BELLISTE / AI COMPARISON

Compare AI models

Choose two models from the same AI category to compare equivalent plans, capabilities and technical details.

Bardeen

77%

Gumloop

72%

Estimated Belliste score, based on the available capabilities, quality, features and pricing information. It is an indicative profile estimate, not an independent benchmark.

How this profile estimate is calculated

Capabilities contribute 35%, quality wording 30%, listed features 20%, and pricing 15% when available. When capability fields are absent, specialization breadth supplies a 25% fallback. Missing categories are omitted and the remaining weights are rescaled. The estimate uses each model’s own published profile; it does not measure answer accuracy or replace a hands-on test.

OverviewBardeenGumloop

PriceFree $0/month · Basic from $10/monthFree $0/month · Pro from $37/month

Free planFree: 100 credits includedFree: $0/month with 5,000 credits, unlimited agents/flows, 1 seat and 1 active trigger

Paid plansBasic: $10/month with 100 credits · Premium: $50/month with 1,000 credits · Premium annual: $480/year with 12,000 credits/year · Enterprise: customPro: from $37/month with 20,000+ credits · Enterprise: custom

Usage limits100 free credits. Scraping, web search and AI tools generally cost 1 credit per output row; enrichment costs 3 credits per row; import/utilities are free and export is generally 1 credit/row.

Pricing

3 specifications

SpecificationBardeenGumloop

Starting PriceFree $0/month · Basic from $10/monthFree $0/month · Pro from $37/month

Free Plan100 credits are always free; unused credits expire at the end of each billing periodFree $0/month: 5,000 credits, 1 seat, 1 active trigger, 2 concurrent runs, 5 concurrent agent runs, unlimited agents and flows

Usage Limits / CreditsFree: 100 credits · Basic: 100 credits/month at $10 · Premium: 1,000 credits/month at $50 · scraper/web search/AI: 1 credit per row · enrichment: 3 credits per row · utilities/import freeFree: 5,000 credits/month · Pro: 20,000–1.5M credits/month · overage $0.005/credit up to 2× plan by default · Free 5 concurrent agent interactions, Pro 25, Enterprise custom

Overview

4 specifications

SpecificationBardeenGumloop

Primary Use CaseGTM automation, lead sourcing, web scraping, enrichment and browser workflowsBuild and operate AI agents plus visual workflow automations

Best ForSales / RevOps / Customer Success / GTM teams and solopreneurs doing browser-heavy research and lead workflowsIndividuals and teams building flexible AI agents, internal automations and multi-step business workflows

DeploymentChrome/browser-local execution plus cloud execution for always-on automationsCloud SaaS; Enterprise VPC support available

Ease of UseBeginner-friendly natural-language and browser-first automationBeginner to Intermediate

Automation

13 specifications

SpecificationBardeenGumloop

AI AgentsBusiness-ready AI agent for repeatable multi-step browser and GTM workflowsCustom AI agents with tools, company context, skills, triggers and self-improvement

No-Code BuilderNatural-language automation builder with visual workflow editingNatural-language agent builder plus visual no-code workflow canvas

Workflow AutomationPlaybooks/automations for scraping, research, enrichment, CRM updates and outreach workflowsUnlimited flows with triggers, connected apps, AI nodes and reusable subflows

Multi-Agent SupportNative multi-agent orchestration is not publicly documentedNative subagents; parent agents can delegate tasks and credit usage is tracked per subagent

Autonomous ExecutionCloud automations can execute workflows when the local browser is closedAgents plan multi-step work, call tools/subagents, run code and can execute from triggers

Human-in-the-LoopAgent shows its plan and lets users modify instructions; dedicated per-tool approval controls are not publicly documentedAgents can pause mid-task for tool approval or ask the user a question, then resume

Triggers & ActionsManual browser actions plus automated/cloud workflow triggers and integrated app actionsApp triggers, recurring tasks and fully custom agent triggers across connected apps

IntegrationsBusiness integrations across Microsoft 365, major CRMs, outreach, enrichment, Sheets, Airtable, Notion and other tools300+ connectors plus MCP servers

Browser AutomationNative Chrome extension can manipulate tabs, interact with webpages, capture pages and run web scrapersWeb/browser work available through agent tools and connectors such as Bright Data; native general-purpose browser-control scope varies by tool

Data ExtractionNative web scraper, premium scrapers, web search, enrichment and AI extraction/qualificationAgents/workflows extract and transform data from apps, documents, web sources and AI nodes

SchedulingCloud automations can run when the browser is closed; trigger/schedule capabilities depend on the automationRecurring tasks and custom triggers can run agents automatically

TemplatesPrebuilt scraper templates and reusable Playbooks/automationsAgent/workflow examples and reusable shared agents/skills; template ecosystem is smaller than mature automation platforms

Agent Builder TypeNo-code / natural-language automation builderNo-code / natural-language agent builder + visual workflow builder

Developer & Deployment

5 specifications

SpecificationBardeenGumloop

Custom IntegrationsCSV import/export and connected business systems; custom enterprise integrations available through solutions/supportCustom MCP servers, hosted MCP and external API/custom connector options

API AccessPublic general-purpose agent API is not prominently documented on current public plansPro+: API key can trigger workflows and agents programmatically

WebhooksDedicated public webhook feature/limits are not prominently documented on current public plansPro+: webhook-triggered workflows plus organization webhooks for admin events

Custom CodeNatural-language/no-code automation is the primary model; public plans do not prominently advertise arbitrary custom-code stepsAgents can write/run code in sandboxes; workflows also support custom logic and skills

Self-HostingBrowser-local execution plus Bardeen cloud execution; no public self-hosted deployment optionCloud platform; Enterprise offers VPC support, but public plans do not advertise self-hosted Gumloop deployment

AI & Knowledge

4 specifications

SpecificationBardeenGumloop

LLM SupportAI tools use leading AI/search providers; exact selectable model catalog is not publicly disclosed on current pricing35+ AI models with Auto/Model Router and BYOK support on Pro+

Knowledge Base / RAGWorkflow data and connected app context can be used in automations; a general-purpose native RAG knowledge base is not prominently documentedCompany Brain/knowledge with synced sources, files and permission-aware context

MemoryBrowser context and saved automation configuration are retained; persistent conversational long-term agent memory is not publicly documentedAgent chat history plus company context/Brain; persistent task context is retained across agent use

Supported AI ModelsUses leading AI providers for AI tools and research; exact current selectable model list is not publicly disclosed35+ models including OpenAI GPT, Anthropic Claude, Google Gemini, xAI Grok, Perplexity, DeepSeek, GLM, Kimi and MiniMax; Auto Model Router and BYOK supported

Teams & Enterprise

4 specifications

SpecificationBardeenGumloop

CollaborationTeam management with centralized users, billing, Playbooks and shared workflow best practicesPro: unlimited team members, shared credits, shared ownership, teams and shared credentials

Monitoring & LogsUsage telemetry and automation execution tracking; enterprise workflow monitoring/security capabilities availableRun history, credit logs, Insights spend breakdown, evaluations and live activity

Enterprise PlanCustom bulk credits, customer-built/maintained scrapers, premium support and enterprise solutionsCustom pricing with VPC, organization guardrails, audit logs, RBAC, SCIM/SAML, model controls and advanced security

SSO / Enterprise SecuritySOC 2 Type II, GDPR and CASA Tier 2/3; advanced enterprise security available, with exact SSO controls not listed on current public pricingEnterprise: SCIM/SAML, RBAC, audit logs, model access control, custom retention, VPC and advanced permissions