From thousands of sources to one cited answer.

Konstellate turns the fragmented digital footprint of every KOL into a verified, queryable knowledgebase. Here is what happens between a KOL speaking and Oli answering.

Collect

Everything KOLs publish, present, and say is gathered continuously across medical publications, congress content, podcasts, video, and social media. Spoken content counts as much as written content.

Coverage is continuous, not a one-time snapshot. New content reaches Oli without anyone uploading anything.

Verify

Content is checked and cleaned before it is used in any answer. Only credentialed, public sources enter the knowledgebase, and anything uncertain is held for review rather than published.

Generic AI repeats what it finds. Konstellate checks first.

Attribute

Every statement is traced to one verified physician: who said it, where, and when. Duplicate identities are merged so one expert is one profile.

Attribution is the differentiator. It is built in from the start, not added at the end.

Understand

Each piece becomes a concise insight with its topics, sentiment, and trends, added to a medical knowledgebase that grows with every source and compounds over time.

This knowledgebase is the proprietary asset.

Answer

Oli reasons across the evidence, prioritizes what is new, and answers with inline citations and a reference list. Every claim is traceable to its source.

That is the compliance story and the trust story in one.

Trust

Built to be trusted by pharma

Customer-level data segregation, role-based access, encrypted communications, and full audit logging. Every answer carries its citations, giving medical and legal review an audit trail. Security and compliance documentation is available on request.

Data segregation

Role-based access

Audit logging

Cited answers

Data coverage

What is in the knowledgebase

Source types

Medical publications, congress content, podcasts, video, and social media from credentialed experts.

Verified and growing

Every source is credentialed and public. Coverage grows continuously, and every piece of content is traced to the physician who said it.

Therapeutic areas

Oncology, including genitourinary, hematologic, lung, breast, and gastrointestinal cancers, plus cardiology and ophthalmology. Further expansion areas on the roadmap.