Pitfalls of gut-feeling measurement
- 01
Tracking total message volume
a bot can send dozens of messages without resolving the user's issue. Increased thread length does not equal value.
- 02
Comparing with external case studies
other teams operate with different channels, ticket complexities, and deal sizes. Outside numbers mean nothing without your own baseline.
- 03
Skipping the pre-launch baseline week
launching everything at once leaves you with no idea how many conversations were going unanswered previously.
- 04
Treating bot greetings as real performance
promising “replies within 1 minute” in a greeting isn't a measurement until you track actual human first-response time once a bot hands off the conversation.


