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Compare AI Agents

Side-by-side comparison of AI agents

Gumloop icon
Gumloop
$20/mo
Zapier AI Actions icon
Zapier AI Actions
$29/mo
特性
Gumloop iconGumloop
Zapier AI Actions iconZapier AI Actions
Rating 4.5 4.3
Starting Price$20/mo$29/mo
AutonomySemiFull
任务成功率85%92%
平均响应时间60s15s
自主性
78
75
可靠性
88
92
易用性
94
85
成本效益
82
80
集成能力
90
99
支持
75
85
能力
apifiledatabaseknowledgebrowser
apiemailfiledatabasecrmcalendar
优点
  • Intuitive visual builder
  • Hundreds of pre-built integrations
  • Excellent for non-technical teams
  • Handles complex branching logic
  • Fast deployment and iteration
  • 7,000+ app integrations
  • 92% success rate — highest reliability
  • Fast 15s execution
  • Mature, battle-tested platform
缺点
  • Can get expensive at scale
  • Limited custom code options
  • Some workflows require manual debugging
  • No offline mode
  • $29/mo minimum
  • Complex workflows can be fragile
  • Limited AI reasoning
  • Not truly autonomous for novel tasks

Deep Analysis

特性GumloopZapier AI Actions
Long Context Recall (100K+)
80%
68%
Multi-Turn Consistency75/107/10
Knowledge Cutoff2025-10Real-time
Web AccessYesYes
Batch Processing
Safety Score
72/10
7/10
Refusal Guidance55/106/10

Memory & Personalization

Gumloop
Long-term Memory
Editable Memory
Cross-Device Sync
Memory Score:3/3
Zapier AI Actions
Long-term Memory
Editable Memory
Cross-Device Sync
Memory Score:3/3

Safety & Version Control

Gumloop
Safety Composite635%
Rollback SupportFull
Zapier AI Actions
Safety Composite65%
Rollback SupportPartial

Scenario Recommendations

Best agent pick for each real-world use case based on weighted scoring.

Coding Projects

Build, debug, and deploy code autonomously.

Zapier AI Actions
Runner-up: Gumloop

Deep Research

Analyze papers, gather insights from large datasets.

Gumloop
Runner-up: Zapier AI Actions

Customer Support

Handle tickets, FAQs, and live chat with empathy.

Gumloop
Runner-up: Zapier AI Actions

Workflow Automation

Automate repetitive tasks across apps.

Zapier AI Actions
Runner-up: Gumloop

Meeting Notes & Summary

Transcribe, summarize, and extract action items.

Gumloop
Runner-up: Zapier AI Actions

Data Analysis

Process data, generate reports, find patterns.

Zapier AI Actions
Runner-up: Gumloop

Web Automation

Navigate sites, fill forms, extract data.

Gumloop
Runner-up: Zapier AI Actions

Budget-Friendly

Maximum capability at minimum cost.

Zapier AI Actions
Runner-up: Gumloop

成本比较

输入月度任务数以比较真实成本

105001000
Gumloop胜出
$20.00
$20 base + $0.00 tokens
Zapier AI Actions
$30.76
$29 base + $1.76 tokens

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