Head to head · LLM inference · October 2026 research run
Amazon Bedrock vs xAI API (Grok)
Amazon Bedrock scores 81.7 (A) on agent readiness against xAI API (Grok)'s 71.7 (BB), and leads in every scored category. Both do llm inference.
Best model APIs and inference for AI agents · All 830 models comparisons
Which one, for what
Best for Teams already on AWS who want Claude, GPT-6, Nova, Llama and other models under one IAM, billing and VPC boundary, with regional data controls and an SLA.
Ahead on
- Reliability, 80 against 55
- Schema & documentation, 94 against 88
- Payments & pricing, 30 against 20
- Transparency & trust, 85 against 63
Watch for
An AWS account, IAM setup and a Region choice come before the first call, and an agent can't sign up alone
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.
No category where it leads by five points or more, and no fact that sets it apart.
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.
Reliability Amazon Bedrock +25
Amazon Bedrock 80
AWS Health Dashboard with per-service, per-Region feeds and a public history file (20). The history lists Amazon Bedrock as disrupted in ME-CENTRAL-1 (UAE) and ME-SOUTH-1 (Bahrain) since March 2026, where AWS said on 15 September 2026 (still inside the 90-day window on 6 November) that it can't restore resources held only there. No other Bedrock event appears in the history in the 90 days to 6 November; an EU-SOUTH-2 packet-loss event on 4 October named Bedrock AgentCore, not Bedrock. This counts as one major event (10). StatusGator's third-party mirror shows 'Increased Error Rates' warnings on 24, 26 and 27 August and 10 September that we couldn't find in AWS's own history, so we didn't score them. Per-model token quotas with default values in the AWS General Reference, such as 30,000,000 tokens a minute for Opus 5.5 global inference (15). The error guide gives exponential backoff with jitter for 429, 503 and 529 and says to honour Retry-After, and the SDKs retry ModelNotReadyException up to five times (15). SLA of 99.9 per cent a month per Region for the model APIs, last updated 4 October 2023 (10). Converse and the current Claude, GPT-6 and Nova 2 Lite models are GA (10).
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).
Transparency & trust Amazon Bedrock +22
Amazon Bedrock 85
Closed service under the AWS Customer Agreement and Service Terms, with the SDKs and Smithy models under Apache-2.0 (18, as for S3). The data retention, abuse detection and security pages agree that Bedrock stores nothing by default, name the models that retain traffic and for how long, and say retained data isn't shared with providers. The retention page's default mode says AWS 'may retain the data for safety and abuse-prevention purposes' without a period, and a legacy provider_data_share mode is kept though sharing isn't supported (25 of 30). A written lifecycle policy with Legacy and EOL dates per model, but the legacy table's 34-day Legacy periods for five Claude models in some Regions contradict its own 6-month floor (15 of 20, down from 18). AWS's sub-processor list, per the 4 October S3 check, and per-Region, geographic and global inference options, with global routing able to process data in any commercial Region (18 of 20).
xAI API (Grok) 63
Closed service under xAI's enterprise terms, with the Python SDK under Apache-2.0 (15). The docs agree with each other on no training, 30-day abuse retention, 30-day storage of stateful responses and the ZDR route, but the privacy policy, enterprise terms and DPA at x.ai/legal answered a Cloudflare block page on 6 October and again on 6 November, so they couldn't be compared (15 of 30). Dated migration guides and redirect tables for each retirement, but no written deprecation policy, and Chat Completions, Anthropic compatibility and grok-voice-2.0 are labelled deprecated with no date (12 of 20). The US regional endpoint states what stays in the US, the global endpoint guarantees no region, and no subprocessor list was readable (10 of 20).
Payments & pricing Amazon Bedrock +10
Amazon Bedrock 30
No x402, MPP or L402 (0). Per-token prices per model, tier and Region on the public pricing page, filled from AWS's public price feed (20). New accounts get up to $200 in Free Tier credits and the Free Tier page lists Bedrock among eligible services, and the Free Tier FAQ says most new customers don't need a payment method, but AWS may still ask for one, so half, as for S3 (10). A person signs up for AWS in a browser and sets up IAM before any key exists (0).
xAI API (Grok) 20
No x402, MPP or L402 (0). Per-token and per-call prices published without a login on docs.x.ai/developers/pricing (20). No free tier found for the text API, and the quickstart says to load the account with credits (0). Sign-up is in the browser at console.x.ai. The Management API can create keys and top up prepaid credit, but only with a management key made by a person in the console, so no line credit (0).
Schema & documentation Amazon Bedrock +6
Amazon Bedrock 94
Model reading. No OpenAPI, but the bedrock-runtime and bedrock Smithy models are public in aws/api-models-aws with types, required members and enums, counted as for S3 (25). llms.txt for the user guide with about 2,000 lines, each page with a Markdown twin (10). Model cards state context, output limits, endpoints and supported functions per model, and the guide now recommends bedrock-runtime for new work, but support for each API, endpoint and feature changes model by model (16 of 20). Structured outputs compile JSON Schema to a grammar, with minimum, maximum and string lengths supported, though some inference profiles don't support it, such as Haiku 4.5 through the India profile (13 of 15). Every operation lists typed errors with HTTP codes and links to a troubleshooting page with causes and fixes, and examples run through the guide (15). API version 2023-09-30 and a dated document history with an RSS feed, newest entry 30 October 2026, with structured outputs for Claude on both endpoints added on 18 October (15).
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).
Score by category
| Category | Weight this run | Amazon Bedrock | xAI API (Grok) | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 80 | 55 | Amazon Bedrock +25 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 94 | 88 | Amazon Bedrock +6 |
| Agent ergonomics | 13%16.2 | 92 | 90 | Amazon Bedrock +2 |
| Security & auth | 14%17.5 | 98 | 97 | Amazon Bedrock +1 |
| Payments & pricing | 10%12.5 | 30 | 20 | Amazon Bedrock +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 81 | 77 | Amazon Bedrock +4 |
| Transparency & trust | 7%8.8 | 85 | 63 | Amazon Bedrock +22 |
| Negative events | ≤15 | 0 | 0 | |
| Total | A 81.7/100 | BB 71.7/100 |
Facts side by side
| Fact | Amazon Bedrock | xAI API (Grok) |
|---|---|---|
| Kind | Model API | Model API |
| Vendor | Amazon Web Services | SpaceXSI (xAI) |
| Hosted endpoint | https://bedrock-runtime.us-east-1.amazonaws.com | https://api.x.ai/v1 |
| Transports | HTTP | HTTP |
| Auth | OAuth or key | API key |
| Pricing | Pay per use | Pay per use |
| x402 | no | no |
| Licence | Proprietary service under the AWS Customer Agreement and Service Terms. Third-party models carry their providers' licence terms. The AWS SDKs and the Smithy service models are Apache-2.0 | Proprietary service under xAI's enterprise terms of service. The Python SDK is Apache-2.0 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-30 | 2026-11-02 |
| Terms last updated | 2026-10-01 | 2026-10-27 |
| Privacy policy last updated | 2026-05-18 | 2026-10-27 |
| Customer content may train models | yes, with an opt-out | yes |
| Terms restrict automated access | yes | not found in the text |
| Terms restrict benchmarking | yes | not found in the text |
| Terms or service can change without notice | yes | not found in the text |
| Arbitration or class-action waiver | not found in the text | yes |
| Popularity | 21.8M npm/wk | 597 stars, 912k PyPI/wk |
What the same task costs
| Task | Amazon Bedrock | xAI API (Grok) |
|---|---|---|
| Research a product and write a sourced reportanthropic.claude-opus-5-5 on Amazon Bedrock, grok-4.7 on xAI API (Grok) | $43.88 | $21.76 |
| Build a small four-page websiteanthropic.claude-opus-5-5 on Amazon Bedrock, grok-4.7 on xAI API (Grok) | $10.03 | $4.85 |
| Find and fix a bug in a large codebaseanthropic.claude-opus-5-5 on Amazon Bedrock, grok-4.7 on xAI API (Grok) | $2.16 | $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.
Verdicts
Amazon Bedrock
Bedrock reaches Claude, GPT-6, Nova, Llama and other families through one IAM-controlled API, with a 99.9 per cent SLA and a per-Region zero-retention switch. Setup needs an AWS account, IAM permissions and a Region, capabilities vary by model, and some Regions gave five older Claude models about 34 days of notice.
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
Amazon Bedrock
- Use the geographic or global inference ID from the model card, such as
global.anthropic.claude-opus-5-5. Global routing is cheaper but can process data in any commercial Region - Set
data_retention_modetononein each Region before sending sensitive data. Models that need retention then return ValidationException - Back off with jitter on 429 ThrottlingException, 503 and 529
overloaded_error, and honourRetry-Afterwhen it's sent - Generate short-term API keys from an IAM role for production. Long-term keys create an IAM user and AWS marks them exploration only
- Call ListFoundationModels in your Region and read
modelLifecyclebefore pinning a model ID. Claude 3.x IDs in several Regions stop working on 13 November 2026 and requests don't redirect
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, Amazon Bedrock or xAI API (Grok)?
Amazon Bedrock scores 81.7 (A) on agent readiness against xAI API (Grok)'s 71.7 (BB), and leads in every scored category.
Do Amazon Bedrock and xAI API (Grok) need an API key?
Amazon Bedrock takes an API key or an OAuth sign-in. xAI API (Grok) needs an API key.
Can an agent call Amazon Bedrock and xAI API (Grok) without installing anything?
Yes. Amazon Bedrock has a hosted endpoint at https://bedrock-runtime.us-east-1.amazonaws.com and xAI API (Grok) at https://api.x.ai/v1.
Other comparisons with Amazon Bedrock or xAI API (Grok)
- Amazon Bedrock vs Claude API
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- Amazon Bedrock vs Azure OpenAI in Foundry Models
- Amazon Bedrock vs BlockRun.AI
- Amazon Bedrock vs Cerebras Inference
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- Claude API vs xAI API (Grok)
- Antseed vs xAI API (Grok)
- Azure OpenAI in Foundry Models vs xAI API (Grok)
- BlockRun.AI vs xAI API (Grok)
- Cerebras Inference vs xAI API (Grok)
- Cloudflare AI Gateway vs xAI API (Grok)
- Cloudflare Workers AI vs xAI API (Grok)
- Cohere Chat API (Command models) vs xAI API (Grok)
- DeepInfra vs xAI API (Grok)
- DeepSeek API vs xAI API (Grok)
- Eden AI vs xAI API (Grok)
- Glimpse vs xAI API (Grok)
- Fireworks AI Inference vs xAI API (Grok)
- Gemini Developer API vs xAI API (Grok)
- 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/amazon-bedrock-vs-xai-api.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/amazon-bedrock.json·/api/v1/tools/xai-api.json - From a terminal
anchor compare amazon-bedrock xai-api(the CLI) - Over MCP
compare_tools {"a": "amazon-bedrock", "b": "xai-api"}at/mcp, no key