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Connecting AI into workflows.

WHAT THEY DO

Connect applications together, with AI capability at some step.

An enquiry arrives, is categorised, a draft reply is prepared, and a person reviews it.

WHERE THEY HELP

Repetitive processes crossing several systems Routing and triage Data extraction into other software Notifications and summaries

WHAT MAKES A PROCESS SUITABLE

Consistent structure Checkable output Tolerable error rate Volume justifying the setup

WHAT TO BUILD IN

A review step for anything consequential Logging A way to stop it Alerts when something looks unusual

WHAT GOES WRONG

Input format changes and extraction breaks Edge cases handled wrongly Errors accumulating unnoticed

THE SILENT FAILURE PROBLEM

Automation fails without announcing it. That is its defining characteristic.

WHAT TO DO ABOUT IT

Sample the output regularly, even when it appears to work.

THE QUESTION BEFORE BUILDING

How would I know if this went wrong?


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