Commercialization Intelligence · CGT

Commercialization
Intelligence for Cell & Gene Therapies.

Identify commercialization risk years before launch using real-world CGT failure intelligence. Benchmark, simulate, and de-risk your therapy with Negative Knowledge.

60+
Identified Negative Signals
6
Risk Domains
Live Scorecard · Demo Therapy
VEXIRA-CT19 · CAR-T
Elevated Risk
62
CRI Score
Composite
Domain Profile
Launch Trajectory · Adoption Probability
Mfg78
Reimb64
Safety42
The CRI Stack

Six intelligence layers.
One commercialization verdict.

Negative Knowledge Engine

A structured library of failed CGT launches, FDA holds, reimbursement collapses, and manufacturing breakdowns.

Layer 01Online
Failure Similarity Engine

Match your therapy against historical analogs. Receive % similarity to Zynteglo, Skysona, MB-207 and more.

Layer 02Online
Dynamic CRI Scoring

Weighted scoring across Mfg, Reimbursement, Sites, Demand, Safety, and Operations updated in real time.

Layer 03Online
Scenario Simulation

Modify price, throughput, treatment centers, vein-to-vein time — watch your readiness curve respond live.

Layer 04Online
Early Warning Signals

Detect commercialization fragility patterns 18–36 months before launch decisions become irreversible.

Layer 05Online
Modality-Aware Benchmarks

Distinct benchmark ranges for AAV, Lentiviral, CAR-T, NK, Stem Cell, CRISPR and mRNA programs.

Layer 06Online
Why CGT keeps failing

Negative Knowledge is the most underused asset in biotech.

Glybera withdrew at $1M with 31 patients treated. Zynteglo exited the EU before reimbursement. Skysona retired post-launch. CRI quantifies the patterns these programs shared — and how close your therapy sits to them.

2017
Glybera
Reimbursement collapse · €1M price
2021
Zynteglo (EU)
Payer rejection · withdrawal
2024
Skysona
Post-launch retirement
2023
MB-207
Manufacturing scale-up failure
Built for executives

Run a CRI simulation in under 4 minutes.

Load a demo CAR-T, AAV, or rare disease gene therapy — or input your own program — and receive a board-ready commercialization risk assessment with analog comparisons and prioritized recommendations.