Fin vs Invisible Technologies

Fin — Application · Acquired · $3.6B valuation · 4 of 4 figures sourced  |  Invisible Technologies — Application · Private · $144M raised · 2 of 2 figures sourced

Relationship

Fin Analyze and Synapse both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; Fin is acquired, with no independent scale; ships agent platform, data service and 1 more rather than the same layer.

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 capabilitiesDifferent layer

3 of 7 capabilities — Shares data analysis, evaluation and observability and workflow automation.

Ludbee capability tags · from the product records

Different layer — Invisible Technologies ships agent platform, data service and 1 more, not the same layer.

Ludbee product records

Aligned comparison

FieldFinInvisible Technologies
Size$3.6B valuation$144M raised different basis
Employees1,013—
Founded20112015 4 yrs later
StatusAcquiredPrivate
CategoryApplicationApplication match
Stack layerAI agent, API service, Application, Infrastructure serviceAgent platform, Data service, Platform
HeadquartersSan Francisco, USASan Francisco, USA match

Capability overlap

Shared · 3

Data analysisEvaluation and observabilityWorkflow automation

Not verified for Invisible Technologies · 4

Customer supportModel inferenceKnowledge retrievalVoice agent

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

Not verified for Fin · 3

Agent orchestrationData labellingGuardrails and safety

Recorded for Invisible Technologies. 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.

Invisible Technologies

No shared stack layer with the other side.

No counterpart

Fin sells these in a stack layer with no product recorded for Invisible Technologies 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.

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

Agent platform

AtomicAgent platform

Documents and automates manual business workflows: maps how work actually gets done, then runs every step automatically, routing to the right AI system or person and enforcing quality checks.

AxonAgent platform

Deploys agents that carry out multi-step work with tool use and an audit trail.

Platform

SynapsePlatform

Evaluates AI systems for quality, safety and accuracy against criteria a customer defines.

Data service

Invisible AI TrainingData service

Recruits and manages experts who produce training data, evaluations and reinforcement-learning environments for AI labs.

MeridialData service

Network of 24,000+ vetted domain experts, continuously screened and organized by skill, language and domain expertise, for AI data labeling, testing and edge-case handling.

NeuronData service

Data platform that pulls messy, scattered data from across a company's systems into one governed place, automatically cleaning and organizing it into an AI-ready foundation.