Scorecard graphic ranking company-wide AI harnesses for business and engineering, landscape card version

One Harness for the Whole Company

Who this ranking is for. Mid-market companies that will not run two AI stacks forever and need one primary harness usable by business users and engineers. For an…


Vibe coding vs enterprise-grade AI agents — the gap between MVP prototypes and production agentic workflows

Top 10 Harnesses When Vibe Coding Gets Unwieldy

Your team is past the weekend demo. CRM logic lives in personal ChatGPT and Cursor chats. One engineer “owns” the agent. Security asks what left the building last…


A rough foam prototype airplane on a cart beside a polished finished aircraft model behind glass

From Vibe Coding to Enterprise Production

Moving from vibe coding to enterprise production means taking AI-assisted prototypes and putting them behind a harness: the layer of permissions, tools, data access, tests, and…


A small engine block on a workbench in warm light beside a much larger bare vehicle chassis in shadow

The Model Is Rented. The Harness Is What You Own.

The word I heard most at GTM2026 in New York last week was “harness.” It came up on stage, in the hallway, and at dinner. Nobody defined it. Everyone nodded anyway.…


A vintage telephone switchboard dominating a dark room with one modern illuminated screen beside it

When the System Decides the Strategy: A Lesson From Credit Union Solar Lending

A credit union I looked at could not offer a loan product it wanted to offer. Not because of risk appetite, pricing or regulation. Because of what the loan origination system…


A small group of professionals on a mezzanine walkway watching heavy sorting machinery run below

Your Team Is in an Innovation Rut. Take Them Out of the Building.

The more time my team spent in the office, the more incremental our innovation pipeline became. It was that direct. Earlier in my career I ran a cross-functional CPG business in…


Two colleagues talking across the corner of a table in a warmly lit room, one listening closely

Conversational Intimacy: How to Run a Discovery Call People Open Up In

The best discovery call I ever watched ended with a customer inviting the rep to a barbecue. No demo. No discovery framework. A conversation. I want to talk about conversational…


An inspector with a flashlight examining a dense wall of cabling and control panels

Do Not Let the Team That Built Your Salesforce Org Audit It

I outsource most of my research. Not because I cannot do it, and not because the internal teams are not competent. Because the answers come back cleaner. Usually I want research…


An empty corporate boardroom at dusk with one framed plaque catching the last window light

Nobody Can Recite Your Mission Statement. Write This Instead.

Without looking it up, write down your company mission statement. Now your vision statement. Now the difference between the two. I have spent most of my career developing these…


A gloved hand holding a precision machined part that is the wrong size for the assembly on the workbench

Your RevOps Playbook Was Written for SaaS. Your Company Probably Is Not.

If aliens landed and read my LinkedIn feed, they would conclude the world economy runs on SaaS. It does not, and the gap matters more than it sounds. Most of what I see about…


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