Dify vs ZeroPath vs Astrix Security vs Voiceflow

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

Your tool
Dify
vs
Competitor 1
ZeroPath
Competitor 2
Astrix Security
Competitor 3
Voiceflow
Compare
4 tools · best value per row highlighted
Your tool Dify
dify.ai
AI apps without code
Remove
Competitor ZeroPath
zeropath.com
Traditional security tools won't scan your codebase for auth bypasses or business logic flaws that only emerge when you understand how the entire application actually works
Make main Remove
Competitor Astrix Security
astrix.security
Astrix Security is an identity security product for AI agents and non-human identities such as service accounts, OAuth tokens, machine credentials and secrets.
Make main Remove
Competitor Voiceflow
voiceflow.com
Design conversations visually
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
1Mvisits/mo
40.6Kvisits/mo
—
385Kvisits/mo
MoM change
▼ 16.6%
▲ 16.1%
—
▼ 5.8%
6-month growth
-30.6%
+50.1%
—
-35.3%
Global rank web
#39,510
#858,063
—
#93,201
Avg. last 3 months
1.1M
38.9K
—
407.5K
Bounce rate lower is better
41%
43%
—
38%
Pages / visit
4.4
1.7
—
5.2
Visit duration
6m 40s
22s
—
3m 07s
Traffic sources
● Direct 84% · ● Referral 15%
● Direct 77% · ● Mail 18%
—
● Direct 75% · ● Referral 24%
DifyZeroPathAstrix SecurityVoiceflow
0368.2K736.4K1.1M1.5MDify · 1.1MDify · 1.2MDify · 1.3MDify · 1.1MDify · 1.5MDify · 1.2MDify · 1.1MDify · 1.2MDify · 1.2MDify · 1MZeroPath · 48.3KZeroPath · 50.7KZeroPath · 36.6KZeroPath · 27KZeroPath · 34.4KZeroPath · 26.5KZeroPath · 41.2KZeroPath · 35KZeroPath · 40.6KVoiceflow · 600.1KVoiceflow · 574.1KVoiceflow · 561.6KVoiceflow · 513.7KVoiceflow · 594.8KVoiceflow · 462.6KVoiceflow · 454KVoiceflow · 429.1KVoiceflow · 408.5KVoiceflow · 385K10K100K1M10MDify · 1.1MDify · 1.2MDify · 1.3MDify · 1.1MDify · 1.5MDify · 1.2MDify · 1.1MDify · 1.2MDify · 1.2MDify · 1MZeroPath · 48.3KZeroPath · 50.7KZeroPath · 36.6KZeroPath · 27KZeroPath · 34.4KZeroPath · 26.5KZeroPath · 41.2KZeroPath · 35KZeroPath · 40.6KVoiceflow · 600.1KVoiceflow · 574.1KVoiceflow · 561.6KVoiceflow · 513.7KVoiceflow · 594.8KVoiceflow · 462.6KVoiceflow · 454KVoiceflow · 429.1KVoiceflow · 408.5KVoiceflow · 385KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
—
Freemium
Starting price
$590per month · free tier available
$1,000per month · free tier available
—
Free tier
Free tier
–
Free trial
–
–
API access
–
–
Plans
Sandbox FreeProfessional $590/yrTeam $1,590/yrEnterprise Custom
Team $1,000/moEnterprise CustomFree Proof of Value Free
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—
Capabilities input → output
Input
DocumentsText
Code
Data
DocumentsText
Output
Apps
CodeText
Data
Apps
Skill level
Intermediate
Advanced
Advanced
Intermediate
Categories
Chatbots & CompanionsDevelopment & CodeProductivity & OfficeAI Agent+4 more
Development & CodeAI Code ReviewAI Developer Tools
Development & CodeAI Developer Tools
Business & MarketingChatbots & CompanionsProductivity & OfficeAI Agent+3 more
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
9
8
7
13
Agents
–
–
Agent creation
–
–
Chatbots
–
–
No-code
–
–
Cybersecurity
–
–
Agent identity verification
–
–
–
Code security
–
–
–
Code security analysis
–
–
–
Customer support
–
–
–
Customer support chatbot
–
–
–
Cybersecurity vulnerabilities
–
–
–
Identity protection
–
–
–
Voice agents
–
–
–
Vulnerability analysis
–
–
–
Workflows
–
–
–
Agent integrity monitoring
–
–
–
Agent management
–
–
–
Call agents
–
–
–
Call center automation
–
–
–
Calls
–
–
–
Chatbot building
–
–
–
Code analysis
–
–
–
Code reviews
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–
–
Developer tools
–
–
–
LLM development
–
–
–
Security
–
–
–
Call answering
–
–
–
Development
–
–
–
MCP
–
–
–
Productivity
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 1
▲ 0
▲ 0
▲ 1
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
0
0
0
Verified listing
–
–
–
–

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.