LeapFI.ai | AI Adoption, Hand-Delivered

The Problem

Beyond the Pilot Phase.

Most enterprise AI initiatives fail at the transition from proof-of-concept to production. This "Pilot Purgatory" is caused by a lack of industrial-grade infrastructure and a fundamental misalignment between technical capability and business outcome.

LeapFI solves for scale. We help global organizations modernize their data architecture, upskill their workforce, and deploy AI-native services that deliver measurable margin expansion.

Extended Advisory Board

LeapFI is supported by a select group of senior advisors with backgrounds spanning global financial institutions, enterprise technology, regulatory affairs, and defense-grade infrastructure.

Advisory board members are available for direct engagement upon request at the appropriate stage of partnership.

87%

of enterprise AI pilots never reach full production deployment

3×

faster time-to-value with an industrialized AI framework vs. ad-hoc implementation

2026

The window for competitive differentiation through AI is closing rapidly

End-to-End Services

From Baseline to Scale.

Twenty services. Five disciplines. One operating model. LeapFI industrializes AI for community banks and credit unions — end to end.

01

AI Readiness Assessment

Before you can industrialize AI, you need an honest baseline. LeapFI delivers a structured evaluation of your institution's people, processes, technology, and data infrastructure — producing a clear-eyed picture of where you stand today and what gaps stand between you and meaningful AI deployment.

02

Peer Benchmarking

Your competitors are moving. The question is how fast, and in which direction. LeapFI benchmarks your AI maturity against peer institutions of comparable size, market, and complexity — giving your leadership team the competitive context needed to set the right pace and investment level.

03

Data Strategy & AI Readiness Audit

AI is only as good as the data underneath it. LeapFI assesses your core system integrations, data quality, and architecture gaps to determine whether your institution can actually support the AI use cases you're being sold — and what it will take to get there.

04

AI Business Case & ROI Modeling

Before committing capital, your board needs numbers. LeapFI constructs rigorous AI business cases — tied directly to your efficiency ratio, loan growth targets, and headcount economics — so every investment decision is grounded in institutional math, not vendor promises.

01

AI Risk & Compliance Framework

Deploying AI without a governance framework is a regulatory liability. LeapFI builds institution-specific AI risk policies aligned with OCC, FDIC, and Federal Reserve guidance — covering model risk, explainability, bias controls, and audit trails — before your examiner asks.

02

Policy & Procedure Development

Regulators expect documented AI governance before they find problems. LeapFI develops institution-specific AI policies and operational procedures — covering acceptable use, model oversight, vendor management, and incident response — built to satisfy examiner expectations and protect your institution.

03

Third-Party AI Model Validation

Regulators increasingly expect independent validation of AI models used in credit decisions, fraud detection, and customer interactions. LeapFI provides qualified, independent model validation that satisfies SR 11-7 expectations and protects your institution from model risk exposure.

04

AI Operating Model Design

Most banks don't have the right ownership structure to scale AI. LeapFI designs your internal AI governance structure — including role definitions, decision rights, and executive accountability frameworks — so AI industrialization has a human owner, not a committee. The AI Czar Model™.

01

Future-State Operating Model Design

What does your institution look like in 36 months when AI is fully industrialized? LeapFI facilitates executive ideation sessions that translate market disruption signals (stablecoins, embedded finance, margin compression) into a concrete future-state operating model — defining the institution you intend to become before you commit a dollar to building it.

02

AI Use Case Ideation & Prioritization

Most banks pick AI use cases from vendor catalogs. LeapFI runs structured ideation workshops across business lines — surfacing the use cases unique to your institution's competitive position, member base, and balance sheet — then ranks them against effort, ROI, and regulatory exposure to produce a defensible portfolio.

03

Strategic Scenario Planning

The AI landscape will not move linearly. LeapFI builds three- and five-year scenario models for your institution under varying conditions — aggressive competitor adoption, regulatory tightening, deposit flight to AI-native challengers — so your strategy is stress-tested before it's executed.

04

Innovation Portfolio Design

Not every AI bet should pay off the same way. LeapFI structures your AI investments as a portfolio — core efficiency plays, adjacent revenue bets, and transformational long shots — with capital allocation, risk tolerance, and exit criteria defined upfront. The Innovation Portfolio Model™.

01

AI Roadmap Development

Strategy without sequencing is just aspiration. LeapFI builds a phased, executable AI roadmap tied to your institution's specific goals — from 90-day quick wins through 12-month enterprise bets — with clear owners, milestones, and board-ready progress metrics at every stage.

02

AI Vendor Selection & Due Diligence

The market is flooded with AI vendors promising transformation. LeapFI evaluates, scores, and validates technology partners against your institution's risk tolerance, regulatory environment, and strategic roadmap — so your leadership team makes decisions based on evidence, not sales decks.

03

Custom AI Application Development

Off-the-shelf AI tools were built for the average institution. LeapFI designs and builds custom AI applications tailored to your specific workflows, member experience goals, and operational constraints — delivering solutions your core vendor doesn't offer and your competitors can't replicate.

04

Pilot-to-Production Acceleration

If your AI initiative has been in pilot for more than 90 days, something is broken. LeapFI diagnoses why your proof of concept is stuck in Pilot Purgatory™ and builds the Production Gate™ framework required to move AI from experiment to enterprise operating lever.

01

Staff Upskilling & AI Literacy Programs

AI doesn't replace your people — it exposes who hasn't adapted. LeapFI designs and delivers executive and frontline AI literacy programs that eliminate internal resistance, reduce implementation failure rates, and build the human premium your institution needs to compete.

02

Board Readiness Training

Your board is being asked to govern AI they don't fully understand. LeapFI delivers executive-level AI fluency programs designed specifically for directors — covering AI risk, regulatory exposure, competitive dynamics, and the right questions to ask management — so your board governs with confidence, not deference.

03

Ongoing AI Performance Monitoring

Going live is not the finish line. LeapFI provides continuous monitoring of deployed AI systems — tracking model drift, accuracy degradation, and regulatory alignment — and delivers quarterly optimization recommendations so your AI investment compounds, rather than decays.

04

AI M&A Integration Advisory

When your institution acquires, merges, or is acquired, AI systems don't integrate themselves. LeapFI assesses technology compatibility, identifies AI-related liabilities, and builds integration sequencing plans that protect operational continuity and accelerate value capture.

The Industrialization Lifecycle

A Repeatable Path to Scale.

◎

Phase 01

Strategize

Audit, Readiness Assessment, Governance & Policy Setup

◎

Phase 02

Map

Process Digital Twins & Task Volume Analysis

◎

Phase 03

Architect

Data Infrastructure, MDM & Security Layers

◎

Phase 04

Build

Design, Custom App Development & Integration

◎

Phase 05

Validate

Rigorous Testing, QA & Risk Mitigation

◎

Phase 06

Transfer

Project Completion & Operational Hand-off

Proprietary Methodology

The LeapFI Industrialization Framework™

Successful AI integration is not a technical project — it is an operating model redesign. Our proprietary framework addresses the ten critical pillars required to move from experimental pilots to a fully AI-augmented enterprise.

The 10 Core Pillars

People

Process & Governance

Technology

Product

Risk

Compliance

Data

Partnerships

Client Trust

Sourcing

Education & Upskilling

Cultivating AI Literacy Across the Enterprise.

Technology is only as effective as the people who command it. LeapFI provides high-impact education programs designed to transition your workforce from AI-skeptical to AI-fluent.

⬡

Executive AI Literacy

Private briefings for Boards and C-Suite leaders on risk, ROI, and strategic positioning in an AI-transformed landscape.

⬡

The AI License Certification

Foundational training for staff to ensure safe, ethical, and high-value use of Generative AI tools across the organization.

⬡

Role-Based Deep Dives

Specialized training for high-impact departments — Lending, Compliance, and Operations — to automate high-volume workflows.

⬡

Departmental AI Leadership

Developing internal AI champions who drive adoption, accountability, and continuous improvement at the department level.

Vertical Specialization

Deep Industry Expertise.

◈

Banking & Finance

Automated underwriting, real-time fraud detection, and relationship-based pricing models.

Underwriting Fraud Detection Pricing Digital Experiences Client-Facing Apps Employee-Facing Apps Form & Workflow Digitization

◈

Manufacturing & Logistics

Predictive maintenance and AI-driven supply chain orchestration at enterprise scale.

Predictive Maintenance Supply Chain

◈

Legal & Professional Services

Semantic search for document review and automated contract analysis and classification.

Contract Analysis Doc Review

◈

Healthcare & Life Sciences

PII-redacted research environments and patient lifecycle automation with full compliance.

Research Environments Compliance Form & Workflow Digitization

Leadership

Built with Technical Authority.

Adam Schlesinger

Founder & CEO — LeapFI.ai

An MIT-trained engineer and former Microsoft executive, Adam brings 25+ years of C-level leadership across global banks and technology firms. He operates at the intersection of Silicon Valley innovation and board-level financial services strategy, advising CEOs and directors on AI, fintech transformation, payments, and digital growth.

MIT Engineering

Former Microsoft

Enterprise AI

3× Startup Exits

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Uche Chuta

Lead AI Architect & Advisor — LeapFI.ai

A cloud and AI transformation executive with deep expertise in enterprise data platforms, scalable infrastructure, and regulated-system architecture. Uche helps financial institutions move from AI experimentation to secure, production-grade deployment—bridging advanced engineering with executive-level strategy and measurable business impact.

McGill Comp Sci

Boeing

Payments Infrastructure

App & DB Architecture