Generic AI speaks internet.
Scout ILM speaks banking.

Scout is an Industry Language Model—AI built with native understanding of financial services. Not prompted. Not fine-tuned. Built.

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Generic AI (LLMs)
Scout ILM
Training
Entire internet
Financial services domain
Banking language
Learned from general text
Native understanding
"Checking" vs "DDA"
Different strings
Same concept
Regulatory knowledge
Surface-level
Deep, continuously updated
Attorney variations
Keyword matching fails
Meaning-based recognition
Output structure
Requires validation
Schema-constrained
Your investment
Extensive prompting & tuning
Works on day one
Generic AI (LLMs)
Scout ILM
Training
Entire internet
Financial services domain
Banking language
Learned from general text
Native understanding
"Checking" vs "DDA"
Different strings
Same concept
Regulatory knowledge
Surface-level
Deep, continuously updated
Attorney variations
Keyword matching fails
Meaning-based recognition
Output structure
Requires validation
Schema-constrained
Your investment
Extensive prompting & tuning
Works on day one

The Lexical Variation Advantage

Financial documents express identical concepts in dozens of different ways

The Problem: Documents—especially those prepared by attorneys—use hundreds of different phrases to express the same legal concepts:

Same Meaning:

Borrower obligation

Different Words:

  • "Borrower shall maintain"
  • "Obligor must preserve"
  • "Debtor covenants to keep"
  • "Loan Party agrees to sustain"

The Result:

Generic AI: Pattern-matches on keywords, misses 9 out of 10 variations.

Scout ILM: Understands meaning, catches all variations.

"Your documents are like snowflakes—no two are identical. Generic AI looks for exact words and misses most of what matters. Scout ILM understands what attorneys mean, regardless of how they phrase it."

Scout Mascot

Scout's Focus Models Collection

Specialized AI models that bring powerful intelligence to your core banking operations

C
Validator Consumer

TILA, TRID, and UDAAP compliance validation for consumer loan packages.

B
Validator Commercial

Commercial loan package policy adherence review and attorney-prepared document analysis.

V
Verifier General

Validates proof of income, residency, and insurance. Automates verification workflows.

A
Appraiser Property

Summarize home inspections and appraisals. Review major systems and photo compliance.

Scout Focus Era: Specialized expertise in core lending operations

More Scout models coming soon across compliance, operations, and specialized applications

Why VisionFI Wins Where Giants Can't

Unlike generalized tools from Salesforce, Microsoft, or Adobe, VisionFI built the first Industry Language Model (ILM) specifically for financial services.

Industry Language Model vs Generic LLMs

While tech giants offer generic LLMs trained on internet data, VisionFI's ILM comes with decades of banking expertise. It speaks TRID, TILA, Reg Z, and BSA fluently — no hallucinations about financial regulations.

The Regulatory Maze Is Deep

50 states, 50 different lending laws. 4,000+ banks and 4,000+ credit unions, each with unique policies. State-specific regulations that change quarterly. Giants won't invest in this complexity — but it's everything for VisionFI.

The Liability Is Too High

One missed TRID violation can trigger million-dollar penalties. Generic AI can't guarantee the accuracy required for regulatory examinations. VisionFI stakes its entire business on getting financial compliance right.

Domain Expertise Can't Be Bought

Understanding that the regulations of a Texas HELOC are different than a Florida HELOC requires decades of experience. Our team lives and breathes financial services compliance — tech giants hire generalists.

"VisionFI doesn't generalize. Our Industry Language Model operationalizes the messy reality of American financial services — state by state, institution by institution."

Built to Integrate with Your Tech Stack

VisionFI isn't another app to manage — it's infrastructure that enhances the systems you already use.

MCP

Model Context Protocol

Native MCP server implementation for seamless AI assistant integration. Connect VisionFI to any MCP-compatible AI platform for enhanced document intelligence.

API

RESTful API

Enterprise-grade REST API with OAuth2, webhooks, and real-time processing. Fully documented with OpenAPI 3.0 specifications and comprehensive examples.

SDK

Native SDKs

Production-ready SDKs for Python, Node.js, Java, and .NET. Type-safe, async-first design with built-in retry logic and comprehensive error handling.

Pre-Built Integrations

Microsoft Office & Copilot

Core Banking Systems

New Account Opening

Loan Origination

Digital Lending

eSignature Platforms

Plus integrations with collaboration tools, workflow automation, and more...

Ready to Transform Your Document Operations?

Experience the power of an Industry Language Model built specifically for banking. Give your team back hours each week while improving accuracy, compliance, and customer experience.

Book a Consultation Request a Demo View API Docs

No Logo Wall. By Design.

Our partners embed Scout into their platforms. Their differentiation depends on us staying behind the scenes.

We're proud of that.

References available upon request.