AI assistants guess your infrastructure, infrawise shows it

Summary

Claude Code generated a Scan on a 50M-row table, costing 47M read capacity units in 72 hours—the model had no visibility into table size or existing GSIs. infrawise surfaces that context deterministically, preventing costly infrastructure-blind suggestions from reaching production.

Why it matters

Claude Code generated a Scan on a 50M-row table, costing 47M read capacity units in 72 hours—the model had no visibility into table size or existing GSIs. infrawise surfaces that context deterministically, preventing costly infrastructure-blind suggestions from reaching production.

Sources

1. 1.47 million read capacity units consumed in 72 hours
2. 2.Limit only controls how many results come back, not how many items DynamoDB reads
3. 3.The model was never given your infrastructure
4. 4.All analysis is entirely deterministic: TypeScript AST parsing via ts-morph for the code graph, schema introspection for the database layer, rule-based analyzers for pattern detection, and graph correlation to connect code paths to tables
5. 5.infrawise exposes your exact schemas, GSIs, partition keys, and flagged patterns to your editor through MCP — 15 tools Claude Code can query before writing a single line