Box vs LightOn
Relationship
Box AI and LightOn API do comparable work on document extraction; smaller scale (public).
Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.
4 of 6 capabilities — Shares document extraction, knowledge retrieval, summarization and 1 more.
Ludbee capability tags · from the product recordsShared product type — Both ship application.
Ludbee product recordsSmaller scale — LightOn: $29.6M market cap, against Box's $4.8B market cap.
Ludbee scale figures · valuation, market cap or revenue estimateAligned comparison
Capability overlap
Shared · 4
Not verified for LightOn · 2
Recorded for Box. LightOn’s product records say nothing either way — a missing record is not a missing capability.
Not verified for Box · 1
Recorded for LightOn. 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
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.
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.
LightOn
Application
Chat interface deployed inside an organisation that answers from its own documents, hosted in the EU.
No counterpart
Box sells these in a stack layer with no product recorded for LightOn yet — nothing on the other side to compare them against.
AI 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
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
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.
Platform
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.
LightOn sells these in a stack layer with no product recorded for Box yet — nothing on the other side to compare them against.
API service
Retrieval API with parse, extract and retrieve endpoints for building document-grounded applications.