top of page


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


š¬š¼ššæ ššš šæšš»š š¼š» š® š¦š¼šš²šæš²š¶š“š» šš¹š¼šš±. š§šµš² ššØ ššµš¶š»šøš š¶š š¶š š»š¼š šš¼šš²šæš²š¶š“š».
A pharma client recently told me: "We moved to AWS European Sovereign Cloud. We are GDPR-safe now." I asked one question: "Who owns the parent company?" Silence. Here is what most people miss: no US hyperscaler sovereign cloud fully eliminates CLOUD Act exposure as of May 2026. Not AWS ESC. Not Microsoft Bleu or Delos. Not Google T-Systems. The European Commission's Cloud Sovereignty Framework, the EDPB, and the French Senate (where US providers conceded they cannot guarantee

Christian Schulze
May 182 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


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
bottom of page
