Built for AI Platform Partners

Build on the Layer
Nobody Else Is Selling

You are building products, agents, and models for life sciences. The data to train and ground them is fragmented, unstructured, and expensive to normalize. Rebuilding the oncology evidence layer yourself is a multi-year detour from your actual product. Kognitic offers the validated layer as a licensed foundation you can build on.

Built for Founders, Heads of Data, and Heads of AI at companies and vendors building products, agents, and models for life sciences.

Licensed layer Coverage & Provenance
partners.kognitic.com/coverage

20+

Global Registries

Live

40k

Drugs Tracked

Machine-ready

3k+

News Sources

Structured

9

Ontology Dimensions

Audit-grade

Coverage figures are the four promotable Kognitic scope metrics. Panels are representative.

Everyone Wants Oncology Data. Almost No One Has Structured It.

Training on Noise Means
Inheriting Its Gaps

To build credible products for life sciences, you need normalized, provenance-tracked oncology evidence. Scraping and structuring it yourself pulls your team away from the product you are actually trying to ship.

Scraped abstracts Unlicensed sources Inconsistent ontology Public dumps Provenance gaps Manual normalization Format drift Coverage holes Duplicate entities Compliance risk Stale snapshots

Training on unstructured public data means inheriting its noise and its gaps

Your models are only as credible as what they were built on.

Provenance matters. Your customers will ask where the data came from.

An answer of "we scraped it" is not a foundation to sell enterprise life sciences on.

Normalizing oncology evidence is a multi-year detour from your product

The layer is not your product. License it and ship the thing you are actually building.

Why AI Companies Partner With Kognitic

A Partnership, Not a Subscription

Kognitic offers the validated oncology layer as a licensed foundation, with terms built to scale alongside your product.

Data Quality and Provenance

Trial arms, patient cohorts, and efficacy outcomes mapped to a rigorous ontology. The messy landscape structured into an apples-to-apples standard.

Coverage, Completeness, Normalization

Broad, current oncology scope normalized across nine ontology dimensions. Machine-ready to integrate against from day one.

Licensing That Scales With You

Build on the layer instead of rebuilding it. Terms structured as a partnership that grows with your product, not a seat-based subscription.

The Decision View

Coverage, Provenance, and Scale

The scope of the evidence layer you would license — the same normalized backbone

that powers Core and Outcomes, available to build on.

The Licensable Layer Provenance-traced
partners.kognitic.com/coverage/overview

20+

Global Registries

ClinicalTrials, EudraCT, ISRCTN, UMIN, and more

Live · continuously updated

40k

Drugs Tracked

Approved, late-stage, and early pipeline

Machine-ready schema

3k+

News Sources

Press, conference abstracts, regulatory feeds

Structured · normalized

9

Ontology Dimensions

Indication, LOT, biomarker, arms, endpoints +

Audit-grade

Quality & Provenance

Audit-grade, quality-controlled, and traceable to source. The provenance your customers will ask you to prove.

Source-traced · verifiable

Machine-Ready Normalization

Normalized across nine ontology dimensions. Structured to integrate against, not scrape and clean.

9 dimensions · consistent schema

Licensing That Scales

Terms structured as a partnership that grows with your product, not a seat-based subscription.

Partnership terms · not seat-based

Coverage figures are the four promotable Kognitic scope metrics. Panels are representative.

One Ecosystem

The Same Layer,
Three Front Doors

Partners license the API layer directly. The same evidence powers the turnkey Core and Outcomes platforms, proof the layer performs in production.

API

Data Access Layer

The licensable oncology evidence layer. Production-grade, provenance-traced, machine-ready for your products, agents, and models.

Explore the API →
Outcomes

Clinical Evidence Intelligence

The comparative evidence layer in production, proof the normalization holds up at scale.

Explore Outcomes →
Core

Clinical Trial Intelligence

The live competitive layer built on the same backbone you would license.

Explore Core →

The Kognitic Difference

Scrape It, or Buy It Raw.
Neither Gives You a Layer to Build On.

Sponsor Materials

A Multi-Year Detour

Standing up coverage, normalization, and provenance in-house pulls your team off the product you are trying to ship.

Legacy Databases

Volume, No Structure

Broad feeds with no ontology and no provenance. Your customers will ask where it came from, and you will not have a clean answer.

Then there's Kognitic

The Validated Layer

Audit-grade, provenance-traced, normalized across nine dimensions. A licensed foundation with terms that scale alongside your product.

Kognitic portfolio decision-view dashboard

Build on the Layer

Don't Rebuild
What Already Exists

See the coverage, the provenance model, and how a data partnership is structured. Start the conversation.