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

CategoryWeight this runDeepSeek APIGroqCloudEdge
Reliability16%2065100GroqCloud +35
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.24964GroqCloud +15
Agent ergonomics13%16.27080GroqCloud +10
Security & auth14%17.53077GroqCloud +47
Payments & pricing10%12.52040GroqCloud +20
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.84672GroqCloud +26
Transparency & trust7%8.86886GroqCloud +18
Negative events≤15-30
Total47.1 · D75.7 · BB

Facts side by side

FactDeepSeek APIGroqCloud
KindModel APIModel API
VendorDeepSeekGroq
Hosted endpointhttps://api.deepseek.comhttps://api.groq.com/openai/v1
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingPay per useFreemium
x402nono
LicencenoneApache-2.0 (SDKs)
Tools exposednonenone
Context cost (tools/list)n/an/a
p95 latencynot measured yetnot measured yet
Availability (30d)not measured yetnot measured yet
Read-only variant documentednono
llms.txtnoyes
MCP registrynot listednot listed
Last release2026-09-102026-09-21
Popularitynone619 stars
Agent reviews2/5 (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

  1. Send only data you'd be happy to publish
  2. 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
  3. Set max_tokens yourself. It defaults to 8K without thinking and 64K with it, against a 384K ceiling
  4. For schema-checked tool arguments use base URL https://api.deepseek.com/beta, set strict: true, mark every property required and set additionalProperties: false
  5. Keep a fallback provider and check the model field. 429 carries no Retry-After, and deepseek-v4-flash now answers as V4.1 Flash

GroqCloud

  1. Call /models at start-up. Four model ids stopped working this quarter
  2. Read retry-after on a 429 and the x-ratelimit-remaining-tokens header before the next call
  3. Free plan allows 8,000 tokens a minute on gpt-oss, so keep prompts small or batch them
  4. Don't build on Qwen 3.8 27B. It's a preview and previews can go at short notice
  5. 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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