LightOn vs Veeva Systems

LightOn — Foundation Models · Public · $29.6M mkt cap · 3 of 3 figures sourced  |  Veeva Systems — Application · Public · $45.5B mkt cap · 4 of 4 figures sourced

Relationship

Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.

Aligned comparison

FieldLightOnVeeva Systems
Market cap$29.6M$45.5B Veeva Systems has 1536× more
Employees407,928 Veeva Systems has 198× more
Founded20162007 9 yrs earlier
StatusPublicPublic match
CategoryFoundation ModelsApplication
Stack layerAPI service, ApplicationAI agent, Agent platform, Application
HeadquartersParis, FrancePleasanton, USA

Capability overlap

Shared · 3

Document extractionKnowledge retrievalSummarization

Not verified for Veeva Systems · 2

Text generationVector search

Recorded for LightOn. Veeva Systems’s product records say nothing either way — a missing record is not a missing capability.

Not verified for LightOn · 7

Agent orchestrationClinical documentationCustomer supportEmail assistanceLegal drafting and reviewMarketing contentWorkflow automation

Recorded for Veeva Systems. LightOn’s product records say nothing either way — a missing record is not a missing capability.

Products, side by side

Algorithmic pairing — assembled from recorded fields, not hand-checked

LightOn

Application

LightOn EnterpriseApplication

Chat interface deployed inside an organisation that answers from its own documents, hosted in the EU.

Veeva Systems

Application

Vault AI in PromoMatsApplication

An embedded suite of AI agents for Veeva Vault PromoMats, including a Quick Check Agent for automated document quality checks and a conversational Content Agent that guides reviewers, plus configurable custom agents.

Veeva OstroApplication

Conversational AI brand engagement platform for life sciences that answers patient and HCP questions on brand sites and over email using MLR-approved content, and captures the resulting engagement as commercial evidence.

No counterpart

LightOn sells these in a stack layer with no product recorded for Veeva Systems yet — nothing on the other side to compare them against.

API service

LightOn APIAPI service

Retrieval API with parse, extract and retrieve endpoints for building document-grounded applications.

Veeva Systems sells these in a stack layer with no product recorded for LightOn yet — nothing on the other side to compare them against.

AI agent

Veeva FalconAI agent

Agentic labor platform providing standard biopharma AI agents that execute end-to-end clinical, regulatory and safety processes such as TMF intake and QC, health authority correspondence, and safety case triage.

Veeva Falcon MLRAI agent

Agentic medical, legal and regulatory review product that automatically checks promotional content for compliance across markets, anchors claims to references, and connects into the Veeva PromoMats review workflow.

Agent platform

Veeva AIAgent platform

Agentic layer across Veeva's Vault platform, with industry-specific agents that reach a life-sciences customer's regulated documents, CRM records and workflows directly rather than through an export.