How to read the ROI sections. SmarterFI apps are in prototype and design-partner stages, so we do not quote customer results. Each ROI section is labeled: Public fact cited third-party information, Target a goal from our product plans that pilots will measure, or Illustrative estimate, results vary sample numbers with the assumptions shown. Foundation Suite estimates are modeled on a community bank of about $1.2 billion in assets. The full math and sources are in Estimated ROI for banks: methodology. All demos use fictional data.
New Β· Private preview

SmarterFI Foundation Suite

πŸ”’ Private preview Β· Sign-in required

One governed suite for community-bank lending, portfolio risk and finance, financial crime, and relationship growth. SmarterFI can connect to or replace Abrigo, and a person approves every material step. The preview is set in Harbor Point Community Bank, a fictional institution of about $1.2 billion in assets. All data is fictional.

Why banks buy it

  • Run commercial and consumer lending, portfolio risk, BSA/AML and relationship growth in one place.
  • Connect to or replace Abrigo, or start with one app and add more when you are ready.
  • Every figure and decision stays cited and examiner-ready.

In this preview

A private preview of the hybrid suite, including the Lending Co-Pilot, Portfolio Risk & Finance, Relationship & Growth, a financial-crime workspace, and a shared Workspace. Ask SmarterFI is included in every licensed app and answers in the context of the page you are on. Opening it requires the preview sign-in. It is not a production deployment.

Demo figures use Harbor Point, a fictional $1.2B bank.

Open private preview (sign-in required) β†’

Modules in this preview

Part of SmarterFI Foundation Suite

Foundation Suite apps

Each app has its own card, a short estimated ROI for banks, and its own link into the private preview. A bank can license one app, a bundle, or the full SmarterFI Foundation Suite. The apps still share one sign-in and one data model. Ask SmarterFI is included in every licensed app; it is not a separate card or license. Opening a link requires the preview sign-in. This is not a production deployment.

Demo figures use Harbor Point, a fictional $1.2B bank. ROI figures are illustrative estimates, and results vary. See the methodology.

Part of SmarterFI Foundation Suite

Lending Co-Pilot

πŸ”’ Private preview

Commercial and consumer lending, from application through closing, adverse-action and disclosure packages, loan administration and construction draws. Ask SmarterFI is included.

Open Lending Co-Pilot β†’

Estimated ROI for banks

Illustrative estimate, results varyFor a bank of about $1.2 billion in assets: about 200–1,600 analyst hours a year, or about $13,000–$106,000 in loaded staff cost. Faster packages can support more originations; that revenue is not included here.

Assumes 200–800 commercial credits a year and 1–2 hours saved per credit on spreading. How we estimated this

Part of SmarterFI Foundation Suite

Portfolio Risk & Finance

πŸ”’ Private preview

Loan-loss reserve (CECL), stress testing, concentration risk, loan review, ALM and board-ready reporting. Ask SmarterFI is included.

Open Portfolio Risk & Finance β†’

Estimated ROI for banks

Illustrative estimate, results varyAbout 40–80 hours a year on the quarterly CECL close, or about $3,000–$5,000 in loaded staff cost. That is the close itself. Published community-bank CECL run costs of $150,000 to more than $260,000 a year show the size of the spend this app is built to reduce; those figures are not SmarterFI results.

Hours from a published 10–20 hour quarterly Excel close. How we estimated this

Part of SmarterFI Foundation Suite

Fraud & AML

πŸ”’ Private preview

Sanctions screening, CTR aggregation and AML alert triage, with drafted narratives for the BSA officer. Ask SmarterFI is included.

Open Fraud & AML β†’

Estimated ROI for banks

Illustrative estimate, results varyAbout 480–1,000 BSA staff hours a year, or about $32,000–$66,000 in loaded staff cost, if review time falls by about 23 percent.

Assumes two to three BSA staff, with half to 70 percent of their time on reviews. How we estimated this

Part of SmarterFI Foundation Suite

Relationship & Growth

πŸ”’ Private preview

Customer and household relationships, profitability, next-best-product suggestions, referrals, early-warning on deposits, and campaigns with consent and opt-out handling. Ask SmarterFI is included.

Open Relationship & Growth β†’

Estimated ROI for banks

Illustrative estimate, results varyThe main payoff is retained deposits and deeper relationships, not staff hours. If consumer attrition falls by 1 percentage point on $300–$600 million of in-scope deposits, net interest would be about $110,000–$219,000 a year.

Uses the 2025 community-bank net interest margin of 3.65 percent. How we estimated this

Part of SmarterFI Foundation Suite

Workspace

πŸ”’ Private preview

Shared sign-in, audit log, governance and the workspace that lets a bank connect to or replace Abrigo. Ask SmarterFI is included with every licensed app; it is not sold separately.

Open Workspace β†’

Estimated ROI for banks

Illustrative estimate, results varyWorkspace is the control layer, not a standalone P&L item. Its value is one sign-in, one audit log, and the ability to license one app or the suite. We have not found a public benchmark we would hang a dollar figure on, so we do not invent one.

How we thought about this

Start here Β· Entry engagement

Data Mapping & Discovery

A guided interview plus a read-only scan, run inside your own environment, that documents your core, your vendor systems and how your data connects. It reads metadata only, never customer or account records, and turns what it finds into a readiness score, a systems map and a deployment plan for AI.

Why banks buy it

  • Know what data lives where before spending on any AI project.
  • Get a board-ready plan with the gaps to close first.
  • See which AI apps your bank can deploy now, and what each one needs.

ROI for the bank

Illustrative example, sample numbersIf a bank would otherwise spend 6 weeks of a 3-person team (about 120 hours each) inventorying systems by hand, at a loaded cost of $75 an hour, that is about $27,000 of staff time. A structured interview and scan aims to replace most of that work and to avoid buying AI tools the bank's data cannot yet support.

Assumptions: team size, duration and hourly cost are sample figures. Replace with your own.

Live demo β†’
Start here Β· Entry engagement

Data Mapping & Discovery demo

A Data Mapping & Discovery demo: one completed mapping of a fictional community bank, with the guided capture, a read-only scan, a maturity scorecard, the systems landscape and the deployment blueprint. Metadata only. No customer, account or transaction record is read.

Live demo β†’
Start here Β· Free self-assessment

Data Readiness Snapshot

A free, 3-minute self-assessment that shows how ready your bank or credit union's data is for AI. Answer a short set of questions and get a readiness score with the areas to work on first.

Why banks use it

  • A quick, no-cost read on AI readiness before any engagement.
  • A plain-language starting point for leadership and board discussions.
  • Points to the next step, such as a full Data Mapping & Discovery.

In the demo

The full self-assessment, built for community banks and credit unions. It takes about 3 minutes.

No account or password needed.

Take the snapshot β†’
Lending

AI Lending Co-Pilot

● Live core sandbox

An AI layer that sits on top of your existing loan origination system and core, so nothing is replaced. It collects and checks borrower documents, spreads tax returns (including K-1s across related entities), and drafts a credit memo with a citation for every number. It also runs KYC/AML checks and monitors covenants after booking, and a person approves every step.

Why banks buy it

  • Give a small credit team more capacity without adding headcount.
  • Faster, cleaner loan packages, with missing documents caught at upload.
  • Examiner-ready traceability from every memo figure back to its source document.

ROI for the bank

Public fact (vendor-stated)An AI lending vendor states that a typical SBA 7(a) deal over $500K is "300 to 800 pages of documents" and that manual spreading "takes one to two full days before any analysis begins."

TargetA 50% or greater cut in analyst spreading time, at least 30% less time to complete a loan package, and at least 40% shorter compliance cycle time, all measured against each pilot bank's baseline.

Source: Aloan. Targets from the SmarterFI Lending Co-Pilot product plan.

Live demo β†’
Risk & compliance

Fraud & AML Co-Pilot

AI-assisted fraud and AML decisioning for community banks. It scores onboarding, transactions and checks, sends uncertain cases to a person instead of guessing, and keeps a full record of where each decision came from for case management and SAR preparation. The demo connects read-only to core sandboxes and uses synthetic data only.

Why banks buy it

  • Catch more fraud with fewer false alerts for a small BSA/fraud team.
  • Uncertain cases go to an analyst, so every decision can be explained.
  • Examiner-ready lineage from every alert to its source data.

In the demo

Onboarding and ID checks, transaction and check fraud scoring, AML monitoring, case management and SAR drafting, on a fictional bank with synthetic customers.

Live demo β†’
Vendor spend

Contract & Invoice Assurance

● Live core sandbox

Reads your vendor contracts and turns pricing, escalators, minimums and renewal terms into verified data. It then checks every vendor invoice against those terms line by line, flags overbilling, and warns you before renewal notice deadlines. It also drafts dispute letters and keeps an exam-ready audit trail.

Why banks buy it

  • Catch billing errors such as rate drift, early escalators and charges for closed services.
  • Never miss a renewal notice window on a multi-year core contract.
  • Walk into negotiations with your actual terms and leverage in hand.

ROI for the bank

Public factIn examples Cornerstone Advisors presented to a state bankers association, core and debit contract negotiations saved a $334M bank $590,539, a $772M bank $1,266,523, and a $5.2B bank $421,774. AP recovery-audit firms commonly charge 20% to 30% of the overpayments they recover, which shows the market treats overbilling as real, recoverable money.

TargetAt least a 50% cut in manual review time per invoice, and a dollar figure for recoverable overbilling from a 12 to 24 month lookback within 4 weeks of receiving data.

Sources: Cornerstone Advisors (vendor-stated), apexanalytix. These are third-party results, not SmarterFI results.

Live demo β†’
Security & compliance

AI Data Guard

Detects sensitive banking data, such as customer PII, SSNs, account numbers and loan files, before it reaches a public AI tool or an AI agent. It masks, blocks or logs that data under your bank's policy and coaches employees in the moment. It also produces compliance reports and audit trails for examiners.

Why banks buy it

  • Let staff use AI safely instead of banning it outright.
  • See which AI tools are in use, and what data is being shared with them.
  • Give examiners and the board a clear record of AI controls.

ROI for the bank

Illustrative example, sample numbersA bank with 200 employees that blocks public AI tools gives up their productivity. If governed access saves each employee just 1 hour a month at a loaded $50 an hour, that is $120,000 a year in staff time, alongside lower risk of a reportable data exposure.

TargetZero unmasked SSNs, TINs, ID numbers or birth dates reaching an AI model provider.

Assumptions: headcount, hours saved and hourly cost are sample figures. Target from SmarterFI product plans.

Live demo β†’
Deposits & account opening

Onboarding Co-Pilot

● Live core sandbox

AI-assisted account opening for consumers and businesses, on the web, on a phone or with a banker in the branch. It runs identity, sanctions and fraud checks through the vendors you choose and applies your own BSA/AML rules. Exceptions go to a reviewer with AI-drafted notes, and the account books straight to your core with a complete CIP record.

Why banks buy it

  • Open accounts in minutes instead of paper, re-keying and portal-hopping.
  • Catch synthetic identities and mule accounts at the front door.
  • An exam-ready CIP and beneficial ownership record for every account.

ROI for the bank

Public fact (vendor-stated)nCino reports clients opening consumer deposit accounts "in under five minutes," and a business account "opened and funded in about 15 minutes with no customer assistance."

TargetA median of 8 minutes or less to open an auto-approved consumer account, 15 minutes or less of reviewer time per manual case, and 99.5% or more of accounts booked with no operations correction.

Source: nCino, as cited in the SmarterFI Onboarding Co-Pilot product plan. Targets from that plan.

Live demo β†’
Executive

CEO Co-Pilot

Your executive intelligence layer: a guided tour of one bank's month-by-month figures, daily briefs and board-ready views, generated from a fixed seed.

Live demo β†’
Open demo Β· Customer experience

Money Management β€” SmarterFI Demo

● Live core sandbox

SmarterFI's own public demo of Money Management for Harbor Point, a fictional community bank. A member's overview, budgets and transactions are read live, read-only, from a fictional Jack Henry SilverLake test bank, with a forecast and what-if scenarios worked out from that data.

What you can explore

  • A member's overview, budgets and transactions from the live test bank.
  • A cash-flow forecast and what-if scenarios.
  • Savings goals, automations and the bank's view, labeled DEMO.

About this demo

All data is fictional. Live sections read a Jack Henry SilverLake test bank, read-only; if it does not answer, a saved snapshot is shown and labeled. Remaining sections are labeled DEMO. Nothing moves money or touches real customer data.

Live demo β†’
Finance & accounting

Month-End Close

● Live core sandbox

Structured, AI-assisted workflows that turn month-end close from a scramble into a controlled process. It automates reconciliations, routes exceptions, tracks progress and deadlines, and documents every step for audit.

Why banks buy it

  • Close faster with fewer late nights for a small accounting team.
  • Find and route reconciliation exceptions automatically.
  • An audit trail for every step, ready for auditors and examiners.

ROI for the bank

Public factClose management is an established, budgeted software category. FloQast, a leading close vendor, lists starting prices of $22,000 to $45,000 a year on AWS Marketplace.

Illustrative example, sample numbersIf 3 accountants each spend 40 hours on close every month and automation saves 25% of that time, at a loaded $60 an hour the bank saves about $21,600 a year.

Source: FloQast on AWS Marketplace. Assumptions in the example are sample figures.

Live demo β†’
Family office & private banking

LiquidFi Treasury

● Live core sandbox

Treasury command for a family office: available cash by legal entity, a 90-day forecast with cash alerts, and payments under a family authority matrix with maker-checker approvals. It also covers capital calls, custody moves, cash policy, a ledger and a CPA export pack.

Why banks buy it

  • Serve family-office and private-banking clients with entity-level cash visibility.
  • Every payment checked against the family's authority matrix, with distinct approvers.
  • A complete audit trail and a CPA-ready export.

In the demo

Switch "Acting as" between family-office roles to submit, approve, release and settle payments. Linked operating accounts show live balances and posted history from the core sandbox.

Live demo β†’
Client pilot Β· Policy & compliance

JBT Policy Assistant

● Live core sandbox

A policy and procedure assistant built for Jonestown Bank & Trust. Staff ask questions in plain language and get answers drawn only from the bank's policy library, with quoted passages and citations they can open. Every question and answer is kept in an audit log. The demo uses a sample, fictional policy library.

Why banks buy it

  • Staff find the right policy answer in seconds instead of searching documents.
  • Every answer cites its source passage, so it can be checked.
  • An audit log of questions and answers for compliance review.

In the demo

Ask questions, open cited source passages, browse the document library and export the audit log. Look up a sample customer or deposit account in a synthetic Jack Henry SilverLake sandbox, and the answer applies the policy to that record. It installs as an app and works offline.

Not an official JBT product.

Live demo β†’
Prospect demo Β· Policy & compliance

First Bank Policy Assistant

● Live core sandbox πŸ”’ Sign-in required

The policy assistant set up for First Bank (New Jersey). Staff ask questions in plain language and get answers drawn only from a sample policy library, with citations they can open. For deposit questions, staff can look up an account in a synthetic Fiserv Premier sandbox, and the answer applies the policy to that record, with tax IDs masked.

Why banks buy it

  • Policy answers in seconds, each citing its source passage.
  • Answers that apply policy to the actual account, such as holds or dormancy.
  • An audit log of questions and answers for compliance review.

In the demo

Sign in with the demo account SmarterFI provides, then ask a policy question or look up a sample customer or account and ask about it. Access is by request; contact SmarterFI.

Not an official First Bank product.

Live demo β†’
Open demo Β· Policy & compliance

SmarterFI Policy Assistant

● Live core sandbox

The SmarterFI policy assistant for any community bank. Staff ask questions in plain language and get answers drawn only from a sample community-bank policy library, with quoted passages and citations they can open. For deposit questions, staff can look up an account in a synthetic Jack Henry SilverLake sandbox, and the answer applies the policy to that record, with tax IDs masked.

Why banks buy it

  • Staff find the right policy answer in seconds instead of searching documents.
  • Every answer cites its source passage, so it can be checked.
  • Answers can apply the policy to the customer's actual account in the core.

In the demo

No sign-in needed. Ask a policy question, open the cited passages, or look up a sample customer or deposit account and ask about it.

Live demo β†’
Internal Β· Operations

Command Center

πŸ”’ Private Β· Vercel login (SmarterFI team)

The SmarterFI Command Center is our private telemetry site for every demo on this page. It shows live up/down status and response times for every app we monitor, 24-hour, 7-day and 30-day uptime, daily QA results with failure details, incidents, deployments, traffic and AI usage, and the monitoring scheduler heartbeat.

What it shows

  • Fleet status, uptime and response-time trends for each app.
  • Daily QA pass rates, a pass/fail heatmap and per-check history.
  • Incidents, deployments and a full history with data coverage.

Access

Private. Opening it requires a Vercel login as a member of the SmarterFI team; anyone else is sent to the Vercel sign-in page. It is not indexed by search engines.

Internal tool. Shows sanitized monitoring data only.

Open Command Center (login required) β†’

Consortium membership

The SmarterFI Consortium is a collaborative group of community banks adopting governed, enterprise-grade AI together.

Membership is $2,000 a month, and it is free for any bank using two or more SmarterFI apps.

Learn about the consortium β†’
Methodology

Estimated ROI for banks: methodology

These figures are illustrative estimates for a community bank of about $1.2 billion in assets, the size of Harbor Point Community Bank in the private preview. Harbor Point is fictional, and the estimates are not SmarterFI customer results. Replace the volume, staffing and deposit assumptions with your own books. Results vary. Pilots will measure actual hours, cost and revenue.

SmarterFI can connect to or replace Abrigo. We do not treat Abrigo as a competitor in this catalog, and none of the estimates below assume a displacement saving versus any named vendor.

Shared assumptions

Public factThe U.S. Bureau of Labor Statistics, Employer Costs for Employee Compensation, June 2025, reports total employer compensation of $66.21 an hour for workers in credit intermediation and related activities (wages $42.76, benefits $23.46, or 35.4 percent of compensation). We round that loaded rate to $66 an hour for the cost-savings math.

Public factIn the FDIC Quarterly Banking Profile for fourth quarter 2025, community banks reported a full-year 2025 net interest margin of 3.65 percent, a fourth-quarter margin of 3.77 percent, about $2.8 trillion of assets and about $2.3 trillion of domestic deposits, or roughly 82 percent of assets. Scaled to a bank of about $1.2 billion in assets, that deposit ratio would be about $1.0 billion of deposits. That is a scaled illustration, not Harbor Point’s actual books.

Sources: BLS ECEC, June 2025; FDIC Quarterly Banking Profile, Q4 2025.

Lending Co-Pilot

Public fact (vendor-stated)Aloan states that spreading time per commercial credit is typically 2 to 4 hours of analyst time, that manual spreading consumes 40 to 60 percent of a credit team’s capacity, and that most community banks under $1 billion in assets run a 2-to-6 person credit team handling 200 to 800 commercial credits a year. The FDIC’s 2022 Small Business Lending Survey found that three in four banks approve their typical small-business loan within ten business days.

TargetA 50 percent or greater cut in analyst spreading time, at least 30 percent less time to complete a loan package, and at least 40 percent shorter compliance cycle time, measured against each pilot bank’s baseline, from the SmarterFI Lending Co-Pilot product plan.

Illustrative estimate, results varyWe apply a 50 percent cut to the 2-to-4 hour spreading time, or 1 to 2 hours saved per commercial credit. For annual volume we use Aloan’s 200 to 800 credits, noting that the published range is for banks under $1 billion and Harbor Point is about $1.2 billion, so a bank should substitute its own volume. Hours saved: 200–1,600 a year. At $66 an hour: about $13,000–$106,000. Closing packages and consumer applications are part of the app and are not included in that dollar range. Revenue from faster origination is not quantified.

Sources: Aloan; FDIC Small Business Lending Survey, 2024 executive summary. Aloan figures are vendor-stated, not SmarterFI results.

Portfolio Risk & Finance

Public fact (vendor-stated)Empyrean writes that a community-bank quarterly CECL close in Excel typically takes 10 to 20 hours, or one to two full work weeks a year of senior finance staff time, mostly on mechanical processing and documentation.

Public factBank Director reports a community bank that spends as much as $150,000 a year on loan-loss modeling, and an example cited by Federal Reserve Vice Chair Michelle Bowman of a community bank that spent $475,000 to implement CECL and more than $260,000 a year thereafter. Those institutions are not identified as $1.2 billion banks, and the figures are not SmarterFI results.

Illustrative estimate, results varyIf structured workflow removes most of that mechanical close, 40–80 hours a year at $66 an hour is about $3,000–$5,000. We do not treat the $150,000–$260,000 published run costs as a SmarterFI saving. They are shown only as industry context for the size of the spend this app is built to reduce. Time on stress testing, loan review workpapers and board or ALCO narratives is a further benefit we have not quantified, because we did not find a public hour benchmark we would hang a dollar figure on.

Sources: Empyrean Solutions; Bank Director, β€œBanks Examine the Cost of an Untested CECL”. Empyrean figures are vendor-stated.

Fraud & AML

Public factLiminal’s 2024 Link Index reports industry false-positive rates typically above 90 percent, and says leading transaction-monitoring solutions reduce manual review time by 23 percent and bring false-positive rates below 50 percent. A 2017 CBANC survey, summarized by Ncontracts, found that institutions with more than $1 billion in assets had two to three people on the BSA/AML team, and that institutions with $500 million to $1 billion in assets filed, on average, 1,508 CTRs and 79 SARs in 2016.

Illustrative estimate, results varyWe model two to three BSA staff, consistent with the >$1 billion band, and assume β€” this is our assumption, not a published split β€” that 50 to 70 percent of their time is spent on alert, CTR and SAR review. Applying Liminal’s 23 percent reduction in manual review time: 2 Γ— 2,080 Γ— 50% Γ— 23% = about 480 hours, through 3 Γ— 2,080 Γ— 70% Γ— 23% = about 1,000 hours. At $66 an hour: about $32,000–$66,000. We do not assume SmarterFI will cut false positives to 50 percent, because that Liminal figure is for leading transaction-monitoring platforms, not a measured SmarterFI result. The 2016 SAR and CTR counts are context only and are not used in the dollar math.

Sources: Liminal 2024 Link Index (PR Newswire); Ncontracts, summarizing CBANC, 2017. The 23 percent figure is industry research on leading solutions, not a SmarterFI result. The staffing and filing figures are from 2016–2017 and should be replaced with the bank’s current volumes.

Relationship & Growth

Public factHaberfeld reports that consumer attrition at community banks reached 10.25 percent in 2023, and that about 35 percent of bank customers are single-product households. Vericast reports industry attrition of about 16 percent for a customer with one account versus about 5 percent for a customer with at least four accounts, a cross-sell ratio of 3.6 products and services for multiple-account households, and a 27 percent single-account household share.

Illustrative estimate, results varyThe 11-point gap between one-account and four-account attrition is context only; we do not assume the app closes that gap. We model a conservative 1 percentage-point reduction in consumer attrition on $300–$600 million of in-scope consumer deposits (an assumption for a share of the scaled $1.0 billion deposit base; replace with the bank’s consumer deposit book). Deposits retained: $3–$6 million. At the 3.65 percent community-bank net interest margin: about $110,000–$219,000 of net interest a year. Officer time saved on call plans and campaign prep is not quantified. Cross-sell lift beyond retained deposits is not included.

Sources: Haberfeld; Vericast; FDIC Quarterly Banking Profile, Q4 2025.

Workspace

Workspace provides the shared sign-in, audit log, entitlements and the connect-or-replace path, including the ability to connect to or replace Abrigo. Ask SmarterFI is included with every licensed app and is not sold separately. Those are control and licensing benefits. We did not find a public, citable benchmark for hours saved gathering examiner evidence from a single audit log, so we do not attach a dollar ROI to Workspace.

Third-party figures are attributed to their sources and are not SmarterFI results. Targets are goals that pilots will measure, not guarantees. All estimates above are illustrative, and results vary.

Third-party figures are attributed to their sources and are not SmarterFI results. Targets are goals that pilots will measure, not guarantees.