Amazon BedrockPaid
AWS's fully managed service for accessing foundation models from multiple providers, with agents, guardrails, and knowledge bases built in.
AI Infrastructure comparison
Amazon Bedrock vs Unstructured
Pricing, pros, cons, and ideal use cases — side by side.
UnstructuredFreemium
A platform for turning messy enterprise documents — PDFs, slides, emails, scans — into clean, structured data ready for RAG and LLMs.
At a glance
| Amazon Bedrock | Unstructured | |
|---|---|---|
| Pricing | PaidUsage-based pricing (per token, or provisioned throughput). Billed through AWS. | FreemiumOpen-source libraries are free. The managed API and platform are sold on usage-based paid plans. |
| Category | AI Infrastructure | AI Infrastructure |
| Ideal for | Enterprises already standardized on AWSTeams needing models inside their cloud security perimeterRegulated organizations with strict compliance needs | Enterprises building RAG over real document setsTeams handling PDFs, scans, and complex file typesData engineers preparing content for LLMs |
Pros & cons
Amazon Bedrock
Pros
- Multiple model providers through one managed service
- Stays inside AWS security, IAM, and compliance
- Managed RAG, agents, and guardrails included
- Familiar billing and governance for AWS shops
Cons
- Ties your AI stack to AWS
- Features can lag native provider platforms
- Pricing and quota management add complexity
Unstructured
Pros
- Purpose-built for messy real-world documents
- Handles PDFs, tables, scans, and many formats
- Connectors for common enterprise data sources
- Open-source or managed API
Cons
- Complex document extraction is never perfect
- Managed API costs scale with document volume
- One stage of the pipeline — not end-to-end RAG
Which should you choose?
Unstructured is the lighter-weight option (Freemium), while Amazon Bedrock sits higher on the pricing ladder (Paid). Amazon Bedrock is built around enterprises already standardized on aws; Unstructured leans more toward enterprises building rag over real document sets. Shortlist the one whose strengths line up with your biggest constraint.