Fin vs Scale AI

Fin — Application · Acquired · $3.6B valuation · 4 of 4 figures sourced  |  Scale AI — Infrastructure · Private · $29B valuation · 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.

Aligned comparison

FieldFinScale AI
Valuation$3.6B$29B Scale AI has 8.1× more
Employees1,0131,300 Scale AI has 28% more
Founded20112016 5 yrs later
StatusAcquiredPrivate
CategoryApplicationInfrastructure
Stack layerAI agent, API service, Application, Infrastructure serviceData service, Platform
HeadquartersSan Francisco, USASan Francisco, USA match

Capability overlap

Shared · 3

Data analysisEvaluation and observabilityKnowledge retrieval

Not verified for Scale AI · 4

Customer supportModel inferenceVoice agentWorkflow automation

Recorded for Fin. Scale AI’s product records say nothing either way — a missing record is not a missing capability.

Not verified for Fin · 1

Data labelling

Recorded for Scale AI. Fin’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

Fin

No shared stack layer with the other side.

Scale AI

No shared stack layer with the other side.

No counterpart

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

Application

CopilotApplication

Agent-assist AI assistant for human support reps that answers their questions and drafts replies from the company's public articles, internal articles and conversation history inside the helpdesk inbox.

Fin AnalyzeApplication

Analytics suite covering every Fin and human conversation: Insights (team performance and trends), Monitors (continuous QA scoring across AI and human interactions) and Recommendations (prioritized fixes for unresolved conversations).

API service

Fin API PlatformAPI service

Access-gated API suite exposing Fin's customer-service models and retrieval pipeline directly to developers, comprising the Fin Apex, Fin Apex Flash, Fin RAG, Fin Retrieval and Fin Reranker APIs.

AI agent

Fin AI AgentAI agent

Customer-facing AI support agent that resolves questions from a company's knowledge sources, takes actions in connected systems via multi-step Procedures, and hands off to a human when it cannot resolve the request; answers are generated by Intercom's in-house Fin CX model suite, led by Fin Apex 1.0.

Fin OperatorAI agent

Autonomous operations agent that tunes the Fin agent's configuration, keeps its knowledge sources current, detects incidents and surfaces prioritised improvements from conversation data, with changes gated behind human approval.

Fin VoiceAI agent

Voice AI agent that handles inbound and outbound phone calls using the same knowledge sources, actions and procedures as the Fin text agent, over a phone number provisioned in Intercom or over a customer's own PSTN/SIP telephony.

Infrastructure service

Fin AI EngineInfrastructure service

Patented seven-phase retrieval/response architecture (query refinement, content retrieval, reranking, generation, accuracy validation, engine optimization, security) powering Fin's customer-service products, including the Fin Apex 1.0 generative model.

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

Platform

Scale DonovanPlatform

AI platform for defence and intelligence users, for searching, summarising and reasoning over operational data.

Scale GenAI PortfolioPlatform

Platform for building and evaluating enterprise generative-AI applications against a customer's own data.

Data service

Scale Data EngineData service

Data labelling and curation service producing training and evaluation sets for AI models.