The licensing and royalty platform of a global media group
Read a Layout Once, Import It Forever
Every streaming partner bills differently: its own spreadsheet, its own columns, its own logic. Every new format used to mean the same thing: a developer writing an importer. Per partner.
Now the AI reads a new layout exactly once and proposes an import format. A person reviews it, then deterministic code takes over — for every subsequent statement in that layout, reproducible, with no model left in the loop.
- AI reads
- each layout exactly once
- Imports after that
- deterministic code
- New layouts
- always behind human review
Propose, Review, Execute
The workflow has three stages. First: when an unfamiliar statement is uploaded, the model analyzes its structure and returns a typed format proposal — as Structured Output, validated against the platform’s real domain values. That takes hallucination off the table: anything that doesn’t exist in the schema doesn’t get through.
Second: a person examines the proposal, corrects it where needed, and approves it. Only that approval turns the proposal into a format.
Third: the approved format is versioned and immutable. Every subsequent statement in the same layout is recognized by fingerprint and imported purely deterministically — reproducible any number of times, retroactively too. Formats can be shared between instances, so the same layout never has to be read twice anywhere.
More from the AI Spotlight
Back to overview