Blog
Practical guidance on AI automation from the team that builds it.
Running production AI on one premium model usually means paying for quality you can't use. How we measure pass rate by model and route each task to the cheapest one that clears the bar.
Read more →Per-seat AI pricing punishes you for adding the reviewers that keep you compliant. The math on a usage-based model where every human seat is free.
Read more →MIT found 95% of enterprise AI pilots deliver no measurable P&L impact. Here's why agents stall between demo and deployment — and what mid-market teams do differently.
Read more →A practical look at what AI agents can and can't do for mid-market companies. Concrete use cases, honest limits, and where to start.
Read more →The cost of an AI agent depends on a small number of concrete variables. Here's how to think about pricing, ROI, and what drives the number up or down.
Read more →You don't need to be a Fortune 500 to benefit from AI automation. Here are three workflows that consistently deliver measurable ROI within weeks.
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