From The Economic Times · ET Online · · 1m
AI automation struggles in real business
AI tools work well in demos but fail with messy real-world data.
In brief
AI tools work well in demos but fail with messy real-world data. AI automation fails in real businesses due to incomplete data and complex workflows. Originally reported by The Economic Times.
AI demos look impressive
AI tools answer customer questions and process documents quickly in controlled tests.
Real business is messy
Customer information may be incomplete, software systems may have conflicting records.
Nikhil Reddy Donapati's insight
A single agent handling clean requests looks magical but fails on second Tuesday cases.
“A single agent handling a clean request will always look like magic”
AI struggles with real requests
AI may generate plausible responses without resolving issues or transfer queries to employees.
Data quality matters
Outdated records, incomplete details and inconsistent data undermine AI performance.
AI adds work instead of removing it
Employees still verify answers, correct mistakes and investigate unusual cases.
What businesses should do
Start with a clearly defined problem, measure existing processes and test against real conditions.
The short version
AI automation fails in real businesses due to incomplete data and complex workflows.
