Alchemy. Bringing stakeholder thinking to life
What ALCHEMY is

A validated AI-powered stakeholder intelligence platform.

…that constructs personas (from healthcare professionals to patients and care partners), delivering how each thinks, decides, and responds.

Physician
Pharmacist
APP
Nurse
Practice Manager
Patient
Public validation · 19 blinded studies

Not all accuracy is the same accuracy.

Validation accuracy chart: ChatGPT 53%, Claude 69%, Human Replication Band 88-95%, ALCHEMY 96%
19
Blinded studies
5
Pharma companies
10
Therapeutic areas
12
Stakeholder types
96%
Validation accuracy
p<0.0001
Statistical significance
0
Fabrications
United States Patent and Trademark Office The technology described herein is the subject of pending U.S. patent applications.
Behind the numbers ↓
ChatGPT · 53%

General-purpose LLMs aren't built to model specific stakeholders. ChatGPT generates plausible-sounding responses but lacks the architecture to maintain perspective consistency across questions. On proprietary content like ad boards, it caps at this level.

Claude · 69%

Claude performs better than ChatGPT on this task, but it's still a general-purpose model. Without persona architecture and curated stakeholder knowledge, even the strongest LLMs plateau well below the human replication band.

ALCHEMY · 96%

ALCHEMY isn't a wrapper around a general-purpose model. It's a purpose-built stakeholder intelligence platform — proprietary persona modeling, curated stakeholder knowledge, and architecture designed specifically to replicate how real stakeholders think. The technology to do this didn't exist. Multiple inventions, multiple patents filed.

What you can do

What you can do with ALCHEMY.

Get in touch

Want to know what ALCHEMY knows?

A 30-minute demo. Real personas. Your therapeutic area. We'll show you the questions you can answer in days instead of months.

Email Bob
Or just reply: bob@alchemyknows.com