The LayBuild blog
How AI support agents work, and where they break
We build an AI agent that answers support questions from your own documents, says so when they don't cover the question, and lets your team take over the chat. These posts explain how that works, where it falls short, and how to measure it honestly.
10 to 18 of 45 articles
Costs and buying
Deflection vs Resolution: Key Differences & True AI Support Costs
What is the difference between a deflection and a resolution? How to calculate resolution rate for AI customer service agents and avoid billing traps.
7 min read
Running support
What changes in support between 1,000 and 100,000 users
How question volume and mix shift as you grow, what to automate first, how to size a LayBuild plan, and where you still need people.
8 min read
Running support
What an AI agent can do about support team burnout
An AI agent can take repetitive questions off your queue and make the remaining work harder. How to plan for both, and what LayBuild does.
7 min read
Running support
How to Measure CSAT Score for AI Customer Support
How CSAT scoring works for AI customer support, where post-chat ratings mislead, and the no-answer and handoff rates to read next to the average.
8 min read
Costs and buying
Building a CFO Business Case for AI Support Automation & ROI
How to build an AI support ROI model for your CFO. Compare resolution rate benchmarks, cost per resolution data, pilot pass bars, and sensitivity tables.
9 min read
Running support
A playbook for getting more questions answered correctly
A repeatable method to raise the share of questions your AI support agent answers correctly: find the misses, diagnose them, fix content, measure.
8 min read
Costs and buying
How to Calculate AI Customer Support ROI: Model & Formula
A formula for AI customer support ROI built from your own data, compared against hiring support agents, with a worked example on published plan prices.
9 min read
Costs and buying
Best AI Customer Support Software for Startups (2026)
Choosing AI customer support software as a startup in 2026: setup cost, per-resolution vs flat pricing, a feature checklist and the hidden costs.
9 min read
Costs and buying
Forethought AI Alternatives & Competitors: 2026 Support Comparison
Forethought AI alternatives and competitors for customer support automation, and how quoted outcome-based pricing compares with flat-rate AI support bots.
8 min read