Box vs Cohere Health

Box — Application · Public · $4.8B mkt cap · 4 of 4 figures sourced  |  Cohere Health — Application · Private · $200M raised · 1 of 1 figure sourced

Relationship

Box Extract and Policy Studio do comparable work on document extraction; both also serve buyers who need to extract facts from text; similar scale (private).

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

3 of 6 capabilitiesShared product type

3 of 6 capabilities — Shares document extraction, knowledge retrieval and workflow automation.

Ludbee capability tags · from the product records

Shared product type — Both ship application and platform.

Ludbee product records

Aligned comparison

FieldBoxCohere Health
Size$4.8B mkt cap$200M raised different basis
Employees2,912—
Founded2005—
StatusPublicPrivate
CategoryApplicationApplication match
Stack layerAI agent, Agent platform, Application, Developer tool, PlatformApplication, Platform
HeadquartersRedwood City, USABoston, USA

Capability overlap

Shared · 3

Document extractionKnowledge retrievalWorkflow automation

Not verified for Cohere Health · 3

Agent orchestrationSummarizationText generation

Recorded for Box. Cohere Health’s product records say nothing either way — a missing record is not a missing capability.

Not verified for Box · 1

Data analysis

Recorded for Cohere Health. Box’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

Box

Application

Box AutomateApplication

No-code agentic workflow-automation platform that orchestrates intelligent content workflows -- contract approvals, claims processing, document routing -- combining AI agents, data extraction and document processing end to end.

Box ExtractApplication

Agentic data extraction service that pulls structured fields from documents, spreadsheets, images and video in Box using OCR and reasoning models, and writes the results back as Box metadata or returns them via API.

Platform

Box AIPlatform

Generative AI layer across Box's content platform that answers questions over stored documents, summarizes files and folders, and extracts structured data from contracts and forms; agentic, multi-step work is Box AI Agents, recorded separately.

Cohere Health

Application

Auth MatchApplication

Reconciles submitted claims against the authorisations that were granted, as a payment-integrity add-on to Cohere's utilization-management products.

Cohere AlignApplication

Segments providers into cohorts and tailors each one's prior-authorisation workflow and touchpoints, with behaviour analytics in place of a flat gold-carding programme.

Cohere Review AssistApplication

Fine-tuned models that surface and cite the clinical indication buried in a prior-authorisation attachment, inside a health plan's existing utilization-management system.

Cohere Review ResolveApplication

Automates the medical-necessity review end to end — surfacing guidelines, answering case questions through the Casey assistant and generating compliant determination letters.

Policy StudioApplication

Turns a health plan's written medical policy into digitised, machine-readable assets that the rest of the platform decides against.

Platform

Cohere UnifyPlatform

Cohere Health's platform for health plans, connecting clinical intelligence across utilization management, payment integrity, appeals, care management, quality and claims operations.

No counterpart

Box sells these in a stack layer with no product recorded for Cohere Health yet — nothing on the other side to compare them against.

AI agent

Box AI AgentsAI agent

Agents built on the Box platform that combine frontier models from OpenAI, Anthropic and Google with an organization's own content, automating multi-step tasks such as threat analysis and contract review while respecting Box's enterprise permissions.

Agent platform

Box AI StudioAgent platform

No-code environment where Box administrators create, configure, test and deploy custom AI agents scoped to selected documents and models, and control which users can access each agent.

Developer tool

Box MCP serverDeveloper tool

Model Context Protocol server that lets external AI agents search, read and extract metadata from content in Box while enforcing the calling user's existing Box permissions, available as a Box-hosted remote server and as a self-hosted Python project.