What ARM does after the feeds arrive
The point is not a pretty dashboard. The point is a repeatable operating loop that turns conflicting source data into something an advisor can trust.
What the team gets back
Dashboards for daily work, reports for client and advisor communication, and a short human-readable brief.
Self-improving market knowledge
This is the distinction: ARM does not stop at a better dashboard. It captures VanAllen's market judgment, tests it against the data, and updates confidence as outcomes come back.
From firm memory to evidence-backed playbooks.
Every knowledge object answers five questions: what do we believe, why do we believe it, what supports or weakens it, how confident are we, and what happened after we acted.
| Metric | What improves |
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Later systems, clearly labeled
These are shown to make the roadmap tangible, not to imply they are included in the first build.