Updated September 28, 2026 · DeployCue Editorial Team
AI/ML API vs Amazon Web Services
AI/ML API vs Amazon Web Services: the differences
| Fact | AI/ML API | Amazon Web Services |
|---|---|---|
| Input price from | $0.0516 to $41.26 | $0.040Lower |
| Output price from | $0.138 to $206.31 | $0.040Lower |
| Models offered | GPT 5.6 Sol, GPT 5.5, GPT 5, GPT 4.1, GPT 4o, GPT 4, GPT OSS 120B, Claude Opus 5, Claude Opus 5.5, Claude Opus 4.8, Claude Fable 5.1, Claude Sonnet 5, Gemini 3.8 Flash, Gemini 3.5 Flash, Gemini 2.5 Pro, Gemini 2.5 Flash, Gemma 4 31B, Grok 4.6, Grok Imagine Video, Grok 4.20, DeepSeek V4 Pro, DeepSeek R1, Qwen3.7 Max, Kimi K2.6, MiniMax M3, Fugu Ultra, Laguna S 2.1, Seed 2.1 Turbo, FLUX 3 Video, FLUX 2 Pro, Wan 3.0 Video, Seedance 2.5, Kling 3.0 Pro, Qwen Image 3, Nova 3 General, ERNIE 5.0, Command A | Amazon Nova, Amazon Titan, Anthropic Claude, Meta Llama, Mistral AI (Mistral Large 3, Ministral, Magistral, Voxtral, Devstral), Cohere (Command, Embed, Rerank), DeepSeek v3.2, Google Gemma 4 / Gemma 3, AI21 Labs, Luma AI, MiniMax M2, Moonshot AI Kimi K2, NVIDIA, OpenAI, Qwen, Stability AI, TwelveLabs, Writer, XAI, Z AI, Custom Model Import |
| Largest context window | 1,050,000Higher | 300,000 |
| Free credits | Not confirmed | $100 in credits on signup, up to $100 more, up to $200 total over 6 months |
| OpenAI-compatible API | Yes | Not confirmed |
| Compliance certifications | Not confirmed | PCI DSS, HIPAA/HITECH, FedRAMP, GDPR, FIPS 140 3, NIST 800 171 |
Key differences
- Input price from is lower at Amazon Web Services: $0.040 vs $0.0516 to $41.26.
- Output price from is lower at Amazon Web Services: $0.040 vs $0.138 to $206.31.
- Models offered: only AI/ML API offers GPT 5.6 Sol, GPT 5.5, GPT 5.
- Models offered: only Amazon Web Services offers Amazon Nova, Amazon Titan, Anthropic Claude.
- Largest context window is higher at AI/ML API: 1,050,000 vs 300,000.
- Support channels: only AI/ML API offers Email.
- Support channels: only Amazon Web Services offers Phone.
Score breakdown
| Area | AI/ML API | Amazon Web Services |
|---|---|---|
| Cost | 9.30Fees are per model and per token with a minimum top-up, and entry input ranks 32 of 71. | 9.60HigherPer GB-second at $0.000000017 ranks 1 of 27, and request pricing at $0.20 ranks 5 of 36. |
| Offer | 9.70HigherA context window of 1,050,000 tokens and an OpenAI-compatible endpoint sit behind from 1,000 providers, and the free tier is not available. | 9.20Breadth is the trade-off: 39 regions, NVIDIA A10G, NVIDIA T4 and NVIDIA H100 and a wide model catalogue, with a paid control plane at $0.10. |
| Trust | Not confirmed | 10.00 |
Availability and regulation
| Country | AI/ML API | Amazon Web Services |
|---|---|---|
| Headquarters | United Arab Emirates | United States |
Which one suits you
Pick AI/ML API if offer and largest context window matter most.
Pick Amazon Web Services if cost, input price from, and output price from matter most.
Winner by area
AI/ML API
- Cost9.3
- Offer9.7
Amazon Web Services
- Cost9.6
- Offer9.2
- Amazon Web Services edges AI/ML API on cost, 9.6 to 9.3.
- AI/ML API leads on offer by 0.5 points (9.7 vs 9.2).
By the numbers
| Fact | AI/ML API | Amazon Web Services |
|---|---|---|
| Input price from | $0.0516 to $41.26 | $0.040 |
| Output price from | $0.138 to $206.31 | $0.040 |
| Largest context window | 1,050,000 | 300,000 |
What it costs in practice
10M input and 2M output tokens, cheapest model
AI/ML API
$0.79 to $825.24
10 × $0.05 to $41.26 + 2 × $0.14 to $206.31
Amazon Web Services
$0.48
10 × $0.04 + 2 × $0.04
Amazon Web Services costs $0.31 less.
Worked out from the stated prices and rates; your own total depends on how you use it.
Every fact side by side
| Fact | AI/ML API | Amazon Web Services |
|---|---|---|
| Legal entity | Boiler Labs FZ-LLC | Amazon.com, Inc. |
| Headquarters | United Arab Emirates | United States |
| Founded | Not confirmed | 1994 |
| Support channels | Email, Chat, Help centre, Community | Phone, Chat, Help centre, Community |
Country by country
| Country | AI/ML API | Amazon Web Services |
|---|---|---|
| Australia | No | Yes |
| Belgium | No | Yes |
| Brazil | No | Yes |
| Canada | No | Yes |
| Egypt | No | Yes |
| France | No | Yes |
| Germany | No | Yes |
| India | No | Yes |
8 of 22 countries where either is available.
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