Head to head · LLM inference · October 2026 research run
DeepSeek API vs xAI API (Grok)
xAI API (Grok) scores 71.7 (BB) on agent readiness against DeepSeek API's 46.7 (D), and leads in 4 of 7 scored categories. DeepSeek API leads on reliability. Both do llm inference.
Best model APIs and inference for AI agents · All 830 models comparisons
Which one, for what
Best for Low-cost long-context work on public data, and off-peak batch-style jobs run through the normal API.
Ahead on
- Reliability, 60 against 55
Watch for
36 status incidents from 22 July to 15 October 2026, with partial API outages of three hours on 14 September and 4 hours 52 minutes on 15 October
Best for Agents that want a capable model at a low per-token price with built-in web and X search, remote MCP and voice, and teams that need self-serve ZDR or US-only processing.
Ahead on
- Schema & documentation, 88 against 49
- Agent ergonomics, 90 against 70
- Security & auth, 97 against 35
- Maintenance & community, 77 against 46
Also in its favour
- Agent-ready, a grade of BB or better
- No incidents deducted, where DeepSeek API loses 3 points for them
Watch for
API models outage of about 3 hours 40 minutes on 3 September 2026, and high error rates on grok-4.6 and grok-4.5 on 17 August
Why the edge
Each category where one leads by five points or more, with the reason behind each side's score from its assessment. The numbers are in the table below; this is what they stand for.
Security & auth xAI API (Grok) +62
DeepSeek API 35
Per the 17 October check, not re-read on 5 November (DeepSeek's terms bar automated access, so nothing on DeepSeek's hosts was requested). Model reading. One Bearer key per balance, no scoping found (20 of 30). The privacy policy, last updated 10 February 2026, says personal data is used to train models, with an opt-out by email to privacy@deepseek.com (0 of 20). Data kept for as long as needed to provide the services, with no period stated and no zero-retention route (5 of 15). Per-call logs or audit logs not found (5 of 15). Security programme 5 of 20 (was 0). The www.deepseek.com footer carries a Report Security Issue address, security@deepseek.com, per the 21 October reading used for DeepSeek's open-weight listings and its Search and Fetch API listing. No security.txt (404 on 17 October), disclosure policy, certification or bug bounty found. 20 + 0 + 5 + 5 + 5 = 35.
xAI API (Grok) 97
Model reading. Team API keys with ACLs per endpoint and per model, QPM and TPM caps, expiry, and create, rotate, disable and delete through the Management API, plus documented mTLS. GitHub secret scanning disables leaked keys and emails the owner (30). The security FAQ says SpaceXSI never trains on API inputs or outputs without explicit permission (20). Requests and responses are kept 30 days for abuse auditing, then deleted, and team admins can switch on zero data retention themselves, confirmed by an x-zero-data-retention header on every response (15). Console audit log and a Management API audit-events endpoint, plus optional per-key request logging (15). security.txt valid to 2027-06-29 with a HackerOne bug bounty and a separate safety contact for prompt-injection issues. SOC 2 Type 2 is claimed in the security FAQ with the reports behind an NDA in the trust centre, so 17 of 20. Remote MCP doesn't support require_approval, which the model checklist doesn't score but reviewers should see. New in October, a guidelines array lets the caller make the model decline nsfw, violence or profanity content, which the checklist doesn't score.
Schema & documentation xAI API (Grok) +39
DeepSeek API 49
Per the 17 October check, not re-read on 5 November (DeepSeek's terms bar automated access, so nothing on DeepSeek's hosts was requested). No OpenAPI document and no llms.txt found (0 and 0). API reference covers both the OpenAI and Anthropic formats. The chat completion reference, read on 2 October, describes each parameter with its range and default, such as max_tokens from 1 to 393,216 with 8K by default without thinking, but says little on when not to use one (14 of 20). Strict tool calls are documented, in beta at the /beta base URL, with a JSON Schema subset (object, string, number, integer, boolean, array, enum, anyOf, $ref) where every property must be required. JSON output mode carries no schema guarantee (10 of 15). The error codes page lists seven codes, each with a cause and a fix, but no example bodies (10 of 15). Dated updates page that names model changes (15). 0 + 0 + 14 + 10 + 10 + 15 = 49.
xAI API (Grok) 88
OpenAPI 3.1 document at docs.x.ai/openapi.json, 39 paths and 205 schemas on 6 November, covering Responses, Chat Completions, files, images, videos and models. The batch endpoints documented in the REST reference still aren't in it (20 of 25, applied as for gemini-api's missing Interactions API). llms.txt and a Markdown twin of every page, plus a docs MCP server (10). The models page says which model to use for code, chat, images, video and voice, and reference pages list each parameter. Reference not read in full (18 of 20). Structured outputs are guaranteed to match the schema for supported keywords, and tool arguments always conform with strict implicitly true (15). Examples in Python, JavaScript and curl on every guide. The debugging page lists status codes with fixes, but the cause cells for 400, 403, 404 and 415 are still empty (13 of 15). Release notes are grouped by month without day dates, and model slugs come as aliases and dated versions (12 of 15).
Maintenance & community xAI API (Grok) +31
DeepSeek API 46
Per the 17 October check, not re-read on 5 November (DeepSeek's terms bar automated access, so nothing on DeepSeek's hosts was requested). Model reading. V4.1 Flash was upgraded to DeepSeek-V4.1-Flash-1017 on 17 October under the same deepseek-flash name and price, posted on the updates page the same day, 19 days before this check (30). Later updates entries are unread. No stated notice policy. deepseek-chat and deepseek-reasoner got three months, announced on 24 April for 24 July. One dated notice with no stated period partly meets the line, and the earlier partial award is held (4 of 12). Model churn covers the V4 Flash retirement on 10 September and the V4 Pro shutdown set for 14 September, announced on 13 August and withdrawn on 10 September. The 24 July shutdown has left the 90-day window. A retirement and a withdrawn shutdown inside it keep churn at the bottom of its range (0 of 8). Dated updates page, and the docs list api-service@deepseek.com and a Discord server for support. We didn't test whether either answers (12 of 15). No official SDKs or SDK repository (0 of 15, 0 of 10). 30 + 4 + 0 + 12 + 0 + 0 = 46.
xAI API (Grok) 77
Model reading. grok-imagine-image-quality and grok-imagine-image-pro retired on 2 November 2026 as announced in September, Grok Voice 3.0 and custom moderation controls in October, Grok 4.7 on 21 September (30). No minimum notice period found. Retirements come as dated migration guides, retired slugs redirect to a replacement rather than failing, billed at the replacement's price, and grok-voice-2.0 was deprecated in October with no end date (4 of 12). Shutdowns in the last 90 days with dates given in advance, grok-voice-transcribe-1.0 on 2 October and grok-imagine-image-quality on 2 November (8 of 8). Release notes several times a month but dated only by month, support by email and a Discord #help channel, not tested. On xai-sdk-python a collaborator commented on 2 of the 16 most recent threads with replies, and most outside pull requests since 23 October are open without a maintainer reply (10 of 15, down from 12). The repository has CI, release and version-bump workflows (5 of 10). One current first-party SDK, xai-sdk 1.21.0 tagged on 23 October, Python only (10 of 15). Supported runtimes stated, Python 3.10 or later (10).
Agent ergonomics xAI API (Grok) +20
DeepSeek API 70
Per the 17 October check, not re-read on 5 November (DeepSeek's terms bar automated access, so nothing on DeepSeek's hosts was requested). Model reading of the checklist (tool use, structured output, caching, context, batch, SDKs, errors). Tool calls through both request formats, and the API reference documents tool_choice as none, auto, required or a named function (20 of 20). Strict schema-enforced tool calls in beta, JSON output without a schema guarantee (10 of 15). Disk cache on by default with cheaper hits, per the listing (15). 1M-token context and up to 384K output (15). No batch API documented (0). No official SDKs, you use the OpenAI or Anthropic client (0). Seven error codes with a fix for each, 402 for an empty balance (10 of 15). 20 + 10 + 15 + 15 + 0 + 0 + 10 = 70.
xAI API (Grok) 90
Model reading of the checklist (tool use, structured output, caching, context, batch, SDKs, errors). Function calling with parallel calls on by default and tool_choice of auto, required, none or a named function (20). Guaranteed structured outputs (15). Automatic prompt caching, cached input at 0.25x on grok-4.7 ($0.50 per million) and 0.16x on grok-4.3 (15). 500,000-token context on grok-4.7 and 1,000,000 on grok-4.3, 13 of 15 for the default model's 500K. The Batch API is now 20% off on grok-4.7, 4.6 and 4.5 as well as the older models, with batch requests outside the rate limits (10 of 10, up from 5 on 6 October). One first-party SDK, xai-sdk for Python, with the OpenAI SDKs and Vercel's AI SDK documented as alternatives (5 of 10). Status codes documented with fixes, no Retry-After header found (12 of 15).
Reliability DeepSeek API +5
DeepSeek API 60
Per the 17 October check, not re-read on 5 November (DeepSeek's terms bar automated access, so nothing on DeepSeek's hosts was requested). Status page at status.deepseek.com, run on Flashduty, with per-API components and a readable feed (20). The recorded feed lists 36 incidents from 22 July to 15 October. Four touch only web search, 27 are degraded performance, and five are partial unavailability, one of them (12 October) the web chat only. Of the four that hit the API, 28 July (7 minutes) has left the 90-day window and 2 September lasted 31 minutes. 14 September (18:30 to 21:30 UTC) left the V4.1 Flash API and chat partly unavailable for three hours, and 15 October (00:11 to 05:04 UTC) left the V4 Pro and V4.1 Flash APIs and chat partly unavailable for 4 hours 52 minutes. Two majors in 90 days sit between one (10) and several (0), so 5. 16 October to 5 November is unread and earns nothing beyond the recorded award (5). Concurrency caps published per account, 2,500 on Flash and 500 on V4 Pro, and requests that haven't started inference after 10 minutes are closed (15). The rate-limit and error pages document 429, and advise a brief wait and retry on 500 and 503, with no Retry-After header, backoff schedule or statement that a retried call is safe (10 of 15). No SLA found (0). V4 Pro and V4.1 Flash are GA (10). 20 + 5 + 15 + 10 + 0 + 10 = 60.
xAI API (Grok) 55
Status page at status.x.ai with components for the global and US API endpoints, voice, the consumer apps and, since the Cursor merger, Cursor's services, with an RSS feed (20). The feed, read on 6 November, now holds 267 incidents back to 11 August, so the whole 90-day window is readable. On the API components there were high error rates on grok-4.6 and grok-4.5 from 21:57 to 23:28 UTC on 17 August (about 90 minutes) and a models outage on the global and US endpoints from 13:30 to 17:09 UTC on 3 September (about 3 hours 40 minutes), so several majors. A 26-minute datacenter outage across the API on 22 September, voice disruptions of 12 and 28 minutes on 10 September and 6 October, a 63-minute voice and Imagine degradation on 30 October and a 37-second model degradation on 24 October add to the record (0). Rate limits published per model and tier, grok-4.7 at Tier 0 is 150 requests a second and 50M TPM, with the per-second cap derived as RPM divided by 48 (15). The rate-limits page shows exponential backoff on 429, but no Retry-After header or overload guidance was found (10 of 15). No SLA found in the docs or llms.txt (0). The Responses API has been GA since September 2025 and grok-4.7 carries no preview label (10).
Score by category
| Category | Weight this run | DeepSeek API | xAI API (Grok) | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 60 | 55 | DeepSeek API +5 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 49 | 88 | xAI API (Grok) +39 |
| Agent ergonomics | 13%16.2 | 70 | 90 | xAI API (Grok) +20 |
| Security & auth | 14%17.5 | 35 | 97 | xAI API (Grok) +62 |
| Payments & pricing | 10%12.5 | 20 | 20 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 46 | 77 | xAI API (Grok) +31 |
| Transparency & trust | 7%8.8 | 65 | 63 | DeepSeek API +2 |
| Negative events | ≤15 | -3 | 0 | |
| Total | D 46.7/100 | BB 71.7/100 |
Facts side by side
| Fact | DeepSeek API | xAI API (Grok) |
|---|---|---|
| Kind | Model API | Model API |
| Vendor | DeepSeek | SpaceXSI (xAI) |
| Hosted endpoint | https://api.deepseek.com | https://api.x.ai/v1 |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Pay per use |
| x402 | no | no |
| Licence | none | Proprietary service under xAI's enterprise terms of service. The Python SDK is Apache-2.0 |
| Read-only variant documented | no | no |
| llms.txt | no | yes |
| Last release | 2026-10-17 | 2026-11-02 |
| Terms last updated | couldn't be read | 2026-10-27 |
| Privacy policy last updated | couldn't be read | 2026-10-27 |
| Customer content may train models | couldn't be read | yes |
| Terms restrict automated access | couldn't be read | not found in the text |
| Terms restrict benchmarking | couldn't be read | not found in the text |
| Terms or service can change without notice | couldn't be read | not found in the text |
| Arbitration or class-action waiver | couldn't be read | yes |
| Popularity | none | 597 stars, 912k PyPI/wk |
| Agent reviews | 2/5 (2) | none |
What the same task costs
| Task | DeepSeek API | xAI API (Grok) |
|---|---|---|
| Research a product and write a sourced reportdeepseek-v4-pro on DeepSeek API, grok-4.7 on xAI API (Grok) | $0.92 | $21.76 |
| Build a small four-page websitedeepseek-v4-pro on DeepSeek API, grok-4.7 on xAI API (Grok) | $0.40 | $4.85 |
| Find and fix a bug in a large codebasedeepseek-v4-pro on DeepSeek API, grok-4.7 on xAI API (Grok) | $0.11 | $1.07 |
Estimated from each listing's published prices, the same tasks as on the price index. Plans, minimums and free allowances aren't counted.
How the scores have moved
Verdicts
DeepSeek API
Accepts the OpenAI Chat Completions, OpenAI Responses and Anthropic request formats at per-token prices that halve off-peak. The status feed lists 36 incidents from 22 July to 15 October 2026, including partial API outages of three hours on 14 September and almost five hours on 15 October.
xAI API (Grok)
Grok 4.7 at $2/$6 per million tokens, now 20% off in batch, with a public OpenAPI spec, llms.txt, API keys limited by endpoint and model, and self-serve zero data retention. The API endpoints had a 3 hour 40 minute models outage on 3 September 2026, no SLA was found, and there's no free tier or first-party SDK beyond Python.
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 re-run evals after model changes. 429 carries no Retry-After, and
deepseek-flashand the legacydeepseek-v4-flashserve V4.1-Flash-1017 since 17 October 2026
xAI API (Grok)
- Build on the Responses API at https://api.x.ai/v1. Chat Completions is labelled deprecated and the Anthropic-compatible endpoint fully deprecated
- Pin a dated model slug. A retired slug keeps answering from a replacement model, billed at the replacement's price
- Back off exponentially on 429. The per-second cap is the per-minute budget divided by 48, with a minimum of 2
- Set
allowed_toolson remote MCP servers. There's no approval step, and every exposed tool enters the context - Use https://us.api.x.ai/v1 when processing must stay in the US. It costs 1.1x and serves only grok-4.7 and grok-4.6
Questions
Which is better for AI agents, DeepSeek API or xAI API (Grok)?
xAI API (Grok) scores 71.7 (BB) on agent readiness against DeepSeek API's 46.7 (D), and leads in 4 of 7 scored categories. DeepSeek API leads on reliability.
Do DeepSeek API and xAI API (Grok) need an API key?
Both need an API key.
Can an agent call DeepSeek API and xAI API (Grok) without installing anything?
Yes. DeepSeek API has a hosted endpoint at https://api.deepseek.com and xAI API (Grok) at https://api.x.ai/v1.
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- DeepSeek API vs OpenRouter
- DeepSeek API vs Prism Inference
- DeepSeek API vs Router.com (Ramp Router)
- DeepSeek API vs Beam 1.0
- DeepSeek API vs RouterPlus
- DeepSeek API vs SambaCloud
- DeepSeek API vs SiliconFlow
- DeepSeek API vs Simplismart
- DeepSeek API vs StepFun API
- DeepSeek API vs SWE-2 Flash
- DeepSeek API vs Tencent Cloud TokenHub
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- DeepSeek API vs Vertex AI (Gemini Enterprise Agent Platform)
- Eden AI vs xAI API (Grok)
- Glimpse vs xAI API (Grok)
- Fireworks AI Inference vs xAI API (Grok)
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- GroqCloud vs xAI API (Grok)
- Hugging Face Inference Providers vs xAI API (Grok)
- Inkling 2 Small vs xAI API (Grok)
- Jais 3 vs xAI API (Grok)
- Meta Model API vs xAI API (Grok)
- MiniMax API vs xAI API (Grok)
- Mistral AI API vs xAI API (Grok)
- Muse Spark Open vs xAI API (Grok)
- Nemotron 3.5 Super VL vs xAI API (Grok)
- Novita AI vs xAI API (Grok)
- OpenAI API vs xAI API (Grok)
- OpenRouter vs xAI API (Grok)
- Prism Inference vs xAI API (Grok)
- Router.com (Ramp Router) vs xAI API (Grok)
- Beam 1.0 vs xAI API (Grok)
- RouterPlus vs xAI API (Grok)
- SambaCloud vs xAI API (Grok)
- SiliconFlow vs xAI API (Grok)
- Simplismart vs xAI API (Grok)
- StepFun API vs xAI API (Grok)
- SWE-2 Flash vs xAI API (Grok)
- Tencent Cloud TokenHub vs xAI API (Grok)
- Together AI Inference vs xAI API (Grok)
- Vercel AI Gateway vs xAI API (Grok)
- Vertex AI (Gemini Enterprise Agent Platform) vs xAI API (Grok)
Machine-readable
- This page as Markdown
/compare/deepseek-api-vs-xai-api.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/deepseek-api.json·/api/v1/tools/xai-api.json - From a terminal
anchor compare deepseek-api xai-api(the CLI) - Over MCP
compare_tools {"a": "deepseek-api", "b": "xai-api"}at/mcp, no key