Featured guideCost basics5 min read
How AI API pricing actually worksInput vs. output token rates, cache and batch discounts, and why the sticker price rarely matches your real bill.
Read the guideAI cost compass
Practical AI buying guidance, written for people who need the numbers to make sense.
AICostCompass is part of the mindcrew family: tools that get out of your way. These guides translate AI pricing, ROI, model choice, and rollout planning into plain business decisions you can act on before committing budget. Choose a guide below to open the full article.
Buying decisions4 min read
AI coding assistants: subscription vs. API pricing
Cost basics4 min read
Why AICostCompass exists
Buying decisions6 min read
What AI ROI means in practical termsAll Guides
13 of 13 guides shown
Cost basics5 min read
How AI API pricing actually worksInput vs. output token rates, cache and batch discounts, and why the sticker price rarely matches your real bill.
Buying decisions4 min read
AI coding assistants: subscription vs. API pricingCopilot, Claude, Cursor, ChatGPT, and GLM Coding all price differently - here is how to compare a flat seat price against metered API usage.
Cost basics4 min read
Why AICostCompass existsAI pricing changes quickly, units are inconsistent, and real bills depend on workload shape. This guide explains how to use the site as a decision tool.
Buying decisions6 min read
What AI ROI means in practical termsA simple framework for comparing AI spend against saved labor, faster delivery, quality gains, and avoided operational cost.
Workload planning6 min read
How to estimate monthly token usageA practical way to turn requests, documents, chat history, and expected answers into monthly input and output token volumes.
Buying decisions5 min read
How to choose the right AI model tierWhen frontier models are worth the premium, when balanced models are enough, and where budget models fit.
Cost basics5 min read
Prompt caching and batch discounts explainedHow repeated context, async jobs, and provider discounts can change the effective monthly cost of an AI workload.
Workload planning4 min read
Image, video, and audio AI pricingHow to compare per-image, per-second, per-minute, and per-character pricing against token-based models.
Workload planning7 min read
How to practically benefit from AI toolsWhere AI tools create measurable value: coding, support, research, content operations, document processing, and internal automation.
Cost basics6 min read
The hidden costs of AI toolsReview time, retries, context growth, integrations, security review, and change management can matter as much as the provider bill.
Implementation7 min read
How to run an AI tool pilotA practical pilot plan for choosing a workflow, setting success metrics, measuring quality, and deciding whether to roll out.
Buying decisions6 min read
Build vs. buy for AI toolsWhen a packaged AI assistant is enough, when direct API access is better, and when a custom internal tool is worth building.
Implementation6 min read
AI tool rollout and governance checklistHow to introduce AI tools without losing control of data access, review standards, procurement, and team adoption.