Contextual AI vs Veeva Systems

Contextual AI — Application · Private · $100M raised · 2 of 2 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

FieldContextual AIVeeva Systems
Size$100M raised$45.5B mkt cap different basis
Employees—7,928
Founded20232007 16 yrs earlier
StatusPrivatePublic
CategoryApplicationApplication match
Stack layerAPI service, Agent platform, PlatformAI agent, Agent platform, Application
HeadquartersSan Francisco, USAPleasanton, USA

Capability overlap

Shared · 4

Agent orchestrationDocument extractionKnowledge retrievalWorkflow automation

Not verified for Veeva Systems · 1

Vector search

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

Not verified for Contextual AI · 6

Clinical documentationCustomer supportEmail assistanceLegal drafting and reviewMarketing contentSummarization

Recorded for Veeva Systems. Contextual AI’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

Contextual AI

Agent platform

Agent ComposerAgent platform

Orchestration layer inside the Contextual AI Platform providing an enterprise-scale agent runtime, no-code agent/workflow builder and AI toolkit for multi-step reasoning and multi-tool orchestration over enterprise data.

Veeva Systems

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.

No counterpart

Contextual AI 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

Contextual AI RAG Component APIsAPI service

Parsing, reranking and grounded-generation endpoints sold individually for teams building their own retrieval stack.

Platform

Contextual AI PlatformPlatform

Builds and serves retrieval-augmented agents over an organisation's own documents.

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

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.

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.