WorkflowRisk Management & ALM

Risk & Control Self-Assessment (RCSA)

A risk and control self-assessment run as an interview: agents draft every rating from cited evidence, a Challenger checks it for the second line, and people sign

Every risk rating grounded in the incidents, losses and tests behind it, then signed.

See one case, screen by screen ↓
demo214incidentsand $389,400 in gross losses the agent puts in front of one process owner, for one risk, before she rates it
demo1,204checksrun by the Challenger agent this cycle against seven second-line rules; 23 ratings disagreed with their evidence
target100%of ratings tied to the incidents, losses, tests and findings behind them
target6weeksfrom cycle open to the Risk Committee, at about 20 minutes of owner time per risk
In short

What is Risk & Control Self-Assessment (RCSA)?

A risk and control self-assessment (RCSA) is how each business line rates its own operational risks and the controls over them: inherent risk, control effectiveness and residual risk. Risk & Control Self-Assessment (RCSA), the solution, runs it as an interview, one risk at a time. Agents draft every rating from the year's incidents, losses, control tests, findings and key risk indicators, each fact cited; the process owner accepts, changes or asks, a Challenger agent checks it for the second line, and the ERM Officer signs.

AI use cases in banking: a buyer's guide to agentic AI for bank and credit union operations →

Updated

The problem

Why a risk and control self-assessment ends up rated from memory

A risk and control self-assessment (RCSA) is how every business line rates its own operational risks and the controls over them, once a year and again when things change. Today the process owner fills a form or a spreadsheet in an afternoon. The year's incidents, loss postings, failed control tests, audit findings and key risk indicators sit in five systems nobody opens at rating time, so ratings drift positive and rarely match the losses. The same risk is rated High by one unit and Low by another, and a loss a week after signing waits a year for the next cycle.

The second line spends the cycle chasing owners instead of challenging ratings on evidence, and challenge sessions argue about opinions because the evidence is not on the table. Risk & Control Self-Assessment (RCSA) turns each rating into a short interview: the agents read the year's evidence first, the agent speaks first with a cited proposal, and the owner accepts it, changes it with a reason, or asks. A Challenger agent checks every rating for the second line, and the ERM Officer signs every change.

demo$389,400gross losson debit card fraud in the sample year, up from $176,200, on a risk last year's RCSA rated Low residual
demo558ratingseach cycle at the sample credit union: inherent, control and residual for 186 risks in 14 business units
demo$62,400lossposted six days after a rating was signed: without a trigger, it waits a year for the next cycle
Where one risk's rating minutes goestimated
By hand145 minutes
With the solution20 minutes
  • Pulling the year's incidents and loss postings from their systems45 → 2 min
  • Reading control tests, audit and exam findings and key risk indicators30 → 3 min
  • Rating inherent risk, control effectiveness and residual risk20 → 5 min
  • Writing the rationale and attaching the evidence20 → 5 min
  • Answering the second line's questions and challenges30 → 5 min

Estimated split of the owner's and the second line's minutes for one risk, by hand and with the agents. The 'after' column totals about 20 minutes, the target the working solution is designed to; our arithmetic, kept modest.

How it works

How one risk is rated

Agents gather the year's evidence and propose each rating, cited; a Challenger checks it; owner and ERM Officer sign.

What comes in
A year of evidenceabout 6,300 incidents a year · incidents, losses, tests, findings, KRIs
Agents at work
Evidence agentsix systems, member details masked
Then
Prefill agentthree ratings, every fact cited
Interview agentspeaks first, one risk at a time
Then
Challenger agentseven rules, for the second line
A person decides
Owner rates, ERM Officer signsevery change and every challenge
What comes out
Ratings cited
Challenges decided
Committee pack
One case, step by step

One risk through the risk and control self-assessment, from evidence to signature

Debit card fraud is risk 9 of 14 for Card Services at Norrell Federal Credit Union, a fictional $6.8 billion credit union with 520,000 members. Last year it was rated Moderate inherent, Effective control, Low residual. Here is what happens to it in the 2026 cycle, screen by screen, in the working solution.

  1. 01Day 22 of the cycle

    The whole RCSA on one page

    Naomi Brandt · ERM Officer

    The 2026 annual RCSA opened October 1; owner interviews are due October 30, ERM review November 13 and the Risk Committee December 10. Naomi sees four numbers: 98 of 186 risks signed, 41 awaiting her, 8 open challenges and 47 still with owners. Under them, progress for each of the 14 business units and a short briefing from the agents.

    23 ratings disagreed with their evidence; debit card fraud losses rose from $176,200 to $389,400.

  2. 026:02 AM

    A year of evidence, read before the owner arrives

    Evidence and Prefill agents

    For the evidence window October 1, 2025 to September 30, 2026, the Evidence agent read 214 incidents with member details masked, matched 1,186 postings in general ledger account 5410-220, read 12 months of KRI-CS-03, three control tests and one audit finding. The Prefill agent scored them on the credit union's rating scale v4 and residual matrix, with confidence 0.91.

  3. 0310:08 AM

    The agent speaks first

    Prefill agent

    Dana Whitfield, VP Card Services, opens My RCSA on risk 9 of 14. There is no form: the agent opens with last year's rating, what happened since and its proposal, High inherent risk, a control that needs improvement and High residual risk, above the appetite of Moderate or lower. She has three choices: Accept, Change with reason, or Ask.

    Since then: 214 incidents, $389,400 in gross losses, a red KRI in August, one failed control test and one audit finding.

  4. 04One click

    Every number opens its source record

    Dana Whitfield · Process owner

    Dana clicks the gross loss. The source opens with the value highlighted: general ledger 5410-220, 1,186 postings, gross loss $389,400 against $176,200 the year before, recoveries of $121,800 posted to 5410-221, net loss $267,600, and a link into the general ledger.

  5. 05See all evidence

    All the evidence for one risk on one page

    Dana Whitfield

    Monthly gross loss runs against the key risk indicator's bands: August reached $48,900, over the $40,000 red line. The largest incident, INC-2026-08812, was a card-not-present ring across 31 cards, $22,860. The monthly velocity rule review failed its July 14 test, two of six months not evidenced, and internal audit finding IA-2026-031 is open.

  6. 0610:14 AM

    She changes one rating, with a reason code and evidence

    Dana Whitfield

    Dana knows something the draft could not credit. She changes control effectiveness from Needs improvement to Partially effective with reason R1, new or improved control since the evidence window, and attaches the rule change CHG-2026-0918 and the retest CT-2026-1006. Residual risk recalculates before she sends it: High with Partially effective is Moderate.

    "VR-22 went live September 18; the September review was done with a second approver, and Card Fraud QA retested it October 6."

  7. 07Seconds later

    The second line's check, before anyone signs

    Challenger agent

    The Challenger agent tests the change against rule C-02: the control failed on July 14 and passed an independent retest on October 6, which supports Partially effective but not Effective. It sets a retest for January 8, 2027 and keeps action plan AP-2026-118 open. Residual risk is now Moderate, within appetite, and the change goes to Naomi Brandt at 10:15 AM.

    Accepted: Partially effective, not Effective.

  8. 0810:31 AM

    A second person signs as the checker

    Naomi Brandt · ERM Officer

    Naomi sees last year's rating, the agents' proposal and the owner's rating side by side, with Dana's reason, the evidence and the Challenger's verdict. Viewed as Dana, the Sign button is disabled: no one signs a rating they made. Naomi signs; she could also return it with a reason code or escalate it to the Risk Committee.

    Signed by Naomi Brandt at 10:31 AM. The rating is final for the 2026 cycle and on the audit trail.

  9. 09Until December 31

    The weak control keeps its action plan

    Action Plan agent

    AP-2026-118 covers the monthly velocity rule review, owned by Dana and due December 31, 2026. It is linked to issue ISS-2026-0418 and answers finding IA-2026-031. One of three steps is done; internal audit validates it after three clean months.

  10. 10On the record

    A trail and an export pack for examiners

    Naomi Brandt · ERM Officer

    Every step, by people and by agents, is on the audit trail with the reason and the evidence: 2,418 entries this cycle. Naomi builds the pack for NCUA examiners, 186 assessments with a manifest and SHA-256 hash, with member names and account numbers masked and SAR-related evidence counted, never listed.

Who it’s for

Built for the three lines that carry the RCSA.

The same 2026 cycle, seen by four of the people who run it, from the process owner to the board: what their RCSA looked like, and what it looks like now.

DW
Dana WhitfieldVP Card Services · owns 14 risks and 33 controls
Process owner · first line
Before
Rates a year of risks in an afternoon, in the busiest fraud season, from memory, while the year's incidents, losses and tests sit in systems she never opens at rating time.
Now
Answers an agent that speaks first with last year's rating, what changed and a cited proposal, and accepts it, changes it with a reason code and evidence, or asks.
NB
Naomi BrandtVP Enterprise Risk · reviews 186 ratings from 14 owners in six weeks
ERM Officer · second line
Before
Spends weeks of the cycle chasing owners with reminders, then argues about opinions in challenge sessions because the evidence is not on the table.
Now
Signs every change as the checker with the evidence and the Challenger's verdict beside her, decides every challenge with a reason, and signs unchanged ratings in bulk.
CA
Carol AshbyChair, Board Risk Committee · approves the cycle each December
Risk Committee
Before
Receives a committee pack built by hand, from spreadsheets to slides, and has to ask which risks are above appetite and who owns the fix.
Now
Sees residual risk by event type against the Risk Appetite Statement, 13 risks above appetite each with an owner and a plan, and approves the cycle only when every rating is signed.
VL
Victor LeungInternal Audit Manager · read-only on every screen
Internal audit · third line
Before
Rebuilds who changed which rating, why and on what evidence from spreadsheets and email.
Now
Reads the whole cycle without touching it: every action by a person or an agent with its reason and evidence, and an export pack with a manifest and hash.
Built on the engine

8 agents. Each with one job, and hard limits.

Agents gather the year's evidence and propose each rating, cited; a Challenger checks it; owner and ERM Officer sign.

Evidence agent

Gathers each risk's incidents, general ledger losses, recoveries, control tests, findings and KRIs for the evidence window, and masks member details.

  • Read-only; never edits a source record
  • Counts SAR-related items for anyone outside the BSA team, never lists them
Prefill agent

Scores likelihood and impact, rates control effectiveness from tests and findings, applies the residual matrix, and cites every fact.

  • Proposes, never submits
  • Under 0.70 confidence it proposes nothing and asks
  • Never uses peer ratings as evidence
Interview agent

Runs the conversation with the process owner one risk at a time and answers questions with citations.

  • Never changes a rating itself
  • Records the owner's reason verbatim
Challenger agent

Acts for the second line: tests every proposal and every owner change against rules C-01 to C-07.

  • Never overrides a rating
  • Raises a challenge for the ERM Officer to decide
Action Plan agent

Drafts action plans for controls rated Needs improvement or Ineffective, linked to the issue register.

  • Drafts only; the owner accepts and the ERM Officer approves
Library agent

Proposes new risks from unmapped incidents, merges duplicate controls and retires unused ones.

  • Proposes only; an ERM Analyst prepares and the ERM Officer approves
  • Every library change is versioned
Cycle agent

Runs the calendar, reminders, SLAs and escalations, and reopens a signed rating when its evidence moves.

  • Never extends a due date or closes an item
  • Escalates to the ERM Officer
Report agent

Drafts the Risk Committee memo, the appetite comparison and the export packs.

  • Uses signed ratings only
  • Every sentence cited; the ERM Officer edits and sends
Process owner and ERM Officer

The owner rates, a different person signs. The agents propose; a named person decides.

Ask in plain words

Ask about any risk, rating or challenge

Ask about any risk, rating, challenge or deadline in the 2026 cycle, or say what to prepare. Every answer cites the incident, loss, test or finding behind it and opens the screen where you can act.

Which ratings disagree with the evidence?

Eight open challenges. Three on fraud risks: indirect auto dealer fraud, rated Moderate with three losses over $25,000; wire transfer fraud, control rated Effective after a failed callback test; account takeover through password reset, rated Low where peer units rate it High.

Why is debit card fraud rated High inherent?

Likelihood 5 and impact 3 on scale v4: 214 incidents and $389,400 in gross losses, up from 151 and $176,200 last year.

Why High, and not Critical?

Critical needs a score of 20 or more: likelihood 5 with impact 4, meaning an annual gross loss over $1 million or a single event over $100,000. The largest event was $22,860 and the year $389,400, so impact is 3 and the score 15: High.

Who is behind, and what escalates next?

Third-Party Risk has not started its 10 risks; the Cycle agent escalates to the ERM Officer on Monday, October 26. Payments and Information Technology have 5 and 6 risks left, due Friday, October 30.

Every screen

The working solution, as it ships.

13 screens from the working solution, on its sample data. Pick one to see it large.

The RCSA as an interview, one risk at a timeThe process owner rates each risk in a conversation, not a form. The Prefill agent opens with last year's rating, what happened since and its proposal, every number cited, and a ledger keeps inherent, control and residual risk, the appetite line, the controls and who signs.
Every number opens its source recordEach figure the agent states carries a citation. The gross loss opens general ledger 5410-220 with the value highlighted: $389,400 gross, $121,800 recovered, $267,600 net.
How the agents got hereThe agents' step-by-step plan: what the Evidence agent read in each system and how the Prefill agent scored it on the credit union's rating scale and residual matrix, with confidence 0.91.
All the evidence for one riskMonthly losses against the key risk indicator's bands, the largest incidents with member details masked, every control test, the open finding and the new control since the window closed.
Change a rating with a reason codeThe owner changes control effectiveness with one of five reason codes, a note in her own words and the evidence attached; residual risk recalculates before she sends it.
The Challenger checks the change for the second lineRule C-02 accepts Partially effective but not Effective, sets a retest for January 8, 2027, and residual risk moves to Moderate, within appetite.
Maker-checker sign-off by the ERM OfficerLast year, the agents' proposal and the owner's rating side by side, with the reason, the evidence, the Challenger's verdict and the sign-off chain. Sign, return with a reason, or escalate.
Challenges where a rating disagrees with the evidenceSeven versioned rules, 23 challenges raised and 8 open. CH-0119: indirect auto dealer fraud rated Moderate inherent with three losses over $25,000; the ERM Officer upholds or accepts the owner's rating.
The RCSA cycle on one pageFour numbers, progress for each of the 14 business units, the agents' briefing and the few items that need the ERM Officer, from open challenges to ratings reopened by triggers.
Ratings reopened when the evidence movesBetween cycles a signed rating reopens on a loss over $25,000, a red key risk indicator, a failed test or a new finding: 3 of 97 signed ratings this month, one by a $62,400 loss.
Action plans linked to the issue registerEvery control rated Needs improvement or Ineffective carries a plan with an owner, a due date, steps, the finding it answers and its issue; the Action Plan agent drafts new ones.
Residual risk against appetite, and the committee memoResidual risk by event type against the Risk Appetite Statement, 13 risks above appetite with owners and plans, and a memo drafted from signed ratings only, every figure cited.
Audit trail and examiner export packEvery action by a person or an agent with why and which evidence, and an export pack for NCUA examiners with member details masked and SAR-related evidence counted, never listed.
Governance

A risk and control self-assessment that is cited, challenged and signed.

Maker-checker, with separation of dutiesNo one signs a rating they made. The owner rates and the ERM Officer signs; library changes, action plans and agent versions each need a second approver, and the Risk Committee approves the cycle only when every rating is signed. The ERM Officer never rates, the administrator never rates or signs, and internal audit is read-only.
Every value cites its recordEvery number an agent states opens the passage it came from in the incident system, the general ledger, the card processor or the GRC system. Below 0.70 confidence the Prefill agent proposes nothing and asks, and a peer unit's rating is shown for reference, never used as evidence.
Challenged on evidence, decided by a personSeven versioned Challenger rules run on every proposal and every owner change, from losses against the rating to peer calibration. Each challenge shows the rule, the evidence and the owner's answer, and only the ERM Officer decides it: uphold and return, or accept the owner's rating, with a reason code.
Versioned agents, overrides countedEach agent has a version, a model and a confidence threshold, and human overrides are counted per agent. A new prompt version, such as Prefill agent v2.5, is staged and promoted only when the ERM Officer approves it.
Member details masked, SAR evidence restrictedMember names, account and card numbers are masked in incident text. SAR-related evidence is counted, never listed, for anyone outside the BSA team, and no RCSA content reaches any view a member can see. RCSA records are kept 7 years and BSA-related evidence 5 years.
A trail examiners can followWho did what, when, why and on which evidence, for people and agents alike. Export packs are built for NCUA examiners, the Supervisory Committee, internal audit and the BSA Officer, each with a manifest, a record count and a hash.
Configuration

Your rating scale and rules, not ours

How the credit union runs its RCSA is a set of settings. Every one is versioned, and every change is approved by a second person.

SettingDefaultChoose from
Rating scalev4: likelihood 1–5 × impact 1–5Low 1–5, Moderate 6–11, High 12–19, Critical 20–25 (over $1 million a year or $100,000 in one event); four control effectiveness levels and a residual matrix
Prefill confidenceProposes at 0.70 or higherBelow the threshold the Prefill agent proposes nothing and asks the owner
Bulk signConfidence 0.90 or higherOnly ratings accepted as proposed, unchanged from last year and unchallenged; each is signed separately on the trail
Challenger rulesC-01 to C-07, rules v3Thresholds: $25,000 per loss, three losses, two clean quarters after a failed test, two red KRI months, a two-level gap from peer units
Refresh triggersT1 to T5A loss over $25,000, a KRI turning red, a failed control test, a new audit or exam finding rated Moderate or higher, incidents that map to no risk
Reason codesR1 to R5New or improved control since the evidence window; evidence incomplete or delayed; evidence attributed to the wrong risk; business change; other, explained in the note
Reminders and escalation7 and 3 days before dueEscalation to the ERM Officer the day after the due date, or at 4 days left with nothing started
Retention and redactionRCSA records 7 yearsBSA-related evidence 5 years (31 CFR 1010.430); member names, account and card numbers masked in incident text
Connections

Works with the systems your RCSA evidence already lives in

GRC systemrisk and control library, control tests and key risk indicators
Incident management systemincidents and complaints, member details masked
General ledgeroperational loss and recovery accounts, read daily
Card processorfraud cases, chargebacks and rule changes, with a delay banner and retry when a feed runs late
Core banking systemaccounts and products, read only
Issue management systemaudit and exam findings, issues and action plans
What it changes

The difference, in numbers.

Every figure is labelled: a target the solution is built to, an estimate, a typical published result, or a proven one.

target
100%
of ratings tied to the incidents, losses, tests and findings behind them
target
Every
rating that disagrees with the evidence challenged by the second line before sign-off
target
6weeks
from cycle open to Risk Committee, about 20 minutes of owner time per risk

“demo” = seen in the working solution, on its sample data · “target” = the design goal, measured in the live solution · “estimated” = our estimate. Regulations are named as context only: 31 CFR 1010.430 (five-year retention of BSA records) and 12 CFR Part 749 (records preservation). Norrell Federal Credit Union and the people, units, incidents and records named on this page are fictional: characters and sample data in the working solution.

Questions

What operational risk teams ask about risk and control self-assessment.

What is Risk & Control Self-Assessment (RCSA)?

A risk and control self-assessment (RCSA) is how each business line rates its own operational risks and the controls over them: inherent risk, control effectiveness and residual risk. Risk & Control Self-Assessment (RCSA), the solution, runs it as an interview, one risk at a time. Agents draft every rating from the year's incidents, losses, control tests, findings and key risk indicators, each fact cited; the process owner accepts, changes or asks, a Challenger agent checks it for the second line, and the ERM Officer signs.

What is the difference between inherent and residual risk in an RCSA?

Inherent risk is likelihood times impact before controls; on the sample scale, 12 to 19 is High. Control effectiveness is rated from tests and findings, and a residual matrix combines the two. In the sample case, High inherent risk with a control that needs improvement stays High residual; with a partially effective control it becomes Moderate.

What does a risk and control self-assessment example look like here?

Debit card fraud at a fictional credit union: last year Moderate, Effective, Low. This year the agent brings 214 incidents, $389,400 in gross losses, a red KRI in August, a failed control test and an audit finding, and proposes High. The owner credits a new velocity rule that passed its retest, the Challenger accepts Partially effective but not Effective, and residual risk is Moderate, within appetite.

How does the Challenger agent challenge a rating?

It runs seven versioned rules on every proposal and every owner change: losses against the rating, a failed test against Effective, residual lowered without new evidence, a red KRI against a Low residual, an open finding against Effective, peer calibration and evidence gaps. It never overrides a rating; it raises a challenge with the rule and the evidence, and the ERM Officer decides it with a reason.

What happens when a loss comes in after a rating is signed?

The Cycle agent reopens a signed rating only when its evidence moves: a loss over $25,000, a KRI turning red, a failed control test, a new finding rated Moderate or higher, or incidents that map to no risk. In the sample month 3 of 97 signed ratings reopened, one by a $62,400 loss posted six days after signing.

Does the AI sign ratings, or do people stay in control?

People decide. The agents gather, propose, challenge and draft; they never sign, submit, change the risk and control library or close an action plan. The owner rates, a different person signs every change, the ERM Officer decides every challenge, and the Risk Committee approves the cycle, all on the audit trail.

How are member data and SAR information protected?

Member names, account and card numbers are masked in incident text, and the agents read every source system without changing it. SAR-related evidence is counted, never listed, for anyone outside the BSA team, only the BSA Officer's pack lists it, and no RCSA content reaches a member-facing view.

How long does it take to go live?

The Agentic Solution Engine builds and deploys it from your requirements and documents, such as your rating scale, risk and control library, appetite statement and last cycle's ratings, and it goes live once every quality gate has passed. We will walk you through it on your own last RCSA first.

See it on
your last RCSA.

We'll run Risk & Control Self-Assessment (RCSA) on your risk and control library, last cycle's ratings and a year of your evidence.