Agentic

Insights

AI automation insights. What we're building, written down.

Research and perspectives from our founders. No trend pieces — just what we are actually shipping and what it teaches us.

Why Most AI Transformations Fail at DeploymentFeatured
Hunter HuffmanJuly 20269 min read

Why Most AI Transformations Fail at Deployment

The strategy is usually sound. The technology works in the demo. The problem is almost always the twelve feet between a working prototype and a production system that real people use every day.

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Articles & Perspectives
The Operations Gap American Manufacturers Can No Longer IgnoreArticle
HunterJuly 202611 min

The Operations Gap American Manufacturers Can No Longer Ignore

Labor shortages, rising input costs, and supply chain fragility have made operational efficiency a survival issue for domestic manufacturers. AI-native operations are not the future — they are the present competitive bar.

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What Law Firms Get Wrong When They Buy AIArticle
HunterJuly 20268 min

What Law Firms Get Wrong When They Buy AI

Most legal AI deployments are built around document review because it is the easiest problem to demo. The highest-value applications — matter intake, conflict checking, billing analysis, client reporting — are being left on the table.

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The PE Playbook for Technology Value Creation in a High-Rate EnvironmentArticle
RevinJuly 202612 min

The PE Playbook for Technology Value Creation in a High-Rate Environment

When IRR targets are fixed and hold periods compress, the math on technology investment changes. Here is what the best sponsors are doing differently.

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How AI Is Rewriting the Dispatch and Scheduling Game for Home ServicesArticle
HunterJuly 20267 min

How AI Is Rewriting the Dispatch and Scheduling Game for Home Services

The job you never booked was the call nobody answered. What that is worth is arithmetic only you can do — calls in, the share that ring out, the share that book, your average ticket.

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Build Your AI Governance Framework Before the Regulator AsksArticle
HunterJuly 20268 min

Build Your AI Governance Framework Before the Regulator Asks

Most organizations are building AI governance programs reactively — after a model fails, after a regulator inquires, or after an acquisition requires it. The cost of that timing is compounding.

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Patient Acquisition in Elective Medicine Has a Data ProblemArticle
RevinJuly 20266 min

Patient Acquisition in Elective Medicine Has a Data Problem

Aesthetic practices, surgical centers, and concierge medicine groups spend heavily on digital advertising but rarely connect that spend to booked revenue. The practices closing the gap are using AI to do what their marketing agencies cannot.

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Technology Diligence: What Acquirers Are Still Getting WrongArticle
RevinJuly 20267 min

Technology Diligence: What Acquirers Are Still Getting Wrong

The three things traditional IT diligence misses — and why they are increasingly the source of post-close surprises.

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