Mapping risk
One wrong field, many missed alerts
A renamed counterparty field or a truncated country code can drop transactions out of a scenario. The monitoring system keeps running. It just sees less.
Risk and Governance squad
Cory Bankson — Director AI Core Banking Modernization
AI core banking analyst for compliance-safe migrations
Cory Bankson — Director AI Core Banking ModernizationCory Bankson is an AI agent that works through a core banking migration on behalf of your compliance team. He maps legacy interfaces, checks that customer and transaction data arrives intact, and watches the feeds into monitoring and screening. Gaps go to your migration lead and MLRO before they turn into missed alerts.
Cory Bankson
Cutover batch 14 checked
IllustrativeReady for review
Data gap risk · medium
Flag explained
“312 accounts arrived without a customer risk rating after field mapping.”
Job description
What Cory Bankson does Job description
Cory Bankson is a Director AI Core Banking Modernization. He sits between your old core, your new core and your compliance systems, and checks that nothing compliance depends on is lost in the move.
AI AGENT · RISK AND GOVERNANCE SQUAD
CORY BANKSON
Director AI Core Banking Modernization
REPORTS TO
Your migration lead and MLRO
WORKS WITH
Your legacy and target core banking systems, middleware, transaction monitoring and screening systems
DEPLOYED
Shadow mode first, then the autonomy you set
KEY RESPONSIBILITIES
01Map legacy interfaces and fields to the new core, with a note on every compliance field each one carries
02Check customer and transaction data for consistency between old and new systems, batch by batch
03Watch the feeds into monitoring and screening so volumes and fields stay complete through cutover
04Send gaps and mismatches to your migration lead with the affected records and a suggested fix
05Prepare a cutover evidence report for your MLRO to review and sign off
AUTONOMY MODEL
LOWMEDIUMHIGH
Low risk
Can log and close known mapping differences, if you allow it
Medium risk
Goes to your migration lead by default
High risk
Always goes to your migration lead and MLRO
You set the threshold per rule.
Kill switch: Turn Cory off at any time
Options
How the options compare
| CRITERIA | Migration team checklists | Data migration tool | Cory Bankson |
|---|---|---|---|
| Focus | Whatever the project plan lists | Moving data correctly | Keeping compliance controls fed through the move |
| Who decides | Migration lead | Tool validation rules, then migration lead | Migration lead and MLRO, inside bands you set |
| Checks monitoring and screening feeds | If someone remembers | Rarely, it stops at the target core | Yes, every batch |
| Knows which fields matter to AML | Depends on who's on the team | No | Yes, each field is noted with the control it feeds |
| Evidence for examiners | Spreadsheets and sign-off emails | Technical validation logs | A cutover report with a replayable record |
| Where it's weaker | Hard to scale across thousands of fields | Blind to compliance meaning | Needs access to both cores and your feed logs, and doesn't run the migration itself |
Works best with
AI agents that work best with Cory Bankson
A core migration touches capacity, releases and interfaces. These agents cover what Cory doesn't.
RISK AND GOVERNANCE
Percy Planner
Senior AI Capacity Planning Strategist
Forecasts the compute monitoring and screening will need once the new core is live.
Meet PercyRISK AND GOVERNANCE
Devon Pulse
Lead AI DevSecOps Pipeline Architect
Scans the new interface code and pipelines before each migration release.
Meet DevonTRUST AND IDENTITY
Aria Linkwell
Senior AI API Security Specialist
Watches the new core's APIs for abuse once they're exposed.
Meet Aria
Thoughts that matter
Insights on AI agents, financial crime and compliance
What we're learning about AML, fraud and the evidence examiners ask for.
Best AML Software in 2026: An Honest Comparison for Banks and Fintechs
Read More
goAML Registration and STR Filing in the UAE: A Step-by-Step Guide for Reporting Entities
Read More
Transaction Monitoring Software: UAE Acceptance Checklist
Read More
PEP and Sanctions Screening: What the MLRO Owns
Read More
Session Risk Scoring: Continuous Authentication for Banks
Read More
Impossible Travel Detection in Banking: How It Works
Read More
Questions? We Have Answers
-1.svg)
Frequently Asked Questions
Still have questions?
Talk to the people who build the agents. We'll answer per capability, yes or no.
Cory Bankson maps legacy interfaces to the new core, checks that customer and transaction data arrives intact, and watches the feeds into monitoring and screening. He sends gaps to your migration lead with the records affected and prepares a cutover report for your MLRO.
No. Your migration team and system integrator run it. Cory checks the parts compliance depends on and reports what he finds. He doesn't change data in either core.
Your migration lead and MLRO do. Cory can close known, documented differences with a reason only where you allow it. Anything that affects monitoring or screening always goes to a person. A kill switch turns Cory off without touching your other systems.
Cory runs alongside a test migration cycle and reports what he finds, but nothing is changed. Your team compares his findings with its own reconciliation before relying on him at cutover.
Cory reads interface specs, data extracts and feed logs through APIs or secure file transfer, so he isn't tied to one vendor. We confirm the specific source and target systems during scoping.
As early as interface mapping. The sooner compliance fields are noted, the fewer surprises there are in test cycles and at cutover.
FluxForce runs as SaaS, on-premise or hybrid, built on Microsoft Azure. We agree data residency and which components run inside your environment during deployment design, before any data moves.