Cohere vs LightOn

Cohere — Foundation Models · Private · $7B valuation · 5 of 5 figures sourced  |  LightOn — Foundation Models · Public · $29.6M mkt cap · 3 of 3 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.

4 of 9 capabilitiesShared product typeSmaller scaleNamed in filingSearch our internal documents

4 of 9 capabilities — Shares document extraction, knowledge retrieval, text generation and 1 more.

Ludbee capability tags · from the product records

Shared product type — Both ship API service and application.

Ludbee product records

Smaller scale — LightOn: $29.6M market cap, against Cohere's $7B valuation.

Ludbee scale figures · valuation, market cap or revenue estimate

Named in filing — “soit parce qu'elles sont adossées à des groupes importants telles que OpenAI, soutenue par Microsoft et Anthropic soutenue par Google et Amazon, ou parce qu'elles ont procédé à des levées de fonds importantes comme Cohere, H ou Mistral”

live.euronext.com · checked 2024-11-07

Search our internal documents — Rivals on this job — Point a tool at a company's own documents, wikis and tickets and get answers with citations back.

Ludbee needs vocabulary · the scope on the sourced edge

Aligned comparison

FieldCohereLightOn
Size$7B valuation$29.6M mkt cap different basis
Employees50040 LightOn has 12× fewer
Founded20192016 3 yrs earlier
StatusPrivatePublic
CategoryFoundation ModelsFoundation Models match
Stack layerAPI service, Application, Infrastructure service, Model APIAPI service, Application
HeadquartersToronto, CanadaParis, France

Capability overlap

Shared · 4

Document extractionKnowledge retrievalText generationVector search

Not verified for LightOn · 5

Agent orchestrationEmail assistanceModel hostingModel inferenceWorkflow automation

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

Not verified for Cohere · 1

Summarization

Recorded for LightOn. Cohere’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

Cohere

Application

CompassApplication

An enterprise search and discovery system over a company's own scattered data, sold as a configured end-to-end product rather than as a raw retrieval API.

NorthApplication

Workplace assistant that runs agents over a company's internal documents and tools, deployable in the customer's own environment.

North AutomationsApplication

Workflow-orchestration layer inside Cohere North that lets employees describe a goal in plain language and turns it into a coordinated, multi-model, multi-step automation with approval checkpoints and usage tracking.

API service

ParseAPI service

Document parsing that turns enterprise documents, tables and images into structured data for search and agents to consume.

LightOn

Application

LightOn EnterpriseApplication

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

API service

LightOn APIAPI service

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

No counterpart

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

Infrastructure service

Model VaultInfrastructure service

Fully managed, network-isolated SaaS inference platform for serving Cohere's embedding, reranking and generative models in production, with auto-scaling and no rate limits.

Model API

Cohere PlatformModel API

Hosted API for Cohere's generation, embedding and reranking models, billed per token.