Notes on organizing AI work that delivers.

Business Understanding: Deciding Go/No-Go

CPMAI Phase 1, Business Understanding — part 2 of 2

It’s time to decide: You know the problem, proposed solution, and how to measure success. So, continue or not? Stopping now is cheap. Stopping after the data work, or in production, won’t be. A CPMAI can frame this decision for…

Use Business Understanding for a strong start to your AI initiative

You are championing an initiative and AI is key to success. You’ve hired a CPMAI to help your teams deliver. What comes next? Business Understanding is the first of six phases in the CPMAI approach. Engaging fully with this phase…

Choosing first projects that build AI buy-in

Bringing AI tools into an organization works best when the first applications are meaningful and manageable. Adoption is the goal and demonstrating impact earns that. Without impact on daily work, success still yields a shrug because nothing about the real…

Proudly Supporting Community Scholars

Congratulations to the class of 2026! Limitless Horizons Development, LLC is proud to again support two scholarships through the West Milford Township Lions Club. Awarded today at West Milford High School's Community Scholarship Night, Rod Gammon presented both the Audie…

Turn technical debt into an action plan

Technical Debt. All those tradeoffs and delayed changes done to meet deadlines. Who has time to even keep track though, when everything not due today was due yesterday? Let's hope it doesn't erupt as a costly emergency later. Enter AI…

Too many PDFs? Try an LLM assistant

Many small businesses and brokers have to reference a variety of documents to execute core tasks. Often a helpful staff member summarizes it all into another PDF-as-index. Recently, I explored changing a search and hope activity into asking plain language…

Agent systems help small businesses expand

"_____ cuts thousands of jobs as it embraces AI": The impact on large businesses from AI is real and meaningful. What about small businesses? Although there are real issues to watch for, I'm seeing AI tools help businesses expand while…

7 AI Usage Patterns

Getting ready for an AI project at your business? Cool, what kind? An essential step towards AI success is to understand which usage pattern will address your business need. There are seven key patterns, summarized below.

Succeed at AI with a CPMAI

The CPMAI framework is a methodology for success with AI projects. It helps prevent you from rushing off without a proper grounding in your business needs, data safeguards, and other key factors. A CPMAI certificate holder can guide your organization…

Monster Tales (iOS app)

The Monster Tales iOS app enabled young learners to create their own stories with whimsical settings and customizable monsters. They could add text and audio, effectively creating their own interactive books.

mlearning doesn't have to be ad hoc learning

The following slideshow supported my presentation at mLearnCon 2012, in San Jose. The purpose of the presentation was to try and develop a framework for inclusion of mobile learning with structured syllabi.

Math in a Minute (iOS app)

Math in a Minute provides arithmetic practice for pre-K through 6 students. We are very excited that The Record (northjersey.com) covered us!

Clear Speech iOS apps

The Clear Speech iOS apps were authored by Judy Gilbert and developed by Cambridge University Press. As Press employee, I facilitated the software specification with Judy and Editorial, and oversaw the design and development process with substantial contributions to activity…