If you want to ship Claude into production in 2026, two of the most common paths are AWS Bedrock and Claudexia. They look similar from a distance — both give you Claude behind an HTTP API, both bill per token, both support streaming and tool use. But they are built for very different teams. This post is a practical breakdown of where each one wins, with a concrete code swap, pricing notes, and a decision rule at the end.
The 30-second version
- AWS Bedrock is Claude as an AWS service. You pay through your AWS account, authenticate with IAM/SigV4, and route traffic through VPC endpoints if you want. It's the right call when your stack already lives inside AWS and your security/procurement team thinks in terms of AWS accounts.
- Claudexia is a focused Claude gateway with an OpenAI-compatible API, EU presence, and pay-as-you-go billing in cards, crypto, or СБП. No AWS account, no IAM, no procurement cycle. It's the right call when you want Claude in one line of code and don't need an AWS-native control plane.
Both are legitimate ways to run Claude in production. The wrong one is whichever one fights your environment.
Bedrock value proposition
Bedrock's core pitch is "Claude inside your existing AWS posture." That sentence does a lot of work:
- IAM-native auth. Calls are signed with SigV4 using the same roles you already use for S3, DynamoDB, and Lambda. No long-lived API keys floating around in
.envfiles. You can grantbedrock:InvokeModelto a specific role, restrict it to specific model ARNs, and audit every call through CloudTrail. - VPC PrivateLink. You can route Bedrock traffic over an interface endpoint so prompts and completions never traverse the public internet. For regulated workloads (HIPAA, PCI, government), this is often a hard requirement.
- Regional data residency. Claude is available in
us-east-1,us-west-2,eu-central-1,eu-west-3,ap-northeast-1, and others depending on the model. You pick the region; the data stays there. Cross-region inference profiles exist if you want failover. - Enterprise procurement. Bedrock spend rolls into your existing AWS contract. If your company has an EDP (Enterprise Discount Program) commitment, Bedrock usage counts toward it. Legal, security, and finance have already approved AWS as a vendor — adding Claude is a checkbox, not a new vendor review.
- Provisioned Throughput. For predictable high-volume workloads, you can buy reserved capacity at a discount. This is a real lever for teams running Claude at >$50k/month.
- AWS-native observability. CloudWatch metrics, CloudTrail logs, and Bedrock's own model invocation logging integrate with whatever you already use for AWS monitoring.
The cost of all this is friction. Setting up Bedrock from scratch — model access requests, IAM policies, region selection, VPC endpoints, and the SigV4-aware SDK — is a half-day to a week of work depending on your org. If you're not already on AWS, none of it is worth the trouble.
Claudexia value proposition
Claudexia's pitch is the opposite: "Claude with no setup tax."
- No AWS account. Sign up with email, top up $5, get an API key, ship. The whole flow is under five minutes.
- OpenAI-compatible API. Same
messagesshape, same/v1/chat/completionsendpoint, same streaming format. If you have OpenAI SDK code, you change the base URL and the API key and you're done. We covered the full pricing breakdown in our 2026 Claude API pricing guide. - Pay-as-you-go from $5. No minimums, no annual commits, no procurement. Top up by card, USDT/TRC20, BTC, ETH, or СБП (Russia). Usage is metered to the token; unused balance never expires.
- EU point of presence. Inference is routed through EU infrastructure by default, which matters if your users are in Europe or Russia and you don't want a 200ms transatlantic round-trip on every request.
- Single-line setup. Set
OPENAI_BASE_URL=https://api.claudexia.tech/v1andOPENAI_API_KEY=cxa-...and every OpenAI client in your stack — the Python SDK, the TypeScript SDK, LangChain, LlamaIndex, Cursor, Cline, Aider, Open WebUI — works against Claude with zero code changes. - No IAM, no SigV4. Bearer token, like every other modern API. Easier to use from edge runtimes (Cloudflare Workers, Vercel Edge), from mobile apps, from anywhere a SigV4 signer is awkward.
The cost of this is that Claudexia is not an AWS-native service. There is no IAM integration, no VPC endpoint, no CloudTrail. If your security model requires those things, Bedrock wins by default.
Pricing comparison
For the Claude family in 2026, both services charge the same per-token rates as Anthropic's first-party API:
| Model | Input ($/MTok) | Output ($/MTok) |
|---|---|---|
| Claude Sonnet 4.5 | $0.33 | $0.33 |
| Claude Opus 4.5 | $0.50 | $0.50 |
| Claude Haiku 4.5 | $0.33 | $0.33 |
Prompt caching is available on both: 90% discount on cache hits, 5-minute or 1-hour TTLs. Batch processing (50% discount, 24h SLA) is supported on both as well.
Where pricing diverges:
- Bedrock Provisioned Throughput lets you reserve model capacity at a per-hour rate. For workloads above ~$30k/month with predictable traffic, this can come out cheaper than on-demand. Below that threshold, on-demand is almost always better.
- Claudexia is on-demand only — there's no provisioned tier — but the markup over Anthropic is zero on cache reads and minimal on standard tokens. For the 95% of teams who don't need provisioned capacity, the effective cost is the same.
- Bedrock bills in USD through your AWS invoice. Claudexia bills in USD or RUB and accepts crypto, which matters in jurisdictions where card payments to US vendors are friction.
Feature parity
| Feature | Bedrock | Claudexia |
|---|---|---|
| Streaming | Yes | Yes (SSE) |
| Tool use / function calling | Yes | Yes |
| Vision (image input) | Yes | Yes |
| Prompt caching | Yes | Yes |
| Batch API | Yes | Yes |
| Extended thinking | Yes | Yes |
| PDF input | Yes | Yes |
| Computer use (beta) | Yes | Yes |
| OpenAI-compatible endpoint | No | Yes |
| Anthropic-native endpoint | No (Bedrock format) | Yes |
| IAM auth | Yes | No (Bearer) |
| VPC PrivateLink | Yes | No |
| Provisioned Throughput | Yes | No |
| Crypto / СБП payments | No | Yes |
| EU PoP by default | Configurable | Yes |
The big asymmetry: Bedrock uses its own request/response format (InvokeModel with model-specific JSON bodies), so you need either the AWS SDK or a wrapper. Claudexia speaks OpenAI's format natively, which means every existing client library works without modification.
Latency
Bedrock has more regions, but you have to pick one. If you pick us-east-1 and your users are in Frankfurt, every request eats ~90ms of transatlantic RTT. Cross-region inference profiles can help with failover but don't reduce baseline latency for a given user.
Claudexia routes through EU infrastructure by default and adds a thin gateway layer (typically <20ms overhead). For European and Russian users, this is usually faster end-to-end than us-east-1 Bedrock. For US users it's slower than us-east-1 Bedrock by roughly the transatlantic RTT, so if your traffic is US-heavy and latency-sensitive, Bedrock in us-east-1 or us-west-2 will win.
Procurement
This is the dimension that decides it for a lot of enterprises:
- Bedrock = no new vendor. AWS is already approved. Spend rolls into existing contracts. Legal/security paperwork is done.
- Claudexia = self-serve signup. No contract, no SOC 2 questionnaire, no procurement cycle. You pay with a card or crypto and start shipping.
If you're at a 5-person startup, self-serve wins every time. If you're at a 5,000-person company with a procurement department, the AWS path is often faster than introducing a new vendor — even if the new vendor is technically simpler.
Code: boto3 vs OpenAI SDK swap
Here's the same "summarize this text" call against both services.
Bedrock with boto3:
import boto3
import json
client = boto3.client("bedrock-runtime", region_name="eu-central-1")
response = client.invoke_model(
modelId="anthropic.claude-sonnet-4.5-20260101-v1:0",
body=json.dumps({
"anthropic_version": "bedrock-2023-05-31",
"max_tokens": 1024,
"messages": [
{"role": "user", "content": "Summarize: " + long_text}
],
}),
)
body = json.loads(response["body"].read())
print(body["content"][0]["text"])
You need AWS credentials in the environment (or an IAM role), the model has to be enabled in your account in that region, and the request body format is Bedrock-specific.
Claudexia with the OpenAI SDK:
from openai import OpenAI
client = OpenAI(
base_url="https://api.claudexia.tech/v1",
api_key="cxa-...",
)
response = client.chat.completions.create(
model="claude-sonnet-4.5",
max_tokens=1024,
messages=[
{"role": "user", "content": "Summarize: " + long_text}
],
)
print(response.choices[0].message.content)
That's it. If you already have OpenAI SDK code in your project, the swap is two environment variables and a model name change. Streaming, tool use, and vision all work through the same OpenAI shapes you already know.
When Bedrock wins
Pick Bedrock if any of these are true:
- Your application already runs in AWS and you don't want a second cloud vendor.
- Your security model requires IAM-based auth and CloudTrail audit for every model call.
- You need VPC PrivateLink so prompts never touch the public internet.
- You're spending enough on Claude that Provisioned Throughput math is worth doing (rough threshold: $30k+/month with predictable traffic).
- Your procurement team has already approved AWS but treats every new vendor as a 6-month review.
- You need a specific regional residency (e.g.,
eu-central-1only) for compliance reasons. - Your users are concentrated in a single AWS region and you want minimum latency to that region.
When Claudexia wins
Pick Claudexia if any of these are true:
- You don't have an AWS account, or you do but your app runs elsewhere (Vercel, Cloudflare, Fly, bare metal).
- You want Claude working in five minutes, not five days.
- You already have OpenAI SDK code and want to add Claude with two environment variables.
- You need to pay in crypto (USDT, BTC, ETH) or СБП — common in Russia, the CIS, and parts of LATAM/MENA.
- Your users are in Europe or Russia and you want EU-routed inference by default.
- You're a solo developer, an indie hacker, or a small team where procurement = your credit card.
- You're using a tool like Cursor, Cline, Aider, or Open WebUI that expects an OpenAI-compatible endpoint.
- You want pay-as-you-go from $5 with no minimums and no annual commit.
The bottom line
Bedrock and Claudexia are not really competitors — they're different distribution channels for the same underlying models, optimized for different buyers.
- If your environment is AWS, your auth model is IAM, and your buyer is procurement, Bedrock wins. The integration cost is real but you only pay it once, and you get an AWS-native control plane in return.
- If your environment is anything else, your auth model is Bearer tokens, and your buyer is you-with-a-credit-card, Claudexia wins. You get OpenAI compatibility, EU presence, crypto/СБП payments, and a five-minute setup.
For most teams the decision isn't close once you write down the constraints. Pick the one that matches the shape of your stack — the wrong choice will cost you more in friction than you'll ever save in tokens.