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Glossary

Intake Automation

Intake automation is the process of turning unstructured inbound requests into structured, machine-readable records without manual data entry. It classifies the request, extracts the fields that matter, and routes the result into a workflow so work can be answered or actioned consistently.

Synonyms: request intake, automated triage, intake processing, request normalization

Intake automation reads the messy reality of how work actually arrives — long email threads, screenshots, attachments, partial forms — and produces a clean record with a classified intent and extracted fields. Accurate intake is the foundation for everything downstream: routing, grounded answers, and governed actions all depend on a faithful, structured representation of the original request. Good intake automation preserves the source content alongside the structured output so any extraction can be verified against the original.

Frequently asked questions

What kinds of intake can be automated?
Email, chat messages, web forms, uploaded documents, and synced records from connected systems can all be normalized into the same structured shape for downstream handling.
Does intake automation replace people?
No. It removes the manual data-entry and triage burden so people focus on judgement-heavy exceptions, approvals, and high-risk decisions that policy routes to them.