COMPARISON
Gumloop vs Inkeep
01/13/2026
Key highlights
Gumloop is an AI-powered workflow automation platform (like Zapier or Make). Inkeep is a multi-agent orchestration platform for customer interactions.
Where Inkeep stands out:
Inkeep has graph-based multi-agent architecture; Gumloop uses single agent + workflowsInkeep has graph-based multi-agent architecture; Gumloop uses single agent + workflows
Inkeep has RAG and knowledge base management; Gumloop has no knowledge base conceptInkeep has RAG and knowledge base management; Gumloop has no knowledge base concept
Inkeep provides customer-facing UI components; Gumloop offers workflow input forms onlyInkeep provides customer-facing UI components; Gumloop offers workflow input forms only
Both have excellent MCP support and visual builders for different purposesBoth have excellent MCP support and visual builders for different purposes
Summary Gumloop excels at connecting 100+ apps with a visual builder and AI agents to automate internal business processes. Inkeep is purpose-built for customer experience with multi-agent coordination, RAG-based knowledge management, embeddable chat components, and CX analytics.
Detailed Comparison
Comprehensive Feature Comparison: Inkeep vs Gumloop
This detailed comparison analyzes 45 features across 10 categories for AI-powered customer support platforms. Inkeep offers 31 unique capabilities not available in Gumloop, while both platforms share 14 common features.
Comparison Summary
When comparing Inkeep to Gumloop, 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 | Feature Description | Inkeep Support | Gumloop Support |
|---|---|---|---|
| Building Agents | |||
| No-code visual builder | drag-and-drop interface for creating AI Agents without coding, enabling non-technical teams to build custom automation | Inkeep fully supports No-code visual builder with drag-and-drop interface for creating AI Agents without coding, enabling non-technical teams to build custom automation | Gumloop fully supports No-code visual builder with drag-and-drop interface for creating AI Agents without coding, enabling non-technical teams to build custom automation |
| Agents Configurable via Developer SDK | programmatic agent configuration through TypeScript SDK for advanced customization and version control | Inkeep fully supports Agents Configurable via Developer SDK with programmatic agent configuration through TypeScript SDK for advanced customization and version control | Gumloop does not support Agents Configurable via Developer SDK (programmatic agent configuration through TypeScript SDK for advanced customization and version control) - Workflow trigger APIs only |
| 2-way Sync: Edit in Code or UI | seamless synchronization between code and visual builder, allowing teams to work in their preferred environment | Inkeep 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 environment | Gumloop 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) |
| Developer Platform | |||
| MCP Server/Protocol support | dedicated customer success and technical support teams with SLA guarantees | Inkeep fully supports MCP Server/Protocol support with dedicated customer success and technical support teams with SLA guarantees | Gumloop fully supports MCP Server/Protocol support with dedicated customer success and technical support teams with SLA guarantees |
| Multi-agent architecture with graph-based relationships | multiple specialized AI Agents working together on complex tasks, each handling their area of expertise | Inkeep fully supports Multi-agent architecture with graph-based relationships with multiple specialized AI Agents working together on complex tasks, each handling their area of expertise | Gumloop does not support Multi-agent architecture with graph-based relationships (multiple specialized AI Agents working together on complex tasks, each handling their area of expertise) - Single agent + workflows |
| Agent handoff and delegation patterns | agent handoff and delegation patterns for technical platform capabilities | Inkeep fully supports Agent handoff and delegation patterns with agent handoff and delegation patterns capabilities | Gumloop does not support Agent handoff and delegation patterns (agent handoff and delegation patterns capabilities) |
| Agent-to-agent communication (A2A, MCP, Vercel AI SDK) | agent to agent communication (a2a, mcp, vercel ai sdk) for technical platform capabilities | Inkeep fully supports Agent-to-agent communication (A2A, MCP, Vercel AI SDK) with agent to agent communication (a2a, mcp, vercel ai sdk) capabilities | Gumloop does not support Agent-to-agent communication (A2A, MCP, Vercel AI SDK) (agent to agent communication (a2a, mcp, vercel ai sdk) capabilities) - MCP for tools only |
| Per-agent credential and permissions management | secure handling of API keys and role-based access control for agent operations | Inkeep fully supports Per-agent credential and permissions management with secure handling of API keys and role-based access control for agent operations | Gumloop fully supports Per-agent credential and permissions management with secure handling of API keys and role-based access control for agent operations |
| Agent decision traces with OpenTelemetry | agent decision traces with opentelemetry for technical platform capabilities | Inkeep fully supports Agent decision traces with OpenTelemetry with agent decision traces with opentelemetry capabilities | Gumloop does not support Agent decision traces with OpenTelemetry (agent decision traces with opentelemetry capabilities) - Basic logs only |
| Unified AI Search & RAG | |||
| Automated public source ingestion | automated public source ingestion for platform capabilities | Inkeep fully supports Automated public source ingestion with automated public source ingestion capabilities | Gumloop does not support Automated public source ingestion (automated public source ingestion capabilities) - No knowledge base concept |
| Automated private source ingestion (Confluence, Notion, SharePoint) | automated private source ingestion (confluence, notion, sharepoint) for platform capabilities | Inkeep fully supports Automated private source ingestion (Confluence, Notion, SharePoint) with automated private source ingestion (confluence, notion, sharepoint) capabilities | Gumloop does not support Automated private source ingestion (Confluence, Notion, SharePoint) (automated private source ingestion (confluence, notion, sharepoint) capabilities) - Integrations for workflow actions, not content syncing |
| RAG-based retrieval and answer generation | rag based retrieval and answer generation for platform capabilities | Inkeep fully supports RAG-based retrieval and answer generation with rag based retrieval and answer generation capabilities | Gumloop does not support RAG-based retrieval and answer generation (rag based retrieval and answer generation capabilities) |
| Real-time dynamic API/database querying | real time dynamic api/database querying for platform capabilities | Inkeep fully supports Real-time dynamic API/database querying with real time dynamic api/database querying capabilities | Gumloop fully supports Real-time dynamic API/database querying with real time dynamic api/database querying capabilities |
| Self-updating knowledge base from support interactions | dedicated customer success and technical support teams with SLA guarantees | Inkeep fully supports Self-updating knowledge base from support interactions with dedicated customer success and technical support teams with SLA guarantees | Gumloop does not support Self-updating knowledge base from support interactions (dedicated customer success and technical support teams with SLA guarantees) |
| AI Agents for... | |||
| B2B Customer Support | enterprise-grade support automation with complex ticket resolution and SLA management | Inkeep fully supports B2B Customer Support with enterprise-grade support automation with complex ticket resolution and SLA management | Gumloop does not support B2B Customer Support (enterprise-grade support automation with complex ticket resolution and SLA management) - Workflow automation, not CX |
| B2C Customer Service | high-volume consumer support with personalization and quick resolution | Inkeep fully supports B2C Customer Service with high-volume consumer support with personalization and quick resolution | Gumloop does not support B2C Customer Service (high-volume consumer support with personalization and quick resolution) |
| Documentation Teams | automated documentation updates, gap analysis, and content generation | Inkeep fully supports Documentation Teams with automated documentation updates, gap analysis, and content generation | Gumloop does not support Documentation Teams (automated documentation updates, gap analysis, and content generation) |
| Product Teams | feature request analysis, bug triage, and user feedback synthesis | Inkeep fully supports Product Teams with feature request analysis, bug triage, and user feedback synthesis | Gumloop does not support Product Teams (feature request analysis, bug triage, and user feedback synthesis) |
| Marketing Teams | content creation, SEO optimization, and campaign automation | Inkeep fully supports Marketing Teams with content creation, SEO optimization, and campaign automation | Gumloop does not support Marketing Teams (content creation, SEO optimization, and campaign automation) |
| Sales | lead qualification, demo scheduling, and personalized outreach automation | Inkeep fully supports Sales with lead qualification, demo scheduling, and personalized outreach automation | Gumloop does not support Sales (lead qualification, demo scheduling, and personalized outreach automation) |
| Interact with your AI Agents in... | |||
| Claude, ChatGPT, or Cursor | claude, chatgpt, or cursor for platform capabilities | Inkeep fully supports Claude, ChatGPT, or Cursor with claude, chatgpt, or cursor capabilities | Gumloop does not support Claude, ChatGPT, or Cursor (claude, chatgpt, or cursor capabilities) - Agents within platform/Slack only |
| Slack bot with rich interactions | slack bot with rich interactions for platform capabilities | Inkeep fully supports Slack bot with rich interactions with slack bot with rich interactions capabilities | Gumloop does not support Slack bot with rich interactions (slack bot with rich interactions capabilities) - Basic /gummie command only |
| Zendesk and Salesforce deep integration | lead qualification, demo scheduling, and personalized outreach automation | Inkeep fully supports Zendesk and Salesforce deep integration with lead qualification, demo scheduling, and personalized outreach automation | Gumloop does not support Zendesk and Salesforce deep integration (lead qualification, demo scheduling, and personalized outreach automation) - Workflow actions, not agent deployments |
| Configurable product expert chat bubble | configurable product expert chat bubble for platform capabilities | Inkeep fully supports Configurable product expert chat bubble with configurable product expert chat bubble capabilities | Gumloop does not support Configurable product expert chat bubble (configurable product expert chat bubble capabilities) |
| Inline citations and source attribution | inline citations and source attribution for platform capabilities | Inkeep fully supports Inline citations and source attribution with inline citations and source attribution capabilities | Gumloop does not support Inline citations and source attribution (inline citations and source attribution capabilities) - Citations only in specific research nodes |
| Confidence-gated guardrails | safety controls to prevent harmful outputs and ensure brand-appropriate responses | Inkeep fully supports Confidence-gated guardrails with safety controls to prevent harmful outputs and ensure brand-appropriate responses | Gumloop does not support Confidence-gated guardrails (safety controls to prevent harmful outputs and ensure brand-appropriate responses) |
| Standalone enterprise semantic search | standalone enterprise semantic search for platform capabilities | Inkeep fully supports Standalone enterprise semantic search with standalone enterprise semantic search capabilities | Gumloop does not support Standalone enterprise semantic search (standalone enterprise semantic search capabilities) |
| Insights & Analytics | |||
| Automatic Content Updates (AI Content Writer) | AI-generated documentation improvements based on user interactions and feedback | Inkeep fully supports Automatic Content Updates (AI Content Writer) with AI-generated documentation improvements based on user interactions and feedback | Gumloop does not support Automatic Content Updates (AI Content Writer) (AI-generated documentation improvements based on user interactions and feedback) |
| AI Reports on Knowledge Gaps | automated identification of missing documentation and common unanswered questions | Inkeep fully supports AI Reports on Knowledge Gaps with automated identification of missing documentation and common unanswered questions | Gumloop does not support AI Reports on Knowledge Gaps (automated identification of missing documentation and common unanswered questions) - Operational analytics only |
| AI Reports on Product Feature Gaps | analysis of user requests to identify product improvement opportunities | Inkeep fully supports AI Reports on Product Feature Gaps with analysis of user requests to identify product improvement opportunities | Gumloop does not support AI Reports on Product Feature Gaps (analysis of user requests to identify product improvement opportunities) |
| Building Agent UIs | |||
| Interactive Components within Agent Messages (forms, cards, etc.) | rich UI elements embedded in conversations for better user engagement | Inkeep fully supports Interactive Components within Agent Messages (forms, cards, etc.) with rich UI elements embedded in conversations for better user engagement | Gumloop does not support Interactive Components within Agent Messages (forms, cards, etc.) (rich UI elements embedded in conversations for better user engagement) |
| Custom UIs using Vercel AI SDK format | build completely custom interfaces with streaming responses and real-time updates | Inkeep fully supports Custom UIs using Vercel AI SDK format with build completely custom interfaces with streaming responses and real-time updates | Gumloop does not support Custom UIs using Vercel AI SDK format (build completely custom interfaces with streaming responses and real-time updates) |
| Out-of-box Chat Components (React) | pre-built React components for rapid deployment in modern web applications | Inkeep fully supports Out-of-box Chat Components (React) with pre-built React components for rapid deployment in modern web applications | Gumloop does not support Out-of-box Chat Components (React) (pre-built React components for rapid deployment in modern web applications) |
| Out-of-box Chat Components (JavaScript) | vanilla JavaScript components for universal compatibility without framework dependencies | Inkeep fully supports Out-of-box Chat Components (JavaScript) with vanilla JavaScript components for universal compatibility without framework dependencies | Gumloop does not support Out-of-box Chat Components (JavaScript) (vanilla JavaScript components for universal compatibility without framework dependencies) |
| Answers with Inline Citations | responses with clickable source links for transparency and trust | Inkeep fully supports Answers with Inline Citations with responses with clickable source links for transparency and trust | Gumloop does not support Answers with Inline Citations (responses with clickable source links for transparency and trust) - Source tracking in research nodes only |
| Authentication and Authorization | |||
| Single Sign-on (SSO) | enterprise identity provider integration for seamless and secure user authentication | Inkeep fully supports Single Sign-on (SSO) with enterprise identity provider integration for seamless and secure user authentication | Gumloop fully supports Single Sign-on (SSO) with enterprise identity provider integration for seamless and secure user authentication |
| Role-Based Access Control | granular permissions system to control agent and data access by user role | Inkeep fully supports Role-Based Access Control with granular permissions system to control agent and data access by user role | Gumloop fully supports Role-Based Access Control with granular permissions system to control agent and data access by user role |
| Audit Logs | comprehensive activity tracking for compliance and security monitoring | Inkeep fully supports Audit Logs with comprehensive activity tracking for compliance and security monitoring | Gumloop fully supports Audit Logs with comprehensive activity tracking for compliance and security monitoring |
| Deployment | |||
| Hosting types | flexible deployment options including cloud-hosted SaaS and self-hosted on-premises | Inkeep offers Cloud, Self-Hosted deployment options for Hosting types | Gumloop offers Cloud deployment options for Hosting types |
| Implementation time | implementation time for hosting and deployment options | Inkeep provides Flexible implementation of Implementation time - implementation time capabilities | Gumloop provides Flexible implementation of Implementation time - implementation time capabilities |
| Security | |||
| Support | dedicated customer success and technical support teams with SLA guarantees | Inkeep fully supports Support with dedicated customer success and technical support teams with SLA guarantees | Gumloop fully supports Support with dedicated customer success and technical support teams with SLA guarantees |
| PII Removal | automatic detection and redaction of personally identifiable information for compliance | Inkeep fully supports PII Removal with automatic detection and redaction of personally identifiable information for compliance | Gumloop fully supports PII Removal with automatic detection and redaction of personally identifiable information for compliance |
| Uptime and Support SLAs | guaranteed availability and response time commitments for enterprise reliability | Inkeep fully supports Uptime and Support SLAs with guaranteed availability and response time commitments for enterprise reliability | Gumloop fully supports Uptime and Support SLAs with guaranteed availability and response time commitments for enterprise reliability |
| Soc II Type II and Pentest Reports | third-party security audits and compliance certifications for enterprise requirements | Inkeep fully supports Soc II Type II and Pentest Reports with third-party security audits and compliance certifications for enterprise requirements | Gumloop fully supports Soc II Type II and Pentest Reports with third-party security audits and compliance certifications for enterprise requirements |
| GPDR, HIPPA, DPA, and Infosec Reviews | comprehensive compliance with data protection regulations and security standards | Inkeep fully supports GPDR, HIPPA, DPA, and Infosec Reviews with comprehensive compliance with data protection regulations and security standards | Gumloop fully supports GPDR, HIPPA, DPA, and Infosec Reviews with comprehensive compliance with data protection regulations and security standards |
Building Agents - Comparison Summary
In the Building Agents category, we compare 3 key features between Inkeep and Gumloop. Inkeep has 2 unique advantages in this area, including Agents Configurable via Developer SDK and 2-way Sync: Edit in Code or UI.
Developer Platform - Comparison Summary
In the Developer Platform category, we compare 6 key features between Inkeep and Gumloop. Inkeep has 4 unique advantages in this area, including Multi-agent architecture with graph-based relationships and Agent handoff and delegation patterns.
Unified AI Search & RAG - Comparison Summary
In the Unified AI Search & RAG category, we compare 5 key features between Inkeep and Gumloop. Inkeep has 4 unique advantages in this area, including Automated public source ingestion and Automated private source ingestion (Confluence, Notion, SharePoint).
AI Agents for... - Comparison Summary
In the AI Agents for... category, we compare 6 key features between Inkeep and Gumloop. Inkeep has 6 unique advantages in this area, including B2B Customer Support and B2C Customer Service.
Interact with your AI Agents in... - Comparison Summary
In the Interact with your AI Agents in... category, we compare 7 key features between Inkeep and Gumloop. Inkeep has 7 unique advantages in this area, including Claude, ChatGPT, or Cursor and Slack bot with rich interactions.
Insights & Analytics - Comparison Summary
In the Insights & Analytics category, we compare 3 key features between Inkeep and Gumloop. Inkeep has 3 unique advantages in this area, including Automatic Content Updates (AI Content Writer) and AI Reports on Knowledge Gaps.
Building Agent UIs - Comparison Summary
In the Building Agent UIs category, we compare 5 key features between Inkeep and Gumloop. Inkeep has 5 unique advantages in this area, including Interactive Components within Agent Messages (forms, cards, etc.) and Custom UIs using Vercel AI SDK format.
Authentication and Authorization - Comparison Summary
In the Authentication and Authorization category, we compare 3 key features between Inkeep and Gumloop.
Deployment - Comparison Summary
In the Deployment category, we compare 2 key features between Inkeep and Gumloop.
Security - Comparison Summary
In the Security category, we compare 5 key features between Inkeep and Gumloop.
