4Paradigm vs LightOn

4Paradigm — Application · Public · $2B mkt cap · 2 of 2 figures sourced  |  LightOn — Foundation Models · Public · $29.6M mkt cap · 3 of 3 figures sourced

Relationship

4Paradigm SageGPT and LightOn Enterprise both serve buyers who need to draft and edit written content; 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.

3 of 7 capabilitiesShared product typeSmaller scale

3 of 7 capabilities — Shares document extraction, knowledge retrieval and text generation.

Ludbee capability tags · from the product records

Shared product type — Both ship application.

Ludbee product records

Smaller scale — LightOn: $29.6M market cap, against 4Paradigm's $2B market cap.

Ludbee scale figures · valuation, market cap or revenue estimate

Aligned comparison

Field4ParadigmLightOn
Market cap$2B$29.6M LightOn has 67× smaller
Employees—40
Founded20142016 2 yrs later
StatusPublicPublic match
CategoryApplicationFoundation Models
Stack layerApplication, Hardware, PlatformAPI service, Application
HeadquartersBeijing, ChinaParis, France

Capability overlap

Shared · 3

Document extractionKnowledge retrievalText generation

Not verified for LightOn · 4

Model inferenceModel trainingServer systemsWorkflow automation

Recorded for 4Paradigm. LightOn’s product records say nothing either way — a missing record is not a missing capability.

Not verified for 4Paradigm · 2

SummarizationVector search

Recorded for LightOn. 4Paradigm’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

4Paradigm

Application

4Paradigm SageGPTApplication

Enterprise assistant that answers from company data and triggers actions in connected systems.

LightOn

Application

LightOn EnterpriseApplication

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

No counterpart

4Paradigm sells these in a stack layer with no product recorded for LightOn yet — nothing on the other side to compare them against.

Platform

4Paradigm Sage AIOSPlatform

Operating layer that runs and manages an enterprise's AI applications across its own hardware.

4Paradigm Sage HyperCyclePlatform

An AutoML platform (ML/CV/OCR components) that lets non-experts build AI applications, used by major banks and insurers including ICBC and China UnionPay.

Hardware

4Paradigm SageOneHardware

Integrated compute appliance sold for running 4Paradigm's software on premises.

LightOn sells these in a stack layer with no product recorded for 4Paradigm 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.

Open in the browser view