Skip to content

Guides

How to test AI customer support on your own tickets before you buy

Vendor demos use clean questions. Your customers do not. The only fair test of AI support is your own past tickets, answered by the AI, read by a person. It takes an afternoon.

Last reviewed

1. Pick the sample

Take the 50 most recent tickets your team answered. Use recent ones so the AI is judged on your current products and policies. Do not cherry-pick: include the dull ones and the awkward ones, because both are what the AI will see.

2. Give the AI what a new hire would get

The AI needs the same sources you would give a new colleague: your help articles, your macros, and the facts that are not written down anywhere (shipping times, refund rules, plan limits). Weak answers often trace to missing facts, not a weak model.

3. Score each answer

For every ticket, put the AI's draft next to what your team sent, and mark one of four:

  • Send as is: correct, complete, and the right tone.
  • Send with a small edit: right idea, one fix.
  • Wrong: factually off, or promises something you do not do. This is the number that matters most.
  • Should have been a person: a refund dispute, an angry customer, a bug report. Did the AI recognise that and hand it over?

4. Read the result as a rate and as a risk

If 20 of 50 are send-as-is and 8 are with small edits, the AI could plausibly finish somewhere around 40% on its own and speed up another 15% or so. That is your expected AI share for the bill estimate. Then look at the wrong ones: one wrong answer that promises a refund you do not give costs more than ten right answers save. Decide what the AI should never answer alone, and see whether it can be told.

5. Check the safety rails

Before you let it reply to real customers:

  • Can you turn it off in one place?
  • Does it say when it is unsure, and hand off with a note?
  • Can a customer ask for a person at any time?
  • Is there a limit on what it can spend, refund or change?
  • Can you see every answer it sent and refund a wrong one?

A shortcut

Flatdesk's AI test drive does steps 1 to 3 for you: after you import your help desk it drafts replies to your 50 most recent answered tickets next to your team's replies, sends nothing, and uses none of your AI allowance. The method above works for any vendor.

Questions

How many tickets do I need to test?

Fifty is enough to see patterns without taking all day. If the results are mixed, add another fifty from a different month.

What if the AI does well on easy tickets only?

That is common and still useful. Easy, repeat questions are most of the volume at many teams. What matters is that it hands over the hard ones rather than guessing.

Should I trust a vendor's resolution rate?

Treat it as the best case on their sample. Your own tickets give the number for your business.

Written by Flatdesk, a help desk for small support teams at one flat price per agent. Try it free for 14 days, no card.