What is an intent confidence threshold

What is an intent confidence threshold?

· Glossary

Short answer

An intent confidence threshold is the minimum certainty an intent classifier must reach before its prediction is trusted enough to act on automatically. Below the threshold, the message routes to a human. At or above it, automation can proceed.

Every intent classifier outputs a confidence score alongside its prediction. The threshold is the line you draw on that score. Set it too low and the system acts on shaky guesses, producing confident wrong answers. Set it too high and you automate almost nothing. The right threshold is the one that keeps automated answers trustworthy while still covering real volume, and it is most useful when confidence scores are calibrated, meaning the score genuinely reflects the chance of being correct.

At Aide, the AI platform for customer service, the confidence threshold is a deliberate safety gate, not a tuning knob for inflating deflection. Confidence scoring is part of the Customer Intent Engine, and the threshold decides what crosses from human handling into verified automation. A sub-threshold classification never gets auto-answered: it goes to a person for review, with the confidence score and the routing decision kept on the record. Thresholds and scores stay visible, so where the AI is sure and where it defers is never a mystery.

Frequently asked questions

The system does not auto-resolve. The message routes to a human, often as a drafted reply in the agent's workspace, so a low-certainty prediction never reaches the customer unchecked.

You balance trust against coverage: high enough that automated answers stay reliable, low enough to cover real volume, and grounded in calibrated scores so confidence reflects actual accuracy.

About Aide

Aide is the AI platform for customer service. Its AI agent answers customers and resolves orders, refunds and returns, inside Zendesk, Gorgias or Front, or on its own with Aide Helpdesk. Built for ecommerce brands, with deep Shopify integration. What is Aide (aide.app)?

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