Governance for Commercial Lending workflows.

Architecting the Intelligence Flow.

Speed when you need it. Trust when it matters.
We build deterministic "Junction Controllers" to break enterprise AI out of pilot purgatory.

About Decision Surface Group

We are a specialized boutique consulting firm founded by industry veterans Matt and Neil. We don't deploy armies of generalist analysts to map legacy debt. We bring a concentrated, elite core of agentic architecture expertise designed to cut through workflow chaos.

The DSG Advantage

Big tech builds generic copilots. We build specialized, deterministic Junction Controllers designed to pass regulatory scrutiny and internal audits from day one. This is non-negotiable for enterprise banking.

  • Elite Specialization
  • Surgical Intent & Governance
  • Absolute ROI Focus

Models Work. Workflows Fail.

Pure autonomy breaks against complex commercial loan structures. You need surgical intent, not just raw compute parameters.

The Human-AI Junction

We design flows that process 90% of unstructured data autonomously, explicitly pausing at high-liability junctions for human governance.

Shared Responsibility Model

Secure integrations with Encompass and nCino guarantee AI halts when confidence drops. You maintain fiduciary control.

Step 1: The Agentic Safety Audit

We don't start by ripping out your infrastructure. In just 14 days, we map your current AI pilots, identify un-governed, high-liability junctions, and establish an ROI baseline. Let's secure your systems before they scale.

Schedule Your Complimentary Audit

Frequently Asked Questions

The Architecture of Intent

Why 95% of Enterprise AI fails (and how to fix it). Download our executive briefing on commercial lending workflows, the cost of pilot purgatory, and how to restructure your P&L safely.

  • Reduce CTO by 40%
  • Compress TTD from 14 Days to 48 Hours
  • Achieve 100% Regulatory Explainability

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