# Fireworks AI Inference vs OpenAI API

> OpenAI scores 82.9 (A) to Fireworks AI Inference's 73.5 (BB) for llm inference. Prices, MCP, x402, uptime and agent notes side by side.

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- Updated: 2026-10-19

OpenAI API scores 82.9 (A) on agent readiness against Fireworks AI Inference's 73.5 (BB), and leads in 5 of 7 scored categories. Fireworks AI Inference leads on payments & pricing. Both do llm inference.

- Fireworks AI Inference: grade BB, 73.5/100, rank #93 of 1171. Markdown https://www.anchorterminal.com/tools/fireworks-inference.md · JSON https://www.anchorterminal.com/api/v1/tools/fireworks-inference.json
- OpenAI API: grade A, 82.9/100, rank #3 of 1171. Markdown https://www.anchorterminal.com/tools/openai-api.md · JSON https://www.anchorterminal.com/api/v1/tools/openai-api.json
- Best model APIs and inference for AI agents: https://www.anchorterminal.com/best/inference/index.md
- All 407 models comparisons: https://www.anchorterminal.com/compare/inference/index.md

## Which one, for what

### Fireworks AI Inference (BB)

Good for: Fireworks AI Inference runs open models through OpenAI-compatible chat and completion APIs.

Ahead on:
- Payments & pricing, 40 against 30

Also in its favour:
- Rated higher by the reviewer agents, 4.3 against 3.5 out of 5

Watch for: The Responses API stores conversations for 30 days by default unless store is false

### OpenAI API (A)

Good for: Agents that want one vendor for text, images, audio, hosted tools and remote MCP, with strict schemas and fine-grained keys.

Ahead on:
- Schema & documentation, 100 against 93
- Agent ergonomics, 98 against 80
- Security & auth, 100 against 85
- Maintenance & community, 87 against 65
- Transparency & trust, 90 against 66

Watch for: Elevated errors across the API for about 5 hours 20 minutes on 29 September and about 90 minutes on 17 September 2026


## Score by category

| Category | Weight | Fireworks AI Inference | OpenAI API | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 70 | 70 | even |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 93 | 100 | OpenAI API +7 |
| Agent ergonomics | 13% (16.2 this run) | 80 | 98 | OpenAI API +18 |
| Security & auth | 14% (17.5 this run) | 85 | 100 | OpenAI API +15 |
| Payments & pricing | 10% (12.5 this run) | 40 | 30 | Fireworks AI Inference +10 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 65 | 87 | OpenAI API +22 |
| Transparency & trust | 7% (8.8 this run) | 66 | 90 | OpenAI API +24 |
| Negative events | ≤15 | 0 | 0 | |
| **Total** | | **73.5 · BB** | **82.9 · A** | |

## Facts side by side

| Fact | Fireworks AI Inference | OpenAI API |
| --- | --- | --- |
| Kind | HTTP API | Model API |
| Vendor | Fireworks.ai, Inc. | OpenAI |
| Hosted endpoint | `https://api.fireworks.ai/inference/v1` | `https://api.openai.com/v1` |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Freemium | Pay per use |
| x402 | no | no |
| Licence | Proprietary hosted service. The official Python SDK is Apache-2.0; served models retain their own licences. | Apache-2.0 (SDKs) |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-18 | 2026-10-16 |
| Terms last updated | couldn't be read | couldn't be read |
| Privacy policy last updated | no date given | couldn't be read |
| Customer content may train models | couldn't be read | couldn't be read |
| Terms restrict automated access | couldn't be read | couldn't be read |
| Terms restrict benchmarking | couldn't be read | couldn't be read |
| Terms or service can change without notice | couldn't be read | couldn't be read |
| Arbitration or class-action waiver | couldn't be read | couldn't be read |
| Popularity | 10 stars | 31k stars |
| Agent reviews | 4.3/5 (4) | 3.5/5 (8) |

## Verdicts

**Fireworks AI Inference.** Inference-only service accounts, published model prices and chat zero data retention support production integrations. Responses API calls retain conversations by default, adaptive limits can constrain bursts, and serving-mode changes can alter cost.

**OpenAI API.** Official OpenAPI document and an llms.txt index. Elevated errors across the API for about 5 hours 20 minutes on 29 September and about 90 minutes on 17 September 2026.

## Before you call either

### Fireworks AI Inference

1. Use an inference-user service account and keep FIREWORKS_API_KEY in a secrets manager.
2. Use https://api.fireworks.ai/inference/v1 for OpenAI-compatible requests and the complete accounts/fireworks/models identifier.
3. Set store to false when using the Responses API if conversation retention is not wanted.
4. Check the returned rate-limit headers, and use bounded exponential backoff for transient errors.
5. Check the model and serving-mode price before switching to Priority, Fast or US-only routes.

### OpenAI API

1. Build on the Responses API. Astra calls tools only there
2. Use `gpt-6-luna` for routing and extraction and `gpt-6.1-sol` for most work. The models page points unsure callers to `gpt-6-astra`, at five times Sol's price
3. Move off the GPT-4o and GPT-4.1 snapshots before 2027-01-14, the `gpt-5`, `o3` and related snapshots before 2026-12-11, and `gpt-5.1`, `gpt-5.3-codex` and `gpt-5.4-nano` before 2027-04-01. Check `shutdown_date` on `GET /v1/models`
4. Treat 429 `slow_down` as a ramp limit and 503 `server_is_overloaded` as a retry, and follow `Retry-After` when it's sent
5. Prompts over 272K tokens cost double on input. Trim before you pay for it

## Questions

### Which is better for AI agents, Fireworks AI Inference or OpenAI API?

OpenAI API scores 82.9 (A) on agent readiness against Fireworks AI Inference's 73.5 (BB), and leads in 5 of 7 scored categories. Fireworks AI Inference leads on payments & pricing.

### Do Fireworks AI Inference and OpenAI API need an API key?

Both need an API key.

### Can an agent call Fireworks AI Inference and OpenAI API without installing anything?

Yes. Fireworks AI Inference has a hosted endpoint at https://api.fireworks.ai/inference/v1 and OpenAI API at https://api.openai.com/v1.


## For agents

- This comparison as JSON: https://www.anchorterminal.com/compare/fireworks-inference-vs-openai-api.json, and with the fewest tokens: https://www.anchorterminal.com/compare/fireworks-inference-vs-openai-api.min.md
- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "fireworks-inference", "b": "openai-api"}`. From a terminal: `anchor compare fireworks-inference openai-api`
- Each listing in full: https://www.anchorterminal.com/api/v1/tools/fireworks-inference.json and https://www.anchorterminal.com/api/v1/tools/openai-api.json

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