A reference architecture for connecting the tools a small business already uses so an AI sidekick can work across them — without the data sprawl.
White Papers
From Lessons to Action: Closing the Small Business Learning-Doing Gap
Owners consume endless business content but change little. Why the learning-doing gap exists and how pairing lessons with an execution layer closes it.
Strength Scoring Methodology: Measuring Business Health Across Six Pillars
How to turn the fuzzy question ‘how is my business doing?’ into a rigorous, repeatable 0–100 score that points to the next highest-impact action.
The Trust Gate: Designing AI That Acts Only With Human Approval
A design treatise on the single principle that makes business AI safe to use — every outbound action pauses for explicit human approval.
Financial Health on Main Street: A Data-Backed Look at Cash Flow Fragility
Why cash flow — not profitability — is the leading cause of small business failure, and what early-warning indicators can catch trouble 30 days out.
The Practical AI Maturity Model for Small Business
A staged model for how small businesses adopt AI — from awareness to approval-gated autonomy — with the capabilities and trust required at each step.
The Modern SBDC: How AI Is Democratizing Business Advisory for Main Street
How AI-native tools extend the Small Business Development Center model — advisory, training, and a plan to grow — to every small business, on demand.