Pipecat vs Langflow vs Dify vs Amazon Bedrock AgentCore

Which one fits you in 2026? Traffic, pricing, input → output, tasks and community side by side.

Your tool
Pipecat
vs
Competitor 1
Langflow
Competitor 2
Dify
Competitor 3
Amazon Bedrock AgentCore
Compare
4 tools · best value per row highlighted
Your tool Pipecat
pipecat.ai
Pipecat is an open-source Python framework for building voice and multimodal AI agents that talk in real time.
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Competitor Langflow
langflow.org
Drag and drop AI
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Competitor Dify
dify.ai
AI apps without code
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Competitor Amazon Bedrock AgentCore
aws.amazon.com
Amazon Bedrock AgentCore is an AWS service for building, connecting and running AI agents in production.
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Traffic estimated monthly website traffic
Monthly visits
—
215.3Kvisits/mo
1Mvisits/mo
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MoM change
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▼ 0.7%
▼ 16.6%
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6-month growth
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-4.9%
-30.6%
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Global rank web
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#217,191
#39,510
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Avg. last 3 months
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225.2K
1.1M
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Bounce rate lower is better
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44%
41%
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Pages / visit
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2.2
4.4
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Visit duration
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1m 04s
6m 40s
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Traffic sources
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● Direct 76% · ● Referral 24%
● Direct 84% · ● Referral 15%
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PipecatLangflowDifyAmazon Bedrock AgentCore
0368.2K736.4K1.1M1.5MLangflow · 295.3KLangflow · 247KLangflow · 269.8KLangflow · 226.5KLangflow · 239.5KLangflow · 229.4KLangflow · 243.6KLangflow · 216.8KLangflow · 215.3KDify · 1.1MDify · 1.2MDify · 1.3MDify · 1.1MDify · 1.5MDify · 1.2MDify · 1.1MDify · 1.2MDify · 1.2MDify · 1M100K1M10MLangflow · 295.3KLangflow · 247KLangflow · 269.8KLangflow · 226.5KLangflow · 239.5KLangflow · 229.4KLangflow · 243.6KLangflow · 216.8KLangflow · 215.3KDify · 1.1MDify · 1.2MDify · 1.3MDify · 1.1MDify · 1.5MDify · 1.2MDify · 1.1MDify · 1.2MDify · 1.2MDify · 1MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Free
Free
Freemium
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Starting price
Free
Free
$590per month · free tier available
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Free tier
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Free trial
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–
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API access
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Plans
Open source Free
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Sandbox FreeProfessional $590/yrTeam $1,590/yrEnterprise Custom
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Capabilities input → output
Input
AudioTextVideo
Text
DocumentsText
CodeText
Output
AudioText
Apps
Apps
Apps
Skill level
Advanced
Advanced
Intermediate
Advanced
Categories
Development & CodeProductivity & OfficeVoice & SpeechAI Agent+2 more
Chatbots & CompanionsDevelopment & CodeProductivity & OfficeAI Agent+3 more
Chatbots & CompanionsDevelopment & CodeProductivity & OfficeAI Agent+4 more
Development & CodeProductivity & OfficeAI AgentAI Developer Tools
Tasks what each tool can do · 3 shared · core   partial
Tasks covered
10
9
9
8
Agents
Agent creation
Developer tools
No-code
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Workflows
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Chatbots
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LLM development
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Development
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APIs
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Agent testing
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Voice agents
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Agent management
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Voice
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Voice assistance
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AI observability
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Agent collaboration
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Agent identity verification
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Call agents
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Productivity
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Self hosted
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 1
▲ 0
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
0
0
0
Verified listing
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Traffic figures are third-party estimates for the tool's own domain; tools sharing a domain with a bigger product are not counted. Pricing is captured from each tool's site and may lag.