No hype posts. Mechanisms, honest competitor maps, and the occasional strong opinion grounded in what actually ships.
Dashboards tell you what an agent did. Provable trust shows it couldn't have gone otherwise: staged writes, runtime policy enforcement, and an evidence chain you can replay.
Observability tells you what went wrong after it happened. An approval loop prevents it from happening at all. Here is the mechanism, frame by frame.
Three iron laws for touching SAP with agents: a command is not a success, degrade safely never bypass, every write is reconciled.
A fair map of the field, from horizontal builders to knowledge-graph layers to enterprise suites, and the gap none of them close: governed write-side action.
The additional insured box on a COI is not coverage. The status lives in the endorsement behind the certificate; here is the audit that catches the gap before the payment releases.
The questionnaire screens once and files the result. Insurance expires, finances shift, and safety records drift between forms. Move the checks to the moments that decide risk.
A four-step procedure for verifying subcontractor insurance at payment time: extract contract requirements, compare the COI field by field, track every exception, and hold payment until the gate clears.
Nine checks to run before every subcontractor payment: requirements extracted, certificates current, limits met, endorsements verified, exceptions owned, and every decision auditable.
Expired certificates, coverage that never matched the contract, and no record of who decided what: the three failure modes of COI tracking spreadsheets, and what replaces them.