting more runway for enterprise features, support, and long-term roadmap. For mission-critical workflows or larger teams, that stability often outweighs a lower monthly price.
Frequently asked questions
Fireworks AI vs Goodfire — which is better?
It depends on your priority. Fireworks AI has raised more capital and is the more established option; Goodfire has broader feature depth. See the side-by-side table above.
Is Fireworks AI cheaper than Goodfire?
Yes — Fireworks AI's cheapest paid plan is Freemium, while Goodfire's is Enterprise · Contact sales.
Do Fireworks AI and Goodfire offer free plans?
Fireworks AI: Paid only. Goodfire: Paid only.
Explore more AI Infrastructure tools
Contextual paths to related AI startups, deals and rankings.