Write-backs. The loop's closing move.
A write-back takes the approved outcome and records it where the business keeps its truth — the claims core, the ERP, the CRM — making the result official, visible and reusable.
How write-backs work in the pipeline
Write access is the most guarded privilege in the system: granted per-tool and per-workflow with dedicated token scopes, exercised only after the relevant gate, and logged with the full decision context. The payoff is compounding — every write-back enriches the graph that powers the next run.
What ships with this surface
Scoped write tokens
A workflow that may update claims status cannot touch anything else.
Post-gate only
Writes execute after approval, referencing the signed gate record.
Loop enrichment
Written outcomes become graph facts, measured and learned from.
Pick your function. Own the intelligence behind it.
Discover one opportunity, engineer one capability, deliver one measurable outcome — then scale.