We Don’t Just Advise on AI —
We Build It
Every product in our portfolio started as a client problem. We solved it, shipped it, and now it runs in production.
Evolve. Optimize. Unleash.
Our three-pillar framework for AI transformation — a proven path from “we should do something with AI” to “AI is driving real business outcomes.”
Evolve — Infuse AI Into Your DNA
Companies that make AI part of their thinking succeed, while those that merely use AI tools often fail. We help your team learn to use AI in their daily work, turning everyone into innovators who make better decisions faster.
Don’t get pulled into an AI revolution — lead it by creating a workforce that multiplies AI’s ROI across every department.
Optimize — Streamline & Amplify
We systematically streamline your core processes, removing the operational drag that stifles growth. By enhancing your team with AI tools and intelligent assistants, we create the capacity needed to scale smoothly and profitably.
Product proof: Crop Lending App, Kowerk, Nesvick Notebook — all built to optimize real operations.
Unleash — Find Hidden Growth
Your daily operations and customer interactions are a goldmine of growth potential. We leverage AI to understand your customers on a deeper level so you can act on untapped opportunities and drive significant growth — without a massive increase in spending.
Product proof: aiBA’s structured discovery uncovers growth opportunities your team didn’t know existed.
Products We’ve Built
These aren’t case studies. These are production systems solving real problems for real businesses.
aiBA — AI-Powered Process Discovery
AI-facilitated discovery sessions that map how your organization actually works. A structured interview process with your team produces detailed process documentation, workflow diagrams, and a knowledge base — giving leadership visibility into operations they’ve never had before.
Kowerk — The Co-Working Space That Actually Does the Work
An AI workspace where your team thinks, drafts, and ships together — with AI that knows your business as well as you do. No more re-explaining work or getting generic output.
Crop Lending App — Document Intelligence for Agricultural Lending
Turns a labor-intensive agricultural loan process into an automated pipeline. Multiple AI models ensure extraction quality by cross-checking every field — 1,395 structured data points per application at less than $5 each. Provisional patent filed.
What Clients Say
“I was very cautious about AI. Stable Mischief’s framework was the key — it helped me understand how to actually leverage AI to improve our daily performance, not just talk about it.”
CEO, Service Firm
“My perspective completely shifted. I used to think ‘AI’ was an IT system. The strategy meetings with Stable Mischief showed me it’s a business tool. We immediately identified massive opportunities to drive efficiency and quality.”
Founder & CEO, 35+ Employee Company
“The personalized AI assistant they built for me was a game-changer. I went from using AI tools maybe once a week to leveraging my assistant 3-5 times a day. I’m dramatically more efficient.”
Realtor
“AI changes so fast. Having James and Mitch in my corner to navigate the noise is invaluable. They’re not just providers; they’re partners who bend over backwards to help whenever I have a question.”
Director of Operations, Retail Group
Retainer packages start at $3,000/month
Whether you need strategic advisory, custom AI development, or ongoing optimization — we structure engagements around outcomes, not hours.
Book a Strategy Call →Insights & Thinking
Real lessons from building AI systems in production.
April 2026 · AI Strategy
We Built 7 AI Products. Here’s What We Learned.
From agricultural lending to commodity research to consulting automation — every product taught us something different about what works in production AI.
Read more →January 2026 · Product Deep Dive
How aiBA Cuts Consulting Prep from 6 Hours to 90 Minutes
A detailed look at how our AI consulting system handles the prep before and deliverables after high-value client sessions.
Read more →December 2025 · AI Strategy
The Real AI Readiness Assessment: 10 Questions That Actually Matter
Most AI readiness assessments are vendor qualification forms in disguise. Here are the questions that actually predict whether AI will work for your organization.
Read more →November 2025 · Builder’s Log
Build vs. Buy AI: A Framework from People Who’ve Done Both
When should you build custom AI vs. buying off-the-shelf? We’ve done both — here’s the framework we use to make that call.
Read more →October 2025 · AI Strategy
What Kind of AI Employee Are We Talking About?
Depending on how you train them, your AI employee could fill different roles — from reliable assistant to strategic partner. Here’s how to think about it.
Read more →September 2025 · AI Strategy
Meet Your New Employee: A Business Owner’s Guide to AI
What if you could hire an employee who works 24/7, never complains, and gets better at their job every single day? A practical guide for small business owners ready to leverage AI.
Read more →