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A person standing on the rocks and looking out across Lake Superior in Grand Marais, Minnesota
Grand Marais, Minnesota · 2007
AI advisory and software

Use AI to deliver better work with less effort

I help consulting firms and business leaders redesign recurring workflows and build the software to support them. Starting with one piece of work gives you evidence of what improves quality, reduces human effort, and makes delivery more economical.

Discuss your workflow

Current focus

Improve the economics of client delivery

For consulting firms and fractional leaders, a useful AI workflow needs to support the client’s decision and make commercial sense. I help you work through the process alongside the decisions about scope, staffing, review, and pricing.

C3 is the method I’m developing to test those changes on real work. A pilot compares quality and delivery economics with your existing process, including the time spent reviewing and correcting output. That gives you a basis for deciding what to adopt.

Explore a consulting pilot

Products

Software for everyday work

Retain what was said in meetings and respond to callers when your team is unavailable.

Meeting software

Kept

Keep a record you can return to after the meeting. Kept records and transcribes meetings on your Mac, then saves the audio, transcript, and notes to your Obsidian vault. It works without adding a bot to the meeting.

About KeptPrivate Meeting Intelligence
KeptLocal recording and transcription

Advisory

Turn an AI investment into useful work

Get help deciding where AI belongs, what to build, and how to judge whether it is working. I work directly with you from the initial assessment through design and implementation.

Contact me

I help leaders assess where AI fits in their business and make decisions about architecture, data access, governance, and implementation. The work can include reviewing an existing system or developing a plan for a new one.

Research and writing

Evidence to guide your AI decisions

Use published findings and working code to assess how AI coding agents behave during development. My research examines tool use, verification, and recovery from errors, with methods you can inspect and try in your own work.

Read my articles
4 public repositories
Consulting research

How consultants use AI in client work

I’m interviewing independent consultants and fractional leaders about recurring tasks, their experience with automation, and the review needed before AI-assisted work reaches a client.

About the interviews

Open source

Inspect and reuse the research

agentinfra-examples

Validated companion examples for AI agent gateways, observability, and evaluation pipelines.

Python / Open source

ai-builder-starter-kit

A tested starter system for students and solo builders using coding agents, BB, Obsidian, and a skill-driven commitment planner.

Shell / Open source

claude-code-loop-patterns

Tested reference patterns for verifiable Claude Code loops: structured tools, evidence gates, Stop hooks, and prompt caching.

Python / Open source

claude-code-ops-audit

Auditable DuckDB methodology and tooling for analyzing Claude Code session logs and verification behavior.

Python / Open source
Michael Isaac

Background

Advice grounded in building and operating software

I’ve spent more than thirty years in software, enterprise data, and product leadership. I started programming on a Commodore 64 at twelve and went on to found companies, lead teams at Avanade, and work across both large organizations and small businesses.

Two companies I founded, XBA Group and Conclusn, were acquired in 2005 and 2024. Today, I work independently through MPIsaac Ventures and continue to write code alongside my advisory work.

Outside work, I’m an instrument-rated pilot, a Scotch enthusiast, and a grandfather. I live in Excelsior, Minnesota.

My background on LinkedIn

Contact

Improve a workflow in your business

Describe a recurring task, the result you need, and the constraints around it. I can help you assess where AI could contribute and what a useful first pilot would need to demonstrate.

Email: [email protected]

Location: Excelsior, MN