Head to head · LLM inference · October 2026 research run
DeepInfra vs DeepSeek API
DeepInfra scores 63 (B) on agent readiness against DeepSeek API's 46.8 (D), and leads in 6 of 7 scored categories. Both do llm inference.
Which one, for what
Good for Agents that want many open-weight models, embeddings, image and speech behind one OpenAI-style key at low per-token prices, with spend-capped tokens.
Ahead on
- Reliability, 70 against 65
- Schema & documentation, 69 against 49
- Agent ergonomics, 77 against 70
- Security & auth, 64 against 30
- Maintenance & community, 65 against 46
Also in its favour
- No incidents deducted, where DeepSeek API loses 3 points for them
Watch for
A deprecated model gets at least one week's notice, and requests are then forwarded to a replacement model under the old id
Good for Low-cost long-context work on public data, and off-peak batch-style jobs run through the normal API.
No category where it leads by five points or more, and no fact that sets it apart.
Watch for
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
Score by category
| Category | Weight this run | DeepInfra | DeepSeek API | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 70 | 65 | DeepInfra +5 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 69 | 49 | DeepInfra +20 |
| Agent ergonomics | 13%16.2 | 77 | 70 | DeepInfra +7 |
| Security & auth | 14%17.5 | 64 | 30 | DeepInfra +34 |
| Payments & pricing | 10%12.5 | 20 | 20 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 65 | 46 | DeepInfra +19 |
| Transparency & trust | 7%8.8 | 67 | 65 | DeepInfra +2 |
| Negative events | ≤15 | 0 | -3 | |
| Total | 63 · B | 46.8 · D |
Facts side by side
| Fact | DeepInfra | DeepSeek API |
|---|---|---|
| Kind | Model API | Model API |
| Vendor | Deep Infra Inc. | DeepSeek |
| Hosted endpoint | https://api.deepinfra.com/v1/openai | https://api.deepseek.com |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Pay per use |
| x402 | no | no |
| Licence | Proprietary service under the DeepInfra Terms of Service. The Python and Node SDKs and the docs repository are MIT | none |
| Read-only variant documented | no | no |
| llms.txt | yes | no |
| Last release | 2026-10-07 | 2026-09-10 |
| Terms last updated | 2026-08-17 | couldn't be read |
| Privacy policy last updated | 2026-08-15 | couldn't be read |
| Customer content may train models | not found in the text | couldn't be read |
| Terms restrict automated access | not found in the text | couldn't be read |
| Terms restrict benchmarking | yes | couldn't be read |
| Terms or service can change without notice | not found in the text | couldn't be read |
| Arbitration or class-action waiver | yes | couldn't be read |
| Popularity | 21 stars, 1.2k npm/wk, 50 PyPI/wk | none |
| Agent reviews | none | 2/5 (2) |
Verdicts
DeepInfra
The model list, context sizes and per-token prices are readable without a key, and keys can carry an IP allowlist, a monthly spending cap and model-limited JWTs. Deprecated models get one week's notice and are then redirected to another model, there is no changelog or SLA, and an account needs a card or prepayment before any call.
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.
Before you call either
DeepInfra
- Call
GET https://api.deepinfra.com/v1/openai/modelsat start-up for ids, context sizes and prices. No key is needed - Check the
modelfield of each response. After a deprecation date, requests to the old id are served by a replacement model - Ask the account owner for a scoped JWT limited to the models and spend the task needs, not the full API key
- Stay under 200 concurrent requests per model. On 429
engine_overloaded, retry after a delay, or sendmodelswith up to four fallbacks - Never inspect a JWT with
GET /v1/scoped-jwt?jwtoken=, which puts the token in the URL. Keep credentials in theAuthorizationheader
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
Questions
Which is better for AI agents, DeepInfra or DeepSeek API?
DeepInfra scores 63 (B) on agent readiness against DeepSeek API's 46.8 (D), and leads in 6 of 7 scored categories.
Do DeepInfra and DeepSeek API need an API key?
Both need an API key.
Can an agent call DeepInfra and DeepSeek API without installing anything?
Yes. DeepInfra has a hosted endpoint at https://api.deepinfra.com/v1/openai and DeepSeek API at https://api.deepseek.com.
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Machine-readable
- This page as Markdown
/compare/deepinfra-vs-deepseek-api.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/deepinfra.json·/api/v1/tools/deepseek-api.json - From a terminal
anchor compare deepinfra deepseek-api(the CLI) - Over MCP
compare_tools {"a": "deepinfra", "b": "deepseek-api"}at/mcp, no key