Budget for AI tools for a 300 people company

A 300-person company with AI developers, data engineers, and DevOps staff seeks guidance on budgeting for AI tools like Claude, which have become essential to engineering practices. The team currently consumes approximately $20 per day through Claude and AWS Bedrock integration, which management considers excessive. The company is exploring cost justification strategies and budget management approaches for these tools, which now factor engineer salary packages into total cost calculations.