Quick answerBuild a lightweight detection and routing step that fires only on specific, unprompted praise, not routine politeness, and sends it to three places: product (to see what is actually landing with customers), marketing (to request permission for a testimonial), and, when a specific human is named, that person's manager for recognition. Batch it into a digest rather than routing every instance in real time, except for the hiring-recognition case, which benefits from timeliness.
Praise gets lost more often than complaints do
Companies have well-built pipelines for complaints, an unhappy customer almost always reaches a human, gets logged, and gets tracked to resolution. Unprompted praise, a customer saying something genuinely positive about the agent without being asked, usually just evaporates into the transcript with no downstream action at all. That is a missed asset: real, specific customer praise is useful to product, to marketing, and to hiring, and none of them will ever see it if it is not deliberately captured and routed.
This is a different problem from handling a complaint about the agent, which is about dissatisfaction, and from measuring NPS and CSAT, which is about an aggregate score, not an individual, specific compliment with its own content worth acting on.
Detecting genuine unprompted praise
The signal to look for is specific and unprompted, not a generic "thanks" at the end of a routine exchange. "This saved me twenty minutes, I wasn't expecting that" is specific praise worth routing. "Thanks!" closing out a routine request is not, and treating every polite sign-off as praise will flood the pipeline with noise until nobody trusts it. Detection should weight specificity and context, not just positive sentiment on its own.
Where it should route, and why three destinations, not one
Product gets the raw signal about what specifically worked, tied to the feature or conversation type involved, so teams can see which capabilities are actually landing with customers, not just which ones shipped on schedule.
Marketing gets first right of refusal to ask the customer for permission to use the quote as a testimonial, with the customer's explicit opt-in required before any public use, never inferred from the fact that they said something nice to a support agent.
Hiring and internal recognition matters when the praise names a specific human who was involved in the handoff or resolution, even though the moment was captured through the AI agent. Routing that signal to the relevant manager closes a loop that otherwise never gets closed, since the AI agent's transcript is rarely something a manager reviews on their own.
Building the routing pipeline without creating noise
Do not route every instance individually to every destination in real time, that turns three teams' inboxes into a firehose within a week. Batch it, a weekly digest to product and marketing, with an integrated automatic prompt for the customer permission step whenever a marketing-worthy quote is flagged, and immediate routing only for the hiring-recognition case, since that one benefits from timeliness in a way the other two do not.
FAQ
Should the customer know their praise is being routed anywhere beyond the conversation? For product and internal recognition use, no explicit notice is needed since it stays internal. For any external or marketing use, always ask first and never publish a quote without the customer's specific, informed consent.
What if the praise is mixed with a complaint in the same conversation? Route both signals independently. A customer can genuinely praise one part of an interaction while being frustrated by another, and conflating the two loses information on both sides.
How do you avoid the detection system being gamed by customers trying to get a discount or favor by praising the agent first? Keep praise routing entirely separate from any support-resolution or discount-approval workflow, so there is no incentive to perform praise in order to influence an unrelated outcome.