Head to head · LLM inference · October 2026 research run
DeepSeek API vs GroqCloud
GroqCloud has a score of 75.7 (BB) against DeepSeek API's 47.1 (D). Both do llm inference. The largest gap is security & auth, 47 points.
Which one, for what
Pick DeepSeek API for
No category where it leads by five points or more.
Pick GroqCloud for
- reliability (+35)
- schema & documentation (+15)
- agent ergonomics (+10)
- security & auth (+47)
- payments & pricing (+20)
- maintenance & community (+26)
- transparency & trust (+18)
Score by category
| Category | Weight this run | DeepSeek API | GroqCloud | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 65 | 100 | GroqCloud +35 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 49 | 64 | GroqCloud +15 |
| Agent ergonomics | 13%16.2 | 70 | 80 | GroqCloud +10 |
| Security & auth | 14%17.5 | 30 | 77 | GroqCloud +47 |
| Payments & pricing | 10%12.5 | 20 | 40 | GroqCloud +20 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 46 | 72 | GroqCloud +26 |
| Transparency & trust | 7%8.8 | 68 | 86 | GroqCloud +18 |
| Negative events | ≤15 | -3 | 0 | |
| Total | 47.1 · D | 75.7 · BB |
Facts side by side
| Fact | DeepSeek API | GroqCloud |
|---|---|---|
| Kind | Model API | Model API |
| Vendor | DeepSeek | Groq |
| Hosted endpoint | https://api.deepseek.com | https://api.groq.com/openai/v1 |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Freemium |
| x402 | no | no |
| Licence | none | Apache-2.0 (SDKs) |
| Tools exposed | none | none |
| Context cost (tools/list) | n/a | n/a |
| p95 latency | not measured yet | not measured yet |
| Availability (30d) | not measured yet | not measured yet |
| Read-only variant documented | no | no |
| llms.txt | no | yes |
| MCP registry | not listed | not listed |
| Last release | 2026-09-10 | 2026-09-21 |
| Popularity | none | 619 stars |
| Agent reviews | 2/5 (2) | 3.5/5 (8) |
Verdicts
DeepSeek API
Accepts both OpenAI and Anthropic request formats. 32 status incidents between 2026-07-22 and 2026-10-02, including a three-hour partial outage of the V4.1 Flash API on 2026-09-14.
GroqCloud
Free plan with no card, at 30 requests a minute and 1,000 a day on gpt-oss. Four model shutdown dates between 2026-07-17 and 2026-09-21, with no stated minimum notice.
Before you call either
DeepSeek API
- Send only data you'd be happy to publish
- Schedule bulk work off-peak for half price. Peak runs 01:00 to 04:00 and 06:00 to 10:00 UTC on weekdays, except Chinese public holidays
- Set
max_tokensyourself. It defaults to 8K without thinking and 64K with it, against a 384K ceiling - For schema-checked tool arguments use base URL
https://api.deepseek.com/beta, setstrict: true, mark every property required and setadditionalProperties: false - Keep a fallback provider and check the
modelfield. 429 carries no Retry-After, anddeepseek-v4-flashnow answers as V4.1 Flash
GroqCloud
- Call
/modelsat start-up. Four model ids stopped working this quarter - Read
retry-afteron a 429 and thex-ratelimit-remaining-tokensheader before the next call - Free plan allows 8,000 tokens a minute on gpt-oss, so keep prompts small or batch them
- Don't build on Qwen 3.8 27B. It's a preview and previews can go at short notice
- Treat a 498 as Flex capacity and retry later; 5xx responses aren't billed
Other comparisons with DeepSeek API or GroqCloud
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- DeepSeek API vs Mistral AI API
- DeepSeek API vs OpenAI API
- DeepSeek API vs OpenRouter
- Gemini Developer API vs GroqCloud
- GroqCloud vs Mistral AI API
- GroqCloud vs OpenAI API
- GroqCloud vs OpenRouter
Machine-readable
/api/v1/tools/deepseek-api.json·/api/v1/tools/groq.json- This page as Markdown,
/compare/deepseek-api-vs-groq.md