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Comparison

Fin AI by Intercom vs Inkeep

02/07/2026

Key highlights

Fin AI is a turnkey, single-agent customer support solution inside Intercom achieving 65–93% resolution rates across 6,000+ customers. Inkeep is a multi-agent orchestration platform with a TypeScript SDK, visual builder, and platform-agnostic deployment.

Where Inkeep stands out:

Multi-agent orchestration with graph-based coordination, handoffs, and delegation.Multi-agent orchestration with graph-based coordination, handoffs, and delegation.
Visual builder AND TypeScript SDK with bidirectional sync.Visual builder AND TypeScript SDK with bidirectional sync.
Build custom Agent UIs with React/JavaScript components and Vercel AI SDK.Build custom Agent UIs with React/JavaScript components and Vercel AI SDK.
Deploy anywhere: Claude, ChatGPT, Slack, Discord, Zendesk, custom apps.Deploy anywhere: Claude, ChatGPT, Slack, Discord, Zendesk, custom apps.
Self-hosted deployment for air-gapped and compliance-sensitive environments.Self-hosted deployment for air-gapped and compliance-sensitive environments.

Summary Choose Fin AI for turnkey customer support automation within the Intercom ecosystem. Choose Inkeep when you need multi-agent systems, developer extensibility, custom UIs, self-hosted deployment, or AI Agents beyond customer support.

Detailed Comparison

Comprehensive Feature Comparison: Inkeep vs Fin AI by Intercom

This detailed comparison analyzes 49 features across 10 categories for AI-powered customer support platforms. Inkeep offers 21 unique capabilities not available in Fin AI by Intercom, while both platforms share 28 common features.

Comparison Summary

When comparing Inkeep to Fin AI by Intercom, the key differences are in areas like multi-agent architecture, developer flexibility, and AI-powered automation. Inkeep focuses on providing a comprehensive AI platform that extends beyond traditional customer support to include sales, marketing, and product automation capabilities.

Feature-by-feature comparison table showing support levels and implementation details for Inkeep and Fin AI by Intercom across 10 major capability areas
FeatureFeature DescriptionInkeep SupportFin AI by Intercom Support
Building Agents
No-Code Visual Builderdrag-and-drop interface for creating AI Agents without coding, enabling non-technical teams to build custom automationInkeep fully supports No-Code Visual Builder with drag-and-drop interface for creating AI Agents without coding, enabling non-technical teams to build custom automationFin AI by Intercom does not support No-Code Visual Builder (drag-and-drop interface for creating AI Agents without coding, enabling non-technical teams to build custom automation) - Procedures use a document-style text editor with natural language + embedded code—not a drag-and-drop visual workflow builder
Developer SDK for Agent Definitiondeveloper sdk for agent definition for agent creation and configurationInkeep fully supports Developer SDK for Agent Definition with developer sdk for agent definition capabilitiesFin AI by Intercom does not support Developer SDK for Agent Definition (developer sdk for agent definition capabilities) - TypeScript/Python SDKs are API wrappers for using Fin AI, not for defining agent behavior programmatically
2-way Sync: Edit in Code or UIseamless synchronization between code and visual builder, allowing teams to work in their preferred environmentInkeep fully supports 2-way Sync: Edit in Code or UI with seamless synchronization between code and visual builder, allowing teams to work in their preferred environmentFin AI by Intercom does not support 2-way Sync: Edit in Code or UI (seamless synchronization between code and visual builder, allowing teams to work in their preferred environment) - Not applicable—no visual builder or agent SDK exists
Customize your preferred AI providerflexibility to choose and switch between AI models like GPT-4, Claude, or custom LLMs based on your needsInkeep fully supports Customize your preferred AI provider with flexibility to choose and switch between AI models like GPT-4, Claude, or custom LLMs based on your needsFin AI by Intercom does not support Customize your preferred AI provider (flexibility to choose and switch between AI models like GPT-4, Claude, or custom LLMs based on your needs) - Uses OpenAI models; no documented option to bring your own provider
Multi-Agent Architecture
Multi-Agent Orchestrationmulti agent orchestration for platform capabilitiesInkeep fully supports Multi-Agent Orchestration with multi agent orchestration capabilitiesFin AI by Intercom does not support Multi-Agent Orchestration (multi agent orchestration capabilities) - Single sophisticated agent with internal pipeline components, not a multi-agent system
Agent-to-Agent Communicationagent to agent communication for platform capabilitiesInkeep fully supports Agent-to-Agent Communication with agent to agent communication capabilitiesFin AI by Intercom does not support Agent-to-Agent Communication (agent to agent communication capabilities) - Single-agent architecture—no A2A communication or coordination
Agent-to-Agent Handoff & Delegationagent to agent handoff & delegation for platform capabilitiesInkeep fully supports Agent-to-Agent Handoff & Delegation with agent to agent handoff & delegation capabilitiesFin AI by Intercom does not support Agent-to-Agent Handoff & Delegation (agent to agent handoff & delegation capabilities) - Human handoff only, no agent-to-agent delegation patterns
Agent Credentials Managementagent credentials management for platform capabilitiesInkeep fully supports Agent Credentials Management with agent credentials management capabilitiesFin AI by Intercom does not support Agent Credentials Management (agent credentials management capabilities) - Teammate permissions only, not per-agent credential isolation
Developer Platform
MCP Server Supportdedicated customer success and technical support teams with SLA guaranteesInkeep fully supports MCP Server Support with dedicated customer success and technical support teams with SLA guaranteesFin AI by Intercom supports MCP Server Support with dedicated customer success and technical support teams with SLA guarantees - Pre-built MCP connectors for Linear, Stripe, Shopify, and custom servers via OAuth 2.0
Agent Traces + OpenTelemetryagent traces + opentelemetry for technical platform capabilitiesInkeep fully supports Agent Traces + OpenTelemetry with agent traces + opentelemetry capabilitiesFin AI by Intercom does not support Agent Traces + OpenTelemetry (agent traces + opentelemetry capabilities) - UI-based analytics dashboards only; no OpenTelemetry or distributed tracing exports
Streaming Protocols (Vercel AI SDK)streaming protocols (vercel ai sdk) for technical platform capabilitiesInkeep fully supports Streaming Protocols (Vercel AI SDK) with streaming protocols (vercel ai sdk) capabilitiesFin AI by Intercom does not support Streaming Protocols (Vercel AI SDK) (streaming protocols (vercel ai sdk) capabilities) - No Vercel AI SDK integration or streaming protocol support
Event-driven Architectureevent driven architecture for technical platform capabilitiesInkeep fully supports Event-driven Architecture with event driven architecture capabilitiesFin AI by Intercom supports Event-driven Architecture with event driven architecture capabilities - Webhook support for events and integrations
Data Connectors & RAG
Automated Public Source Ingestionautomated public source ingestion for platform capabilitiesInkeep fully supports Automated Public Source Ingestion with automated public source ingestion capabilitiesFin AI by Intercom supports Automated Public Source Ingestion with automated public source ingestion capabilities - Auto-syncs help centers, PDFs, and webpages; no automated discovery of new sources
Automated Private Source Ingestionautomated private source ingestion for platform capabilitiesInkeep fully supports Automated Private Source Ingestion with automated private source ingestion capabilitiesFin AI by Intercom supports Automated Private Source Ingestion with automated private source ingestion capabilities - Native connectors for Confluence, Notion, and Guru with automated sync
Optimized RAG Engineoptimized rag engine for platform capabilitiesInkeep fully supports Optimized RAG Engine with optimized rag engine capabilitiesFin AI by Intercom supports Optimized RAG Engine with optimized rag engine capabilities - Proprietary fin-cx-retrieval and fin-cx-reranker models trained specifically on customer service interactions
Real-time Data Fetchreal time data fetch for platform capabilitiesInkeep fully supports Real-time Data Fetch with real time data fetch capabilitiesFin AI by Intercom supports Real-time Data Fetch with real time data fetch capabilities - Data connectors for real-time API calls; Fin Tasks chain multiple connectors for complex queries
Self-updating Knowledge Baseself updating knowledge base for platform capabilitiesInkeep fully supports Self-updating Knowledge Base with self updating knowledge base capabilitiesFin AI by Intercom supports Self-updating Knowledge Base with self updating knowledge base capabilities - Scheduled updates and webhook-based refresh from documentation sources
Interact with AI Agents From...
Claude / ChatGPT / Cursorclaude / chatgpt / cursor for platform capabilitiesInkeep fully supports Claude / ChatGPT / Cursor with claude / chatgpt / cursor capabilitiesFin AI by Intercom does not support Claude / ChatGPT / Cursor (claude / chatgpt / cursor capabilities) - No integration with external AI platforms—Intercom ecosystem only
Slack / Discord Botsslack / discord bots for platform capabilitiesInkeep fully supports Slack / Discord Bots with slack / discord bots capabilitiesFin AI by Intercom supports Slack / Discord Bots with slack / discord bots capabilities - Native Slack integration with threaded replies; Discord community support
Zendesk / Salesforce / CRMlead qualification, demo scheduling, and personalized outreach automationInkeep fully supports Zendesk / Salesforce / CRM with lead qualification, demo scheduling, and personalized outreach automationFin AI by Intercom supports Zendesk / Salesforce / CRM with lead qualification, demo scheduling, and personalized outreach automation - Native Zendesk, Salesforce, and HubSpot integrations; works with any helpdesk without migration
Product Expert Chat Bubbleembeddable chat widget for instant AI-powered help on any websiteInkeep fully supports Product Expert Chat Bubble with embeddable chat widget for instant AI-powered help on any websiteFin AI by Intercom supports Product Expert Chat Bubble with embeddable chat widget for instant AI-powered help on any website - Core deployment model—AI chat agent in Messenger with full configuration
Inline Citations with Source Attributioninline citations with source attribution for platform capabilitiesInkeep fully supports Inline Citations with Source Attribution with inline citations with source attribution capabilitiesFin AI by Intercom does not support Inline Citations with Source Attribution (inline citations with source attribution capabilities) - Confirmed for Copilot (agent-assist tool); customer-facing citation mechanism undocumented
Guardrails & Safety Controlssafety controls to prevent harmful outputs and ensure brand-appropriate responsesInkeep fully supports Guardrails & Safety Controls with safety controls to prevent harmful outputs and ensure brand-appropriate responsesFin AI by Intercom supports Guardrails & Safety Controls with safety controls to prevent harmful outputs and ensure brand-appropriate responses - Confidence thresholds, disambiguation responses, auto-escalation, OWASP LLM protections
Enterprise Semantic Searchsemantic search for platform capabilitiesInkeep fully supports Enterprise Semantic Search with semantic search capabilitiesFin AI by Intercom supports Enterprise Semantic Search with semantic search capabilities - Semantic search across help center and knowledge base content
Building Agent UIs
JavaScript Chat Componentsjavascript chat components for user interface customizationInkeep fully supports JavaScript Chat Components with javascript chat components capabilitiesFin AI by Intercom does not support JavaScript Chat Components (javascript chat components capabilities) - JavaScript API for Messenger embed only, not custom UI components
React Chat Componentsreact chat components for user interface customizationInkeep fully supports React Chat Components with react chat components capabilitiesFin AI by Intercom does not support React Chat Components (react chat components capabilities) - React Native SDK for Messenger embed only, not custom agent UI building
Interactive Components (Forms, Buttons, Cards)interactive components (forms, buttons, cards) for user interface customizationInkeep fully supports Interactive Components (Forms, Buttons, Cards) with interactive components (forms, buttons, cards) capabilitiesFin AI by Intercom does not support Interactive Components (Forms, Buttons, Cards) (interactive components (forms, buttons, cards) capabilities) - Messenger has interactive elements but no SDK for custom UIs
Custom UI Frameworkcustom ui framework for user interface customizationInkeep fully supports Custom UI Framework with custom ui framework capabilitiesFin AI by Intercom does not support Custom UI Framework (custom ui framework capabilities) - Locked to Intercom Messenger—no custom agent UI framework
Insights & Analytics
Performance Dashboardsperformance dashboards for analytics and reporting capabilitiesInkeep fully supports Performance Dashboards with performance dashboards capabilitiesFin AI by Intercom supports Performance Dashboards with performance dashboards capabilities - Comprehensive Performance Dashboard and Optimize Dashboard with resolution tracking
AI Reports on Knowledge Gapsautomated identification of missing documentation and common unanswered questionsInkeep fully supports AI Reports on Knowledge Gaps with automated identification of missing documentation and common unanswered questionsFin AI by Intercom supports AI Reports on Knowledge Gaps with automated identification of missing documentation and common unanswered questions - Optimize dashboard flags gaps with AI-powered suggestions for fixes
AI Reports on Feature Gapsai reports on feature gaps for analytics and reporting capabilitiesInkeep fully supports AI Reports on Feature Gaps with ai reports on feature gaps capabilitiesFin AI by Intercom supports AI Reports on Feature Gaps with ai reports on feature gaps capabilities - Topics Explorer groups conversations and surfaces trends
Automatic Content Generation & Updatesautomatic content generation & updates for analytics and reporting capabilitiesInkeep fully supports Automatic Content Generation & Updates with automatic content generation & updates capabilitiesFin AI by Intercom does not support Automatic Content Generation & Updates (automatic content generation & updates capabilities) - AI suggests improvements but requires human review/approval—not automatic
AI Agents For...
Customer Support Automationdedicated customer success and technical support teams with SLA guaranteesInkeep fully supports Customer Support Automation with dedicated customer success and technical support teams with SLA guaranteesFin AI by Intercom supports Customer Support Automation with dedicated customer success and technical support teams with SLA guarantees - Core use case—65–93% resolution rates across 6,000+ customers
Internal Tools & Workflowsinternal tools & workflows for platform capabilitiesInkeep fully supports Internal Tools & Workflows with internal tools & workflows capabilitiesFin AI by Intercom does not support Internal Tools & Workflows (internal tools & workflows capabilities) - Customer support-specific, not general-purpose workflow automation
Developer Support & Documentationdedicated customer success and technical support teams with SLA guaranteesInkeep fully supports Developer Support & Documentation with dedicated customer success and technical support teams with SLA guaranteesFin AI by Intercom supports Developer Support & Documentation with dedicated customer success and technical support teams with SLA guarantees - Technical documentation support within customer service scope
Sales & Lead Qualificationlead qualification, demo scheduling, and personalized outreach automationInkeep fully supports Sales & Lead Qualification with lead qualification, demo scheduling, and personalized outreach automationFin AI by Intercom supports Sales & Lead Qualification with lead qualification, demo scheduling, and personalized outreach automation - Supported within Intercom's customer engagement platform
Custom Multi-Agent Workflowscustom multi agent workflows for platform capabilitiesInkeep fully supports Custom Multi-Agent Workflows with custom multi agent workflows capabilitiesFin AI by Intercom does not support Custom Multi-Agent Workflows (custom multi agent workflows capabilities) - Single-agent architecture—not applicable
Security & Compliance
SOC 2 Type 2soc 2 type 2 for platform capabilitiesInkeep fully supports SOC 2 Type 2 with soc 2 type 2 capabilitiesFin AI by Intercom fully supports SOC 2 Type 2 with soc 2 type 2 capabilities
ISO 27001/27701/27018iso 27001/27701/27018 for platform capabilitiesInkeep fully supports ISO 27001/27701/27018 with iso 27001/27701/27018 capabilitiesFin AI by Intercom fully supports ISO 27001/27701/27018 with iso 27001/27701/27018 capabilities
HIPAA Compliancehipaa compliance for platform capabilitiesInkeep fully supports HIPAA Compliance with hipaa compliance capabilitiesFin AI by Intercom fully supports HIPAA Compliance with hipaa compliance capabilities
GDPR Compliancegdpr compliance for platform capabilitiesInkeep fully supports GDPR Compliance with gdpr compliance capabilitiesFin AI by Intercom fully supports GDPR Compliance with gdpr compliance capabilities
SSO with SCIMsso with scim for platform capabilitiesInkeep fully supports SSO with SCIM with sso with scim capabilitiesFin AI by Intercom supports SSO with SCIM with sso with scim capabilities - SAML, Okta, Azure AD, and OneLogin
Audit Logscomprehensive activity tracking for compliance and security monitoringInkeep fully supports Audit Logs with comprehensive activity tracking for compliance and security monitoringFin AI by Intercom fully supports Audit Logs with comprehensive activity tracking for compliance and security monitoring
Zero Data Retention for LLM Trainingzero data retention for llm training for platform capabilitiesInkeep fully supports Zero Data Retention for LLM Training with zero data retention for llm training capabilitiesFin AI by Intercom fully supports Zero Data Retention for LLM Training with zero data retention for llm training capabilities
Multi-language Supportdedicated customer success and technical support teams with SLA guaranteesInkeep fully supports Multi-language Support with dedicated customer success and technical support teams with SLA guaranteesFin AI by Intercom supports Multi-language Support with dedicated customer success and technical support teams with SLA guarantees - 45-language support with real-time translation; Fin Voice supports 28 languages
Deployment
Cloud Deploymentcloud deployment for hosting and deployment optionsInkeep fully supports Cloud Deployment with cloud deployment capabilitiesFin AI by Intercom fully supports Cloud Deployment with cloud deployment capabilities
Self-Hosted / On-Premiseself hosted / on premise for hosting and deployment optionsInkeep fully supports Self-Hosted / On-Premise with self hosted / on premise capabilitiesFin AI by Intercom does not support Self-Hosted / On-Premise (self hosted / on premise capabilities) - Cloud-only (US, EU, AU regions); no self-hosted or air-gapped options
Multi-channel Deploymentmulti channel deployment for hosting and deployment optionsInkeep fully supports Multi-channel Deployment with multi channel deployment capabilitiesFin AI by Intercom supports Multi-channel Deployment with multi channel deployment capabilities - Chat, email, phone (Fin Voice), Slack, and workflows within Intercom ecosystem
Platform-Agnostic Architectureplatform agnostic architecture for hosting and deployment optionsInkeep fully supports Platform-Agnostic Architecture with platform agnostic architecture capabilitiesFin AI by Intercom does not support Platform-Agnostic Architecture (platform agnostic architecture capabilities) - Tightly coupled to Intercom platform

Building Agents - Comparison Summary

In the Building Agents category, we compare 4 key features between Inkeep and Fin AI by Intercom. Inkeep has 4 unique advantages in this area, including No-Code Visual Builder and Developer SDK for Agent Definition.

Multi-Agent Architecture - Comparison Summary

In the Multi-Agent Architecture category, we compare 4 key features between Inkeep and Fin AI by Intercom. Inkeep has 4 unique advantages in this area, including Multi-Agent Orchestration and Agent-to-Agent Communication.

Developer Platform - Comparison Summary

In the Developer Platform category, we compare 4 key features between Inkeep and Fin AI by Intercom. Inkeep has 4 unique advantages in this area, including MCP Server Support and Agent Traces + OpenTelemetry.

Data Connectors & RAG - Comparison Summary

In the Data Connectors & RAG category, we compare 5 key features between Inkeep and Fin AI by Intercom. Inkeep has 5 unique advantages in this area, including Automated Public Source Ingestion and Automated Private Source Ingestion.

Interact with AI Agents From... - Comparison Summary

In the Interact with AI Agents From... category, we compare 7 key features between Inkeep and Fin AI by Intercom. Inkeep has 7 unique advantages in this area, including Claude / ChatGPT / Cursor and Slack / Discord Bots.

Building Agent UIs - Comparison Summary

In the Building Agent UIs category, we compare 4 key features between Inkeep and Fin AI by Intercom. Inkeep has 4 unique advantages in this area, including JavaScript Chat Components and React Chat Components.

Insights & Analytics - Comparison Summary

In the Insights & Analytics category, we compare 4 key features between Inkeep and Fin AI by Intercom. Inkeep has 4 unique advantages in this area, including Performance Dashboards and AI Reports on Knowledge Gaps.

AI Agents For... - Comparison Summary

In the AI Agents For... category, we compare 5 key features between Inkeep and Fin AI by Intercom. Inkeep has 5 unique advantages in this area, including Customer Support Automation and Internal Tools & Workflows.

Security & Compliance - Comparison Summary

In the Security & Compliance category, we compare 8 key features between Inkeep and Fin AI by Intercom. Inkeep has 2 unique advantages in this area, including SSO with SCIM and Multi-language Support.

Deployment - Comparison Summary

In the Deployment category, we compare 4 key features between Inkeep and Fin AI by Intercom. Inkeep has 3 unique advantages in this area, including Self-Hosted / On-Premise and Multi-channel Deployment.

Different product categories

While both Inkeep and Fin AI use artificial intelligence for customer interactions, they represent fundamentally different product categories.

Fin AI is a turnkey, single-agent customer support solution built into Intercom's platform. Deployed across 6,000+ customers with 65–93% resolution rates, it's designed for enterprises that want production-ready AI support automation with minimal engineering involvement—particularly those already committed to Intercom.

Inkeep is a multi-agent orchestration platform that enables developers and businesses to build custom AI Agent systems with graph-based coordination, visual workflow design, and platform-agnostic deployment across any use case.

Where Fin AI excels

Fin AI delivers genuinely impressive capabilities in its target domain:

Production-proven resolution rates

Fin AI achieves 65–93% resolution rates across its customer base, with an average of 65–67% and top performers reaching 93%. These metrics are multi-source verified and represent real production deployments, not lab benchmarks. The platform also maintains a 99.97% uptime SLA with multi-level failovers.

Proprietary customer service RAG

Intercom has invested heavily in custom-trained retrieval (fin-cx-retrieval) and reranking (fin-cx-reranker) models specifically engineered for customer service interactions. The 7-phase pipeline includes query refinement, retrieval, reranking, generation, validation, optimization, and security layers—delivering what Intercom claims is 99.9% accuracy.

Workflow automation with Procedures

Fin AI's Procedures system uses a document-style editor where teams write natural language instructions with embedded code for conditional logic and adaptive conversation flows. Procedures include simulation testing and an AI Assistant for drafting. While not a visual builder, this is significantly more sophisticated than basic scripted workflows.

Strong helpdesk integrations

Fin AI integrates natively with Zendesk, Salesforce, and HubSpot alongside its own Intercom Messenger. Intercom positions this as "works with any helpdesk—no migration required," making adoption less disruptive for teams already using other support platforms.

Enterprise-grade compliance

Fin AI holds SOC 2 Type II, ISO 27001/27701/27018, ISO 42001, HIPAA, and GDPR certifications with zero data retention for LLM training. SSO with SCIM supports Okta, Azure AD, and OneLogin. The platform supports 45 languages with real-time translation, and Fin Voice handles phone support in 28 languages.

Where Inkeep differentiates

Inkeep addresses fundamentally different needs that Fin AI's single-agent architecture cannot serve:

True multi-agent orchestration

Inkeep enables graph-based Agent coordination with sophisticated delegation and handoff patterns between multiple AI Agents. Build systems where specialized Agents collaborate—a triage Agent routes to technical support, sales, or billing Agents based on conversation context. Agents can delegate subtasks and receive results back, not just permanently hand off control.

Fin AI is a single sophisticated agent. Exhaustive review of all 2026 documentation found zero evidence of multi-agent support, agent-to-agent communication, or specialist routing between agents.

Developer-first platform

Inkeep provides both a visual workflow builder AND a TypeScript SDK with bidirectional sync. Developers define Agent behavior programmatically while non-technical team members use the visual interface—changes sync automatically in both directions.

Fin AI's TypeScript and Python SDKs are API wrappers for using Fin AI (two endpoints: /fin/start and /fin/reply), not for building agents. There is no programmatic framework for defining agent logic.

Platform-agnostic deployment

Inkeep Agents deploy anywhere: custom web applications, mobile apps, Slack, Discord, Claude, ChatGPT, Cursor, Zendesk, Salesforce, or any platform with an API. You control the UI and integration points.

Fin AI's strongest integrations are within Intercom's ecosystem. While it now supports Slack and CRM integrations, the core experience is tied to Intercom Messenger and the broader Intercom platform.

Custom Agent UI framework

Inkeep provides React and JavaScript component libraries for building custom Agent interfaces with full control over design, interactions, and user experience. The platform supports Vercel AI SDK compatibility and streaming protocols.

Fin AI offers embeddable Messenger widgets with theming options, but no standalone component library for building custom agent interfaces.

Self-hosted deployment

Inkeep offers full self-hosted deployment for enterprises with strict data residency, air-gapped environments, or compliance requirements that preclude cloud-only solutions.

Fin AI is cloud-only with regional options (US, EU, AU workspaces). There is no self-hosted or on-premise deployment path.

Source attribution with artifacts

Inkeep's artifact system creates structured chains of evidence with inline citations for every AI response. Each answer traces back to its source with full provenance tracking—critical for compliance-heavy industries.

Fin AI's Copilot (agent-assist tool) provides citations to human support agents. However, the customer-facing citation mechanism is undocumented, making it unclear whether end-users receive structured source attribution.

Standard observability

Inkeep supports OpenTelemetry for distributed tracing that integrates with your existing observability stack—Datadog, Grafana, or any OTel-compatible platform.

Fin AI provides UI-based Performance and Optimize dashboards but has no OpenTelemetry integration or distributed tracing exports.

When to choose each solution

Choose Fin AI when:

  • You need turnkey AI customer support with minimal engineering investment
  • You're already on Intercom or willing to commit to their ecosystem
  • Your primary metric is support resolution rate
  • You prefer outcome-based pricing ($0.99 per resolved conversation)
  • You don't need custom Agent UIs or multi-agent coordination

Choose Inkeep when:

  • You need multiple specialized Agents that coordinate with each other
  • Your developers want programmatic control with a TypeScript SDK
  • You need AI Agents across platforms beyond Intercom (Slack, Zendesk, your own apps)
  • You want to build custom Agent UIs with React/JavaScript components
  • You're building AI Agent systems beyond customer support
  • You require self-hosted or on-premise deployment
  • You need OpenTelemetry-based observability
  • Source attribution with structured citations is a compliance requirement

The bottom line

Fin AI is a strong choice for enterprises seeking production-ready customer support automation within Intercom's ecosystem. Its proven resolution rates (65–93%), proprietary CX RAG engine, and comprehensive compliance certifications make it a leading turnkey solution for its intended use case.

Inkeep serves a different market: organizations building sophisticated multi-agent systems with developer control, platform-agnostic deployment, custom UIs, and use cases that extend beyond customer support. If you need Agent orchestration, structured source attribution, self-hosted deployment, or extensibility beyond configuration, Inkeep provides architectural capabilities that Fin AI's single-agent design cannot offer.

Get a demo of Inkeep Agentsfor your specific use case.

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