Costs & ROI8 min read
How to Calculate the ROI of AI Automation
A step-by-step method to calculate AI automation ROI: time saved, review effort, running and setup costs and payback, with a worked example and common traps.
Costs & ROI
AI costs and ROI: what tokens are, how LLM API pricing adds up, tactics to cut API spend and how to calculate the return of an automation project.
Costs & ROI8 min read
How to Reduce LLM API Costs: 12 Practical Tactics
Twelve practical ways to reduce LLM API costs without hurting quality: model routing, prompt caching, shorter context, output limits, batching and monitoring.
Costs & ROI8 min read
LLM API Pricing Explained: How Token Costs Add Up
How LLM API pricing works: input and output tokens, context, caching, batch discounts and hidden multipliers, with a worked monthly cost example.
Costs & ROI7 min read
What Are Tokens in LLMs? A Plain-English Explainer
What tokens in LLMs are, how text is split into them, why languages and formats differ, and how tokens drive context limits, speed and API cost, with examples.