Rational Exponent
The Platform

re:agent

re:agent is purpose-built for financial institutions, giving risk and operations teams the intelligence to operate quickly, without compromising the standards that protect the institution.


How it works

The AI operating layer for regulated institutions.

Hover any component to trace its live logic pipeline. Inputs flow through re:agent into audit-ready outputs.

Inputs
Regulatory RequirementsCFR, federal & state regulations
Internal GovernancePolicies, standards & procedures
Entity ProfileBank type, asset size & segment
Financial Product DefinitionsPDFs, term sheets, agreements
Controls InventoryCurrent systems & risk profiles
re:agent AI platform

Active Oversight: Governance

  • Document Classify
  • Adherence Analysis
  • Normalization
  • Coverage Mapping

Business Catalyst: Products

  • Feature Extract
  • Compliance Check
  • Designer Workbench
  • Governance Mapping

Control Room: Controls

  • Bootstrap Inventory
  • Adequacy Assessment
  • Deduplication
  • Risk Scenarios
Outputs
Coverage DashboardGap & coverage heatmap
Product Approval Package100% compliance-gated
Relationship MapPolicy-to-control hierarchy
Readiness ScorePer-feature compliance scores
Audit-Ready ArtifactsAnd forward-looking reports

Expert-level regulatory analysis, applied to your entire governance portfolio.

Your document inventory likely wasn’t designed, it accumulated. Hundreds of policies, procedures, standards, and controls added regulator by regulator, audit by audit, restructure by restructure, until no one can tell you exactly what’s current, what conflicts, what’s missing, or what applies to which entity. Risk and compliance teams spend their days holding it together by hand, classifying, rationalizing, and mapping thousands of pages to changing regulation, and keeping all of it ready for the next exam.

Active Oversight carries that load, continuously. Your team stays in charge of every decision, while Active Oversight does the work of finding, structuring, and surfacing what needs their attention, so their expertise goes to judgment, not administration.

How It Works.

Active Oversight continuously monitors your estate the way an expert risk team would, if they had the time to do it properly. It reads every policy, procedure, standard, and control, maps each to applicable regulations, and identifies gaps, conflicts, and outdated material. When regulations change, it reassesses everything affected.

The analysis is grounded in structured regulatory content (CFR, state statutes, supervisory guidance) paired with Rational Exponent’s proprietary taxonomies and scoring methodologies. The result is defensible analysis, not generic AI output. Your team owns every decision; Active Oversight does the reading, mapping, and scoring, and captures every expert decision with its reasoning so institutional knowledge compounds over time rather than walking out the door.


Your controls, finally under control.

Most institutions’ controls inventories tell a story of accretion, not design: regulatory findings generate new controls that never get retired, acquisitions add inventories that never get reconciled, the same control gets written differently across business lines. The authority behind each control quietly erodes as organizational memory fades.

Controls are the mechanism by which financial institutions actually manage risk. When the controls framework has gaps, the institution is exposed regardless of what its policies say. But by the time an examination arrives, the question “are your controls adequate?” is often harder to answer than it should be. Not because the institution isn’t managing risk, but because the inventory that is supposed to prove it has grown beyond what any team can maintain manually.

The hardest question in any pre-examination review isn’t “do we have controls?” It’s “are our controls designed well enough, and functioning adequately, to satisfy the standard a regulator will actually apply?” Control Room is built to answer it.

How It Works.

Control Room works across your controls inventory the way a specialized second line analyst would if they had the tools to do it properly. It ingests your existing inventory regardless of what system it lives in today, identifies duplicates and orphaned controls, recovers the authority chain for controls whose justification has been lost, and assesses each control’s design against the criteria examiners apply when evaluating whether a control is adequate.

Your team makes every decision. Control Room surfaces the issues, proposes resolutions, and captures every decision with a full audit trail. The result is an inventory your team can stand behind.


New Financial Product Development: From concept to market, Compliant by Design

Bringing a new financial product to market has always required painstakingly slow collaboration between First Line and Second Line. Historically, regulatory compliance analysis has been done in a second-line review. Every compliance question discovered at that stage costs unnecessary product redesign. Every delay waiting for a regulatory answer slows innovation, delays product delivery, and postpones revenue.

The cost isn’t just time. Products designed without live compliance intelligence tend to arrive at second-line review as research projects, not approvals. Compliance and risk teams are handed a product and asked to figure out whether it works, rather than to validate that the work has already been done.

That legacy process is what slows institutions down. It is also the process Business Catalyst is built to correct. When using Business Catalyst to ideate a new product, by the time the product reaches second-line review, compliance and risk teams can focus on reviewing and approving, not on the time-consuming research and analysis that should have happened months earlier.

How It Works.

At design-time, Business Catalyst evaluates each product feature continuously against applicable regulations, your institution’s internal policies, and your risk appetite, surfacing gaps as they arise rather than at the end of a review cycle. When a gap appears, the fix is specific: an adjustment to the product design that closes it, or a policy exception draft, with the reasoning shown. Every piece of analysis, decision, and approval is captured the moment it is produced, so the submission package is complete long before the product reaches second-line review.


Get Started

See re:agent on your governance estate.

Expert-led onboarding connects re:agent to your existing systems quickly, with minimal disruption, so your teams see value from day one.