Prompt Optimization
Prompt Compression Techniques for High-Volume LLM Workloads
Cut token costs at scale while boosting reasoning by pruning redundant prompt content.
Desmond Kwiatkowski
· 10 min read
AI Spend Weekly — Page 2
Cost-Quality Tradeoffs
Building an Internal LLM Evaluation Suite Without a Dedicated ML Team
Product teams can own LLM evaluation with operational rigor, not ML expertise.
Sofía Reyes-Montiel10 min read
Cost Attribution
Real-Time AI Spend Dashboards That Break Down Cost by Team, Project, Model, and Provider
Track AI spend by team, project, model, and provider to surface where costs actually come from.
Priya Nambiar10 min read
Spend Governance
AI Spend Budgets and Alerts for Engineering Teams
Prevent runaway AI costs by catching overspend before requests are sent.
Priya Nambiar11 min read
Prompt Optimization
System Prompt Versioning and Token Overhead in Production
Untracked prompt changes quietly inflate costs and hide production failures.
Marcus Oduya11 min read
Spend Governance
OpenAI RPM, TPM, and TPD Limit Management in Production Systems
Manage four independent rate limits or watch production fail at 2am.
Sofía Reyes-Montiel11 min read
Spend Governance
Runaway Agent Loop Detection and Cost Circuit Breakers
Enforce spending limits at the gateway layer, not inside the agent itself.
Desmond Kwiatkowski10 min read
Prompt Optimization
KV Cache and Prompt Caching Across OpenAI, Anthropic, and Google
Different providers require different strategies to actually save money on prompt caching.
Sofía Reyes-Montiel11 min read
Cost Attribution
Unit Economics of AI Features — Cost per Completion and Margin per User
AI features have real variable costs that compress traditional SaaS margins in unexpected ways.
Priya Nambiar10 min read
Cost Attribution
AI Spend Reporting for Engineering and Finance Stakeholders
Engineering and finance need different AI spend data to manage costs effectively.
Desmond Kwiatkowski12 min read
Cost Attribution
Allocating AI Infrastructure Costs in Engineering Chargebacks
A gateway between apps and AI providers enables real-time cost tracking by team.
Marcus Oduya11 min read
Cost Attribution
AI Spend Attribution in Multi-Tenant SaaS Products
Tagging AI requests at the gateway layer reveals spending by tenant, feature, and model.
Priya Nambiar10 min read
