Amazon Bedrock charges per million tokens, and output costs more than input. The model sets the rate. On October 10, 2026, AWS listed Claude Haiku 5.5 at $0.10 in and $0.50 out, Sonnet 5.5 at $2.00 and $10.00, and Opus 5.5 at $4.00 and $20.00 (Global endpoint). Batch, Flex and caching cut that where offered.
You pay for what the model reads and what it writes. Tokens are the unit.
Every request has input tokens (prompt, instructions, history, retrieved documents, tool results) and output tokens (what the model writes). AWS quotes text models per 1 million tokens, with a higher rate for output. Reading a lot and writing a little, as in classifying or extracting, is cheap.
Thinking counts as output. AWS bills a Claude model's thinking tokens as output tokens, even when the response shows only a summary (AWS docs on extended thinking). The effort setting changes how much the newer Claude models think.
Third-party models such as Claude are billed through AWS Marketplace. They show on your AWS bill and in Cost Explorer under the model provider, not under Amazon Bedrock (Claude Haiku 5.5 model card).
The Bedrock pricing page lists no free allowance for model calls. New AWS accounts get $100 in Free Tier credits and can earn up to $100 more over 6 months (AWS Free Tier).
Which model sets the rate per token. How you call it (pricing tier, caching, Global or Geo endpoint) can halve that rate or raise it.
Standard rates per 1 million tokens, as AWS listed them on October 10, 2026 with the Region set to US East (Ohio). Prices change often and differ by Region.
Source: Amazon Bedrock pricing, checked October 10, 2026. Global cross-Region inference can send a request to any Region. Geo and In-Region inference keep it inside one geography or one Region, and on the newer Claude models they cost 10% more. Model details are on the AWS list of Anthropic models.
| Model | Input, Global | Output, Global | Geo and In-Region (in / out) | Batch, Global (in / out) | Cached input read |
|---|---|---|---|---|---|
| Claude Haiku 5.5 | $0.10 | $0.50 | $0.11 / $0.55 | not listed | $0.01 |
| Claude Sonnet 5.5 | $2.00 | $10.00 | $2.20 / $11.00 | not listed | $0.10 |
| Claude Opus 5.5 | $4.00 | $20.00 | $4.40 / $22.00 | not listed | $0.20 |
| Claude Fable 5.1 | not listed | not listed | $11.00 / $55.00 | not listed | $0.275 (Geo) |
| Claude Opus 4.8 | not listed | not listed | $5.50 / $27.50 | not listed | $0.55 (Geo) |
| Claude Sonnet 4.6 | $3.00 | $15.00 | $3.30 / $16.50 | $1.50 / $7.50 | $0.30 |
| Claude Opus 4.6 | $5.00 | $25.00 | $5.50 / $27.50 | $2.50 / $12.50 | $0.50 |
| Claude Haiku 4.5 | $1.00 | $5.00 | $1.10 / $5.50 | $0.50 / $2.50 | $0.10 |
AWS also lists OpenAI GPT, xAI Grok, DeepSeek, Qwen and other models, several of them priced on their model cards.
| Model | Input | Output | Batch (in / out) | Note |
|---|---|---|---|---|
| Amazon Nova Micro | $0.035 | $0.14 | $0.0175 / $0.07 | Geo and In-Region rate |
| Amazon Nova Lite | $0.06 | $0.24 | $0.03 / $0.12 | Geo and In-Region rate |
| Amazon Nova Pro | $0.80 | $3.20 | $0.40 / $1.60 | Geo and In-Region rate |
| Meta Llama 4 Maverick 17B | $0.24 | $0.97 | $0.12 / $0.485 | |
| Mistral Large 3 | $0.50 | $1.50 | not listed | US Regions |
| Google Gemma 4 31B | $0.14 | $0.40 | not listed | US Regions |
| OpenAI gpt-oss-120b | $0.15 | $0.60 | not listed | Open-weight model |
Many guides still quote $0.25 and $1.25 for "Claude Haiku" and $15.00 and $75.00 for "Claude Opus". Those are the rates for Claude 3 Haiku and for Claude Opus 4 and 4.1, older models AWS still lists.
The same model can cost half as much, or 75% more, depending on how you call it. Not every model supports every option.
You choose Standard, Priority or Flex per request (AWS service tiers). Reserved is set per account: Claude Sonnet 4.6 Reserved (Global, 1-month) was $0.18 an hour per 1K input tokens per minute and $0.90 for output. Batch is a separate job with results in Amazon S3.
| Option | Price and speed vs Standard | Fits |
|---|---|---|
| Standard | The list rate | Most apps. The default. |
| Flex | 50% lower where offered. Slower when Bedrock is busy. | Evaluations, summaries, agent steps that can wait |
| Priority | 75% higher where offered. Up to 25% faster output, per AWS. | Customer-facing apps where latency matters |
| Batch | 50% lower on supported models. Asynchronous. | Large offline jobs |
| Reserved | Fixed hourly price, 1-month or 3-month term | Steady, high volume |
| Provisioned Throughput | Hourly price per model unit | Hosting custom (fine-tuned) models |
On October 10, 2026, the model cards for Claude Haiku 5.5, Sonnet 5.5 and Opus 5.5 listed only the Standard tier: no Batch, Flex, Priority or Reserved yet. To save on them today, use the Global endpoint and prompt caching, or send easy requests to a cheaper model. Claude Sonnet 4.6, Opus 4.6 and Haiku 4.5 support Batch at half price.
Store a repeated prefix once, then reuse it for a fraction of the price.
Mark a prefix (a system prompt, tool definitions or a long document) as cacheable. On the Claude 5.5 models a cache checkpoint needs at least 512 tokens, with up to 4 per request (Claude Sonnet 5.5 model card; AWS prompt caching docs).
A 5-minute cache write costs 25% more than normal input, and a 1-hour write costs twice as much. Reads cost 10% of normal input or less. So a 5-minute cache pays off on the second request that reuses the prefix, and a 1-hour cache on the third. On Amazon Nova, AWS says cached reads cost 75% less than normal input.
| Model | Normal input | Cache write, 5-minute | Cache write, 1-hour | Cache read |
|---|---|---|---|---|
| Claude Haiku 5.5 | $0.10 | $0.125 | $0.20 | $0.01 |
| Claude Sonnet 5.5 | $2.00 | $2.50 | $4.00 | $0.10 |
| Claude Opus 5.5 | $4.00 | $5.00 | $8.00 | $0.20 |
| Claude Sonnet 4.6 | $3.00 | $3.75 | $6.00 | $0.30 |
Tokens are usually the biggest line, not the only one. These prices are on the same AWS page.
Estimates from the rates above, at Standard Global prices. Your token counts will differ.
Support chatbot on Claude Haiku 5.5. 50,000 chats a month at 2,000 input and 400 output tokens each: about $20.00. Caching a 1,500-token system prompt cuts the input part from $10.00 to about $3.25, plus the cache writes.
Document assistant on Claude Sonnet 5.5. 20,000 questions a month at 6,000 input tokens (mostly retrieved passages) and 700 output tokens: about $380, plus about $30.00 for a managed knowledge base with 2 GB of data. The same traffic is about $19.00 on Haiku 5.5 and $760 on Opus 5.5.
Nightly tagging on Amazon Nova Micro. One million documents a month at 1,000 input and 50 output tokens: about $42.00 at Standard rates, or $21.00 as a Batch job.
Agent on Claude Opus 5.5. 2,000 tasks a month, each reading 30,000 tokens and writing 5,000 with its thinking: about $440. A lower effort setting means fewer thinking tokens.
Most of this needs no partner and no program.
You can also apply for credits yourself at aws.amazon.com/startups/credits. AWS Activate Founders gives $1,000 to start, up to $5,000. AWS Activate Portfolio goes up to $200,000 with the Org ID from an Activate Provider that backs you. AWS says Activate applicants hear back within 5 to 10 business days.
If Activate covers your Bedrock bill and you are not testing a larger workload, launching new work on AWS or moving to AWS, you do not need us.
AWS credits can pay a Bedrock bill. The question is which program fits you and who applies.
Activate credits can pay for third-party models on Bedrock, Claude included (AWS announcement, April 2024; Activate terms). You apply for Activate yourself. A consulting partner cannot file it for you.
For a bigger build, a vetted AWS partner can file funding only partners can request: POC funding to test a Bedrock workload, IW funding when you already run on AWS and launch an AI feature, or MAP funding when you move to AWS. For startups it is usually $50K to $150K. Depends on the workload; AWS approves. That is far more than AWS Activate Founders gives.
CloudRoute matches you, for free, with one vetted AWS partner who can file it. We reply within 24 hours; your matched partner reaches out within 5 business days.
| Funding | Who files it | Amount | When it fits |
|---|---|---|---|
| Migration Acceleration Program (MAP) | Your matched AWS partner | $50K to $150K for startups. Depends on the workload; AWS approves. | You are not on AWS yet and want to migrate. |
| Proof of concept (POC) funding | Your matched AWS partner | $50K to $150K for startups. Depends on the workload; AWS approves. | You want to test something, whether or not you are on AWS today. |
| Incremental workload (IW) funding | Your matched AWS partner | $50K to $150K for startups. Depends on the workload; AWS approves. | You are already on AWS and are launching new work: a new AI feature, a new customer or a new contract. |
| AWS Activate Founders | Founder applies | $1,000 to start, up to $5,000 | Self-funded startups with no investor or accelerator behind them. |
| AWS Activate Portfolio | Founder applies | up to $200,000 | Startups backed by a VC firm, accelerator or angel investor that is an AWS Activate Provider. |
| AWS Credits for AI Startups | Invite only (AWS account manager) | $200,000 or more, by invitation | AI startups ready to scale after Activate Portfolio, invited by AWS. |
You fill in a short form: what you run today, what you want to move, test or build, your stage and your region.
We read your answers and pick one vetted AWS consulting partner that fits the work, the stack and the region. We reply within 24 hours; your matched partner reaches out within 5 business days.
Your matched partner scopes the test with you. Then it checks whether the test qualifies for POC (proof of concept) funding. A POC can fit whether or not you run on AWS today.
If the work qualifies, the partner files the funding request with AWS. AWS reviews it and decides. The amount depends on the workload.
CloudRoute is free for startups. Partners pay CloudRoute a monthly membership plus 10% of AWS-approved funding.
AWS Activate credits are separate, and you apply for them yourself. Use Activate Founders if no investor backs you. Use Activate Portfolio with the Org ID or invite from your VC, accelerator, incubator or angel group if it is an Activate Provider. A consulting partner cannot apply for Activate on your behalf.
A vetted AWS partner can file POC funding to test a Bedrock workload, or IW funding when you already run on AWS and are launching an AI feature. For startups it is usually $50K to $150K. Depends on the workload; AWS approves. We reply within 24 hours; your matched partner reaches out within 5 business days.