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The most frequent message after the Big Three Pharma CX report went live?
"Great framework. But what about [vendor name]?" I got that question dozens of times. From CDOs, commercial leads, even vendors themselves. Adobe, Salesforce, and Veeva dominate pharma CX conversations. But the Big Three report proved what many suspected: no single vendor scores above 4.0 across all five dimensions. If your CX architecture inevitably involves multiple platforms (and it will), evaluating only the obvious three is like grading a group project by checking three

Christian Schulze
Jun 92 min read


ššš²šæšš¼š»š² š¶š šÆššš¶š»š“ š®š“š²š»šš¶š° šš. šš¹šŗš¼šš š»š¼šÆš¼š±š š¶š šæš²š®š±š š³š¼šæ š¶š.
When my nine year old builds with LEGO, she checks if she has all the pieces first. Most companies skip that step with agentic AI. They buy the box, open it, and realize half the pieces are missing. Gartner predicts over 40% of agentic AI projects will be cancelled by 2027. Not because the technology fails. Because the organization around it does. š§šµš² š±š¶šæšš šš²š°šæš²š? Agentic AI does not fail in the algorithm. It fails in five places most companies never check. š.

Christian Schulze
May 72 min read


šš š°š®š» š®ššš¼šŗš®šš², š®š»š®š¹ššš², š“š²š»š²šæš®šš². ššš š¶š š°š®š»š»š¼š š¹š²š®š±.
I used to think AI strategy was a technology problem. Better tools, faster models, more data. Then I looked at the research: McKinsey, BCG, Deloitte, plus systematic reviews from academia. They all say the same thing. š³š¬% š¼š³ šš ššš°š°š²šš š°š¼šŗš²š š³šæš¼šŗ š½š²š¼š½š¹š², š½šæš¼š°š²ššš²š, š®š»š± š°šš¹šššæš². Not algorithms. (BCG, 2024) So what remains when technology is no longer the bottleneck? Leadership. Not the kind that approves budgets and greenlights pi

Christian Schulze
May 42 min read


šš»ššµšæš¼š½š¶š° š¹š²š®šøš²š± š±šš®,š¬š¬š¬ š¹š¶š»š²š š¼š³ šš¹š®šš±š² šš¼š±š² šš¼ššæš°š² š°š¼š±š².
šš²šæš² š¶š ššµš®š š¶š šŗš²š®š»š š³š¼šæ šš¼š. I analyzed 20+ security reports. In plain language: We assume AI tools work like a calculator: input in, output out, nothing saved. Wrong. šš³ šš¼š ššš² šš¹š®šš±š² š®š š® š½šæš¶šš®šš² ššš²šæ: š. ššš²šæš š³š¶š¹š² šš¼š š¼š½š²š» š¶š šš²š»š šš¼ šš»ššµšæš¼š½š¶š°. With your user ID, email, and session data. (The Register, Apr 2026) š®. š¬š¼ššæ š³šæššššæš®šš¶š¼š» š¶š ššæš®š°šøš²š±. A module scans yo

Christian Schulze
May 42 min read


š¦š®š¹š²šš³š¼šæš°š² š°š¹š¼šš²š± šµ,š±š¬š¬ šš“š²š»šš³š¼šæš°š² š±š²š®š¹š š¶š» š¼š»š² š¾šš®šæšš²šæ.
I classified every AI feature from Veeva and Salesforce against a strict four-pillar NBA framework. The result made me uncomfortable.

Christian Schulze
May 42 min read


š“š“% š¼š³ šš šš“š²š»šš šš¶š² š¶š» š£š¶š¹š¼š. šš²šæš²'š ššµš² šššš¼š½šš.
AI agents will be the thing that finally makes enterprise AI work. Not chatbots. Not dashboards. Actual agents that do actual work.

Christian Schulze
May 42 min read
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