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Open-source model inference | 🌐 Network optimization recommended

✅ Strengths

  • Excellent inference performance
  • Good open-source model coverage
  • OpenAI protocol compatible

⚠️ Notes

  • Only open-source models
  • Requires proxy in China

🎯 Use Case

⚡ Speed Test from Your IP

Fireworks AI Current Site
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🔬 Real Detection Summary

18
Independent Tests
100%
Median Pass Rate
3
Protocol Coverage

Last check: 2026-05-21 20:36 UTC

Recent Detection Latency Trend (30 times, old->new)

Fast <800ms Normal <2s Slow ≥2s Failed Hover over bars for time

By Protocol

OPENAI
18 times Median 100% Latest: pass

Last 5 reports

Source: All metrics from real detections after users submit API keys,Server-side Calls Fireworks AI protocol verification requests from endpoints,. Pass rate = Requests returning correct responses / Total Requests。 -> Full Methodology

🛰️ System Probe Summary

The platform runs keyless connectivity probes every 6 hours on this site's OpenAI / Anthropic / Gemini protocol list-models endpoints (HTTP 401/403 counts as connected, indicating the endpoint is alive). Below are the cumulative real results.

3
Protocols Covered
118
Total Probes
96%
Endpoint Reachability

By Protocol (System Probe)

ANTHROPIC
17 times Connected 88%
GEMINI
32 times Connected 91%
OPENAI
69 times Connected 100%

Note: Connectivity rate = endpoint responses (incl. 401/403 auth responses) / probe count, measures endpoint liveness not service quality; service quality is determined by key-submitted detections in "Real Detection Summary" above.

📊 Real-time Detection Data

📝 Recent Detection Records Snapshot
ReportProtocolScoreDurationTime
View Report OPENAI 100%
557ms
2026-05-21 20:36
View Report OPENAI 100%
547ms
2026-05-20 18:00
View Report OPENAI 100%
455ms
2026-05-20 18:00
View Report OPENAI 100%
333ms
2026-05-18 18:00
View Report OPENAI 100%
570ms
2026-05-18 18:00

📋 Protocol Suitability Matrix

Based on 18 real tests of protocol coverage and median pass rate, answering "Which protocols can I use with Fireworks AI?"

ProtocolTestsMedian Pass RateStatusSuggestion
openai 18 0% - Unknown Test with small traffic first

⏱ Rate Limits & Pricing Multiplier

Key operational parameters that determine whether you can scale concurrent calls.

Minimum Top-up:Requires login to query
Free Tier Available:Paid only
Login Method:Anonymous Access
CAPTCHA:None
Priced Models Collected:285
Evaluation Period:Last 30 days rolling
Detection Frequency:18 total

⚠️ Actual multipliers depend on Fireworks AI's backend account. This site does not directly hold account tokens and cannot see hidden SLAs.

🛠 Integration Tutorial: Get Started with Fireworks AI in 3 Steps

  1. Register an account and create an API Key in the backend (the console usually has "My Keys" or "API Tokens" entry).
  2. Replace the base URL in your code with https://api.fireworks.ai/inference/v1, and select the model name from Fireworks AI's list.
  3. Test a request:
    curl https://api.fireworks.ai/inference/v1/v1/chat/completions -H "Authorization: Bearer YOUR_KEY" -H "Content-Type: application/json" -d '{"model":"gpt-4o-mini","messages":[{"role":"user","content":"hello"}]}'

✅ This is an OpenAI Compatibility Mode integration example. Anthropic / Gemini protocols vary slightly by provider, see each site's documentation.。

❓ Frequently Asked Questions

Is Fireworks AI reliable?

Based on 18 independent tests by TokenAPI Scan, the median pass rate is 100%.Stable quality, suitable for production.

How much does Fireworks AI cost?

Fireworks AI's public price page lists 285 models. See the "💰 Public Price Snapshot" section above. Source:Fireworks AI

Which models does Fireworks AI support?

Fireworks AI's model list is not publicly enumerated yet; log in to the backend to view.

What's the difference between Fireworks AI and official?

Official (OpenAI/Anthropic/Google) = first-hand pricing + stable direct connection + strict content moderation and account ban risk. Third-party relays = usually discounted pricing + domestic accessibility + but compounded availability, content moderation, SLA, and service shutdown risks. Which to choose depends on your cost sensitivity, content moderation requirements, and stability priorities. It is recommended to use official for critical paths + relays as backup.

Will Fireworks AI shut down?

We continuously monitor relay site reachability. Multiple consecutive failed detections within 30 days = high risk signal. Recommendations: ① Don't top up too much ② Rotate across multiple providers for critical services ③ Watch the Rankings warnings.

💰 Popular Model API Prices

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