Bedrock
Deploying Engineering Resource Management Knowledge Graph on AWS
- Pratik Kulkarni
- AWS , Cloud Architecture
- 21 May, 2026
Resource planning in engineering orgs is a multi-hop problem. The data is there — skills, project history, availability — it's just stored in flat tables that you need to join on demand. This post wal
read moreAWS Bedrock Cost Structure: What You're Actually Paying For
- Pratik Kulkarni
- FinOps , AWS
- 15 May, 2026
AWS Bedrock looks simple from the outside — call an API, get a response, pay per token. The reality is that a production Bedrock setup has several distinct cost layers, and they behave very differentl
read moreAWS Bedrock vs SageMaker: How to Pick the Right One
- Pratik Kulkarni
- AWS , Cloud Architecture
- 15 May, 2026
If you're building an AI product on AWS, you'll hit this question early: Bedrock or SageMaker? The short answer is that they solve different problems, and most startups only need one. What Each Se
read moreWhy Your AWS Bedrock Bill Makes No Sense (And How to Fix It)
- Pratik Kulkarni
- FinOps , AWS
- 30 Mar, 2026
When a startup says "our AWS bill is too high," the conversation almost always starts at the aggregate level — total monthly spend, a few large services, maybe a spike someone noticed. That's not wher
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