An advisor-facing product where generated summaries and figures reach financial advisors, and the posted need read as automation throughput. A number reaching an advisor that is stale, unentitled, or fabricated is a compliance and trust failure, and the regulatory layer is live, with regulators naming this exact feature type as a focus.
The stated ask is automation throughput. The real need is a data-integrity engineer who guarantees the numbers reaching advisors are fresh, entitled, and never fabricated. Those are three separate properties, and a throughput-shaped engagement would have improved the speed at which unverified numbers arrive.
The reflex, and the fix.
Build for throughput
It is the posted role and the visible metric.
Faster delivery of a stale or unentitled figure is a worse outcome than the slow version, because volume is what turns an integrity gap into a pattern.
Reframe it as data integrity
Two-lane alerting and a numeric-claim trace with an abstain path, rather than the pipeline speed the role described.
Numbers reaching an advisor that are fresh, entitled, and traceable, with silence caught as a first-class signal.
Frame it as integrity, because the compliance exposure is about the number rather than about the pipeline.
Watchdog and dead-man's-switch alerting
Two-lane alerting that pages on silence, not only on out-of-range values, so a data feed that goes quiet is caught. The same silence-detection discipline as the server fleet, applied to data freshness.
A numeric-claim trace
Every figure reaching an advisor is traced to source with an abstain path, so no fabricated or stale number is presented. This is the governed-retrieval faithfulness discipline applied to financial data.
Entitlement checked at presentation
Because a number the advisor is not entitled to see is a compliance failure even when it is perfectly accurate and perfectly fresh.
A single headline number hides where a system fails. This work was scored on the dimensions that actually decide whether it holds in production, measured on real, held-out cases rather than the demo path.
A faster pipeline delivering figures nobody can trace, with a feed that went quiet last Tuesday and an alerting rule that only fires on values it never received.
A data-integrity layer where numbers reaching advisors are fresh, entitled, and traceable, with silence and staleness caught by a dead-man's-switch and every figure traced to source with an abstain path.
What it owns, and what it hands to a person.
Outcomes are qualitative pending a confirmed figure. The watchdog and the numeric-claim trace are two facets of one engagement rather than two engagements, and the page presents them that way.
The same two disciplines recur wherever a machine-produced number reaches somebody accountable for it: page on absence rather than only on value, and bind every claim to something checkable with an abstain path when it is not.