Most companies experimenting with AI have yet to see real financial returns. In a recent Reddit discussion, I noted that while AI tools make individuals more capable, they have not made organizations more profitable. Clients and customers expect faster results for the same price, leaving margins unchanged. The real issue is structural: productivity gains are […]
Author: Marc Ragsdale
The changing landscape of building and selling in the age of vibe coding
As Kaamfu prepares for its first U.S. soft launch, we are shifting into a market transformed by “vibe coding” tools that make it easy to create startups without depth or purpose. This surge of shallow innovation has flooded the space with noise, making true attention harder to earn. For those of us who built carefully […]
I ignored every piece of startup advice
I ignored every piece of startup advice. Instead of shipping fast, validating early, and raising capital, I spent years building a complete system from scratch, every feature, every connection, every line of code. I funded it myself through my own agency, refused to compromise, and built it the only way I knew how: carefully and […]
The vanishing value of work delivered
Most companies lose the true value of their work the moment it is done. Deliveries are marked complete, but the quality, acceptance, or rejection of that work is rarely captured or preserved. This loss erases critical learning and insight. Kaamfu is solving this through Workscore, a new feature launching early next year that automatically records, […]
The leadership challenge: focus in an accelerated world
Leadership today is less about scarcity of information and more about managing the flood of distractions. As the final decider, being pulled into low value matters makes it harder to focus on what truly matters. To solve this, Kaamfu built a patent pending central queue that unifies alerts into one control panel, turning chaos into […]
When software creates more decisions than solutions
Microsoft Viva’s pricing page illustrates what is wrong with enterprise software. Three pricing tiers hide fifteen vague features spread across eight apps, forcing leaders to interpret, compare, and align choices across stakeholders. In theory, evaluating every feature means over 32,000 possible combinations before adoption even begins. Instead of simplifying work, this model multiplies complexity and […]
A life in software: my journey from overbuilding to Kaamfu
From my earliest experiments in programming at age ten, I was never satisfied with what I built. Each project felt like a fragment of something larger that I could not yet complete. As a financial auditor, I created early dashboards, then spent years documenting imagined systems in notebooks, convinced they were connected. Through Prospus I […]
The bubble that will burst
The real AI bubble is not the technology itself but the wave of low value opportunistic offerings that promise instant fixes without addressing core problems. These quick wins inflate hype while data remains fragmented and unresolved. When that bubble bursts, AI will not collapse. It will reveal the durable players solving structural challenges of clarity, […]
The prerequisite system: measuring readiness for autonomization
Every organization sits somewhere on the spectrum from unaligned to autonomized, but most leaders lack visibility into where they stand. The Prerequisite System provides that clarity through two diagnostics: the Information Test and the Action Test. By tracing how workers find answers and complete tasks, it produces a burden to value ratio that exposes hidden […]
The era of oversellers: navigating the hype cycle in AI
Every new technology wave begins with Oversellers who promise instant transformation, but reality demands far more groundwork. True progress unfolds in phases: Pioneers build foundations, Oversellers amplify the story, Builders create lasting value, and Settlers normalize it. Today AI automation sits squarely in the Overseller stage, full of bold claims and fragile demos. Sustainable success […]