Banks

Banking runs on relationships.
AI strategy should too.

Fractional advisory for banks navigating AI adoption, sponsor banking, embedded finance, and technology strategy. We work within your institution, not around it.

The Window

Why this. Why now. Why Anvil & Forge.

THE MARKET MOVED

More forks than any team can evaluate

Banks have absorbed four structural shocks in under a decade, fintech competition, digital assets, fintechs with charters, and now agentic AI. Every vendor claims the perfect solution. Few understand bank risk. Hesitation is a rational response, and it's also how the window closes.

THE GAP IS REAL

Anyone can deploy AI

Few can make it work inside a regulated bank. Deploying a model is the easy part. Making it deliberate, auditable, and aligned with how your institution actually works, under compliance review and examiner scrutiny, is the work most projects never finish.

We Built It. Not Studied It.

Our founders have built, deployed, and operated AI systems inside regulated financial institutions, taken through compliance review, model risk governance, and regulatory examination. More than once. Those systems are running in production today, with real users and real consequences.

Not pilots. Not proofs of concept. Production.

What We Do

Strategy, through implementation.

We help banks decide what to build, what to buy, what to partner on, and what to avoid, and we stay with you through implementation. Your team runs the work; we guide it. That guidance comes from founders who have built and deployed AI systems inside regulated financial institutions, and know exactly where these projects go sideways.

AI STRATEGY

Technology & AI Roadmapping

Turn vendor noise into a prioritized, institution-specific technology roadmap. Understand what AI can and can't do for a bank your size, and build a multi-year plan you can actually defend to your board.

PARTNERSHIPS

Fintech & Vendor Evaluation

Assess fintech partnerships and vendor relationships on the merits. We've sat on both sides of the table. We know what fintechs say before they walk in, and what your board needs to hear before they sign.

LEADERSHIP

Fractional Technology Executive

Act as your de facto Chief Technology or Innovation officer without the full-time executive cost. Present to your board, run your vendor selection, and own sections of your innovation roadmap on a fractional basis.

ARCHITECTURE

Data & Integration Strategy

Banks sit on powerful data they aren't using. We help you map your data architecture, identify the gaps between your core and your analytic capabilities, and prioritize what to close first.

The Anvil & Forge View

Judgment is the moat.

Agentic AI is the first development in a generation that offers a bank a genuine structural advantage. It breaks the old link between headcount and output. But the technology is the price of entry, not the moat. The moat is what your bankers already hold: expertise in credit, risk, compliance, and relationships, and the judgment they apply when the policy manual runs out. Our advisory is built on five convictions.

01

Control your models

Model selection is a risk decision, not a procurement detail. A model that informs an approval must be explainable, reproducible, and stable, because your bank will have to defend it.

02

Own the agent layer

Handing your AI layer to a core provider repeats the digital banking mistake of 2012: a generic product, forfeited differentiation, and permanent dependence. The bank that owns its agent layer owns the customer relationship.

03

Treat sovereignty as a spectrum

Low-stakes work can run safely on a vendor's foundational model. As the consequence of being wrong rises, so should your control, up to decisioning models your institution owns outright.

04

Point solutions, not platforms

No vendor goes a mile wide and a mile deep. Build a modular stack of best-in-class pieces that can be swapped as the market moves, instead of inheriting one platform's ceiling for the length of a contract.

05

Amplify expertise and judgment

AI amplifies the moats your institution already has. Without them, it amplifies nothing, and manufactures risk you cannot see.

The Starting Point

Discovery before commitment.

Every bank engagement starts the same way: a structured look at what you actually have, before anyone talks about what you should buy.

On-Site Engagement

A&F Discovery

A fixed-fee, three-day on-site engagement. We map your technology landscape, your contracts, and your constraints, then present three clear paths forward. You own every output, regardless of what comes next. One engagement per month available.

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Prioritization Discipline

The Forge Score

A scoring discipline for deciding which AI initiatives your bank should pursue, and in what order. Built from production deployment experience, it turns a noisy list of AI ideas into a defensible sequence your board can act on.

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Embedded Finance

Embedded finance without the blind spots.

Embedded finance puts your bank's products where customers already are, inside software platforms, marketplaces, and fintech applications. Done well, it diversifies deposits and fee income. Done casually, it creates third-party risk your examiners will find before you do.

We help banks scope, evaluate, and stand up embedded finance strategies grounded in what your charter, your core, and your compliance program can actually support.

Where We Help
  • Distribution strategy, where your products belong, and where they don't
  • Platform and partner evaluation
  • Risk and compliance design
  • Program governance built for your institution, not borrowed from someone else's
Our Approach

Every bank's technology ecosystem is unique.

Your core system, your CRM, your data warehouse, your existing vendor relationships, your compliance posture, we call this your Tapestry. We map it before we advise on it.

No generic playbook. No rip-and-replace. Every recommendation we make is grounded in what your institution actually has, what it can realistically build, and what your board will realistically approve.

Mapped First, Advised Second
  • Core system and surrounding stack
  • CRM and customer data architecture
  • Vendor relationships, contracts, and renewal dates
  • Regulatory posture and active constraints
  • Board risk appetite

Ready to talk strategy?

Whether you're evaluating your first AI vendor or building a multi-year technology roadmap, the right place to start is a conversation.