Veeva Falcon MLR

Reduce Manual Labor
with Agentic MLR™

Agentic Review with
Veeva Falcon MLR

Veeva Falcon MLR brings agentic automation to marketing teams, MLR groups, and agencies. By automating the review of promotional and medical material and conducting rigorous compliance checks against local regulations and approved labels, it frees reviewers to focus on more nuanced and high-value work.

Agentic MLR™ will significantly accelerate content review and could reduce the manual effort of MLR labor across the industry by 70% or more.

Announced 2026 Status Early Customers 11-50
2026 PM360 Trailblazer AI/Data Analytics Initiative Silver Winner

Silver PM360 Trailblazer Award Winner

Winner of the Silver PM360 Trailblazer Award for AI & Data Initiative alongside Bristol Myers Squibb, Falcon MLR flags >95% of critical compliance issues, accelerating content approval so clinical updates reach HCPs in hours instead of weeks.

Marketing & Agencies

Validate assets upstream during creative development to eliminate bottlenecks and approve content weeks earlier.

Compliance

Delegate routine verification to agentic automation, freeing human experts for nuanced, high-value work.

Medical Affairs

Automatically cross-check complex data, charts, and claims against approved source references and labels.

Regulatory Affairs

Automatically enforce local market codes (FDA, ABPI, ENLI) to catch compliance conflicts early.

Available Today

Agentic Review with
Veeva Falcon MLR

70 %

potential reduction in manual labor

75k+

hours saved annually across enterprise MLR

+35

configured markets globally*

*Understands local MLR codes across the US, EU, UK, and Japan.

Better Together

Seamlessly Connected
with Veeva PromoMats

Agentic MLR integrates directly into your existing Veeva PromoMats workflow, delivering reviews right where your teams already work.

Agentic MLR integrating with Veeva PromoMats workflow
Frequently Asked Questions

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Agentic MLR brings AI review to promotional and medical content for marketing, MLR teams, and agencies. By conducting deep technical and compliance reviews against local regulations and approved labels, it will significantly accelerate content review and is projected to reduce the manual effort of MLR labor across the industry by 70% or more within five years.

Falcon MLR reduces manual effort by identifying non-compliant elements upstream against brand rules and local regulations, boosting first-time-right submissions and preventing rework. It also handles routine claim and editorial checks so reviewers can focus on nuanced, high-stakes decisions while opening an aspirational path to autonomous, “Falcon-Only” reviews for low-risk content.

Falcon MLR supports all major global languages, and today maintains regulation coverage for all markets our existing customers need (over 35 regulations including Europe, the US, Canada, Latin America, and parts of Asia-Pacific). Content in any language can be reviewed against the rules of the market it is intended for, and findings are presented in your language. Veeva continuously maintains the public regulatory codes that Falcon MLR understands and references.

If you maintain a claims library in PromoMats, Falcon MLR syncs with it and uses your approved claims as part of the review process. While optional, connecting a PromoMats claims library is best practice to make reviews faster and more thorough. Falcon MLR directly reads source documents like Prescribing Information, SmPC, and clinical references to verify claims and propose reference links.

Falcon MLR integrates directly into your existing PromoMats workflow, delivering reviews right where your teams already work, utilizing your current document metadata, references, and approved claims.

Vault AI provides assistive agents and actions inside PromoMats to help users with their everyday tasks. Falcon MLR is agentic MLR that is connected to Vault, performing comprehensive, deep compliance reviews on your materials. The power is in using both: Vault AI to manage your content, and Falcon MLR to execute the review.

Falcon MLR connects to both PromoMats and MedComms, and has expertise across promotional and medical review. Review rules are set by market, product, material type, and audience, so promotional and scientific materials are reviewed against the rules that apply.