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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


I spent the weekend to finalize the report on "who wins the AI race in pharma CX?"
The answer? Nobody. I assessed Adobe, Salesforce, and Veeva across šÆš šššÆ-š°šæš¶šš²šæš¶š® in š± š±š¶šŗš²š»šš¶š¼š»š. Scored each 1 to 5. Verified against 60+ sources. The result is... uncomfortable. Here is what I can tell you: š. No single vendor scores above 4.0 across all dimensions. Not one. š®. The spread within a single vendor is brutal. One scores 4.86 in one dimension and 2.17 in another. Same company. Same platform. šÆ. The vendor with the highest overall sco

Christian Schulze
Jun 11 min read


šš³ ššš šš¶š²šæš. š° š¾šš²ššš¶š¼š»š. š¢š»š¹š šÆ š½š®šš.
I mapped every subscription tier from OpenAI, Anthropic, Google, and Mistral against four questions a pharma board needs answered before any AI procurement decision. The result is sobering. š§šµš² š° š¾šš²ššš¶š¼š»š: š. Does the provider train on our inputs by default? š®. Can we lawfully process EU personal data on this tier (GDPR)? šÆ. Can we lawfully process US patient data on this tier (HIPAA)? š°. Is DPA + BAA + Zero Data Retention available on the same tier? š§šµš²

Christian Schulze
May 212 min read


The Org Chart Nobody Drew
Why AI fails not because of technology, but because the organization was never redesigned for it. My nine-year-old recently asked me why her LEGO spaceship keeps falling apart. I told her the pieces are fine. The blueprint is wrong. She looked at me like I was stating the obvious. She is right. It is obvious. And yet, most companies deploying AI are making the exact same mistake: they keep buying better pieces while ignoring the blueprint. Moderna merged HR and IT into a sing

Christian Schulze
May 198 min read
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