ChatNode vs Sourcegraph Cody vs Layercode vs Voiceflow

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

Your tool
ChatNode
vs
Competitor 1
Sourcegraph Cody
Competitor 2
LLayercode
Competitor 3
Voiceflow
Compare
4 tools · best value per row highlighted
Your tool ChatNode
chatnode.ai
ChatNode builds AI customer service agents that handle support queries and execute actions through API calls
Remove
Competitor Sourcegraph Cody
sourcegraph.com
AI that knows your codebase
Make main Remove
Competitor LLayercode
layercode.com
A developer building a telehealth app needs voice agents that respond instantly during patient consultations
Make main Remove
Competitor Voiceflow
voiceflow.com
Design conversations visually
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
7.9Kvisits/mo
185.6Kvisits/mo
548visits/mo
385Kvisits/mo
MoM change
▼ 56.0%
▼ 10.6%
▼ 75.1%
▼ 5.8%
6-month growth
-13.9%
-40.6%
-96.0%
-35.3%
Global rank web
#1,061,283
#204,583
#6,604,519
#93,201
Avg. last 3 months
12.2K
209.7K
1.6K
407.5K
Bounce rate lower is better
39%
42%
36%
38%
Pages / visit
4.9
2.9
1.0
5.2
Visit duration
2m 20s
1m 39s
—
3m 07s
Traffic sources
● Direct 97% · ● Mail 3%
● Direct 91% · ● Referral 7%
—
● Direct 75% · ● Referral 24%
ChatNodeSourcegraph CodyLayercodeVoiceflow
0150K300K450.1K600.1KChatNode · 11.7KChatNode · 6.7KChatNode · 10KChatNode · 9.2KChatNode · 4.6KChatNode · 10.4KChatNode · 10.6KChatNode · 18KChatNode · 7.9KSourcegraph Cody · 396.9KSourcegraph Cody · 383.2KSourcegraph Cody · 377.2KSourcegraph Cody · 305.8KSourcegraph Cody · 312.4KSourcegraph Cody · 254.6KSourcegraph Cody · 244.5KSourcegraph Cody · 235.9KSourcegraph Cody · 207.6KSourcegraph Cody · 185.6KLayercode · 6.8KLayercode · 21.9KLayercode · 13.7KLayercode · 4.3KLayercode · 3KLayercode · 2.1KLayercode · 2.2KLayercode · 548Voiceflow · 600.1KVoiceflow · 574.1KVoiceflow · 561.6KVoiceflow · 513.7KVoiceflow · 594.8KVoiceflow · 462.6KVoiceflow · 454KVoiceflow · 429.1KVoiceflow · 408.5KVoiceflow · 385K1001K10K100K1MChatNode · 11.7KChatNode · 6.7KChatNode · 10KChatNode · 9.2KChatNode · 4.6KChatNode · 10.4KChatNode · 10.6KChatNode · 18KChatNode · 7.9KSourcegraph Cody · 396.9KSourcegraph Cody · 383.2KSourcegraph Cody · 377.2KSourcegraph Cody · 305.8KSourcegraph Cody · 312.4KSourcegraph Cody · 254.6KSourcegraph Cody · 244.5KSourcegraph Cody · 235.9KSourcegraph Cody · 207.6KSourcegraph Cody · 185.6KLayercode · 6.8KLayercode · 21.9KLayercode · 13.7KLayercode · 4.3KLayercode · 3KLayercode · 2.1KLayercode · 2.2KLayercode · 548Voiceflow · 600.1KVoiceflow · 574.1KVoiceflow · 561.6KVoiceflow · 513.7KVoiceflow · 594.8KVoiceflow · 462.6KVoiceflow · 454KVoiceflow · 429.1KVoiceflow · 408.5KVoiceflow · 385KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Free Trial
Freemium
Freemium
Freemium
Starting price
$35per month
$16,000per month
$250per month · free tier available
Free tier
Free tier
–
–
Free trial
–
API access
–
–
Plans
Lite $35/moStandard $89/moScale $377/moEnterprise Custom
Enterprise $16,000/yr
Developer FreePro $250/moEnterprise Custom
—
Capabilities input → output
Input
DocumentsTextWeb pages
CodeText
AudioText
DocumentsText
Output
Apps
Code
AudioText
Apps
Skill level
Intermediate
Advanced
Advanced
Intermediate
Categories
Business & MarketingChatbots & CompanionsProductivity & OfficeAI Agent+2 more
Development & CodeAI Coding Assistant
Productivity & OfficeAI AssistantAI Email AssistantAI Scheduling
Business & MarketingChatbots & CompanionsProductivity & OfficeAI Agent+3 more
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
9
4
6
13
Customer support
–
–
Customer support chatbot
–
–
Voice agents
–
–
Agents
–
–
Chatbots
–
–
Chatbot building
–
–
Website to chatbot
–
–
Coding
–
–
–
APIs
–
–
–
Agent creation
–
–
–
Assistant API building
–
–
–
Call agents
–
–
–
Call center automation
–
–
–
Calls
–
–
–
Customer support automation
–
–
–
Developer tools
–
–
–
Knowledge bases
–
–
–
Assistant development
–
–
–
Call answering
–
–
–
Chatbot integration
–
–
–
Code analysis
–
–
–
Debugging
–
–
–
No-code
–
–
–
Node js
–
–
–
Prompt management
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
▲ 1
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.