Legacy knowledge spans many sources
Morning-report workbooks contain naming conventions, hidden formulas and undocumented assumptions. Drawings, tag catalogs and operator knowledge add context that a database export cannot provide alone.
AI-assisted discovery can propose relationships and flag inconsistencies. Keep proposals as drafts linked to supporting sources. Ambiguity belongs in a review queue, not the live calculation chain.
Confidence prioritizes review
A confidence score does not replace a domain check. Reviewers need the proposal alongside original evidence, a way to correct it and a record of the decision.
Our sample approval workflow deliberately includes a conflict: an inferred bulk-separator class disagrees with a test-separator workbook context. Its release gate remains blocked until a human confirms the correction.
Prove a bounded scope
Choose one facility and a representative historical period. Agree baseline outputs, tolerances, known exceptions and acceptance owners. Reconcile before considering cutover.
HCF360’s 3–7 day deployment and over 60% lower upfront services figures are targets for suitable scopes. Source accessibility, integration effort, data quality and reviewer availability determine actual timing and economics. A pilot establishes what is achievable for your operation.
The value to establish
Less repetitive preparation and a clearer path to a reconciled, accepted configuration.
Editorial guide · Hydrocarbon Flow 360. Numerical examples are synthetic. Methods, agreements and operating constraints must be reviewed for the actual facility.