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Most demo experiences are still screenshots in a slide deck or a 45 minute call where the prospect watches someone else click. Both are artifacts of an era where the sales motion carried the product. Neither survives in a market where buyers self-serve, shortlist in private, and decide before a hum…
The ad shipped. The creative looked great. The campaign went live. Performance stalled anyway. Not because targeting failed, not because the budget was wrong. The team scaled ad volume faster than its ability to learn. Most performance marketing failures are not media problems. They are feedback lo…
Fourteen percent of AI agents go live with full approval. The rest are running anyway — chaining tasks, spawning sub-agents, crossing system boundaries at machine speed with more access than any human employee would be granted. The identity stack can tell you who logged in. It cannot tell you wheth…
Someone gave every rep a Claude license. Every team built its own ChatGPT project. Now the same question gets two different answers depending on who you ask. One customer had a rep pitch a product line that did not exist because ChatGPT made up SKUs the company had never sold. The model was not the…
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