Fin vs Sama
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
Capability overlap
Shared · 3
Not verified for Sama · 4
Recorded for Fin. Sama’s product records say nothing either way — a missing record is not a missing capability.
Not verified for Fin · 2
Recorded for Sama. 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.
Sama
No shared stack layer with the other side.
No counterpart
Fin sells these in a stack layer with no product recorded for Sama yet — nothing on the other side to compare them against.
Application
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.
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
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
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.
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.
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
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.
Sama sells these in a stack layer with no product recorded for Fin yet — nothing on the other side to compare them against.
Platform
Sama's data annotation and validation platform, combining annotation tooling, SamaAssure quality assurance, SamaHub project management and reporting, and SamaIQ analytics, with a REST API and CLI for pipeline integration.
Data service
Sama Annotate is Sama's enterprise data annotation offering, delivering image, video and 3D point cloud labeling through a full-time in-house annotation workforce working on the Sama Platform, with CLI and API access for automated data workflows.
Sama Curate is a data curation offering that uses filtering and curation algorithms to suggest which assets in a raw dataset should be labeled, so teams annotate only the data most likely to improve an ML model.
Sama GenAI supplies human-generated training and evaluation data for foundation models, covering model validation and fact checking, instruction following, preference ranking, image and video captioning, creative writing, synthetic data creation and RAG evaluation.
Sama Validate is a managed human-in-the-loop service in which trained reviewers inspect and correct a customer's model predictions across image, video and 3D point cloud data and report where the model performs well or poorly.