Most support queues are dominated by a small set of repetitive questions. Deflecting those with AI is the fastest way to cut ticket volume.
Find your top ticket categories
Pull the last 90 days of tickets and bucket them by topic. In most SaaS companies, "how do I..." and "where is..." questions make up more than half of all volume.
Ground the AI in your existing docs
The fastest path to accurate deflection is pointing your chatbot at content that already exists — help center articles, changelogs, onboarding guides — rather than writing new content from scratch.
Ticket volume before AI: 1,200 / month
Ticket volume after AI: 480 / month
Deflection rate: 60%Route the rest to humans, with context
For tickets the AI can't resolve, hand off to a human agent with the full conversation history attached — so customers never have to repeat themselves.
[!TIP] Track deflection rate weekly, not monthly. It reveals content gaps faster and lets you patch them before they pile up.
The compounding effect
Every ticket the AI resolves is also a signal about what your docs are missing. Teams that treat chatbot logs as a content roadmap see deflection rates keep climbing long after the initial rollout.
Get new posts in your inbox
No spam. Unsubscribe anytime.