The DAPORT Engine

The FDORA Mandate: The Billion-Dollar Regulatory Wall
Under the FDA’s Food and Drug Omnibus Reform Act (FDORA), a mathematically sound Diversity Action Plan (DAP) is no longer a "nice-to-have" ESG initiative—it is a strict legal requirement for all pivotal Phase 3 trials. The FDA has permanently changed the regulatory landscape, proving it will actively weaponize diversity data to block drug approvals. This precedent was set when the FDA's advisory committee voted 14-1 to issue a "Refusal to File" for Eli Lilly's sintilimab explicitly due to a lack of US-representative patient demographics.
For Top-20 Pharma sponsors, the financial cost of non-compliance is catastrophic. Failing to submit an acceptable, data-driven plan by the End-of-Phase 2 (EOP2) meeting triggers three massive financial threats:
The PMR Penalty
Even if approved, the FDA can mandate entirely new, redundant post-marketing trials (PMRs) to capture missing minority data, carrying a $20 million to $50 million unbudgeted penalty.
Extended Review Cycles:
Vague or manual DAPs invite endless FDA Complete Response Letters (CRLs), delaying your path to market by years.
The Clinical Hold:
The FDA can legally block your trial from dosing patients, costing $600,000 to $8 million per day in operational burn and lost peak revenue.
To protect their pipelines and stock prices, sponsors must replace outdated historical guesswork with forward-looking, mathematical certainty before the trial even begins


Governance Dashboard
Trial Pipeline: Track total trials across all phases from a single vantage point.
Compliance Score: Monitor a deterministic, real-time calculation of your organization’s adherence to global regulations.
Diversity Health: Visualize enrollment metrics against real-world patient demographics.
High-Risk Alerts: Receive immediate notifications of trials trending toward regulatory or diversity failure.
The central command center for trial leadership. Gain a consolidated, high-level view of your entire trial landscape. This dashboard provides instant visualization of critical KPIs, including:


Diversity Audit
Wait-list Patient Mapping: Audit trials by NCT ID to confirm precise vectors between current patients and representative demographics.
FDORA Target Audit: Instantly compare Phase III recruitment performance against explicit FDA FDORA targets to identify "non-compliant" vectors.
Risk Score Analysis: Drill down to specific risk bands (Moderate, Critical) based on an authenticated, mathematical audit rather than opinion.
Move from high-level metrics to surgical precision. This module transforms the passive monitoring of "The Diversity Gap" (e.g., status quo trials at 88% White and 75% Male) into an active, deterministic verification process. Features include:


DAP Generator
Automates 22 FDA Components: Replaces slow, manual entry with an algorithmic assembly of all 22 required regulatory plan parts.
Agentic Precision: Utilizes deep learning to ensure every generated plan is perfectly aligned with a "math-proof" scaling engine.
De-risks 'Refusal to File': Proactively builds plans validated against FDA precedence, such as the 2022 Sintilimab example, to ensure regulatory success.
Eliminate the $1B Regulatory Wall by transitioning from manual to automated DAP generation. What previously required 40+ hours is reduced to 60 minutes with deterministic precision. The DAP Generator:
