Modal vs Encord vs LabelGPT vs Fireworks AI

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

Your tool
Modal
vs
Competitor 1
Encord
Competitor 2
LabelGPT
Competitor 3
Fireworks AI
Compare
4 tools · best value per row highlighted
Your tool Modal
modal.com
Run AI code without infrastructure
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Competitor Encord
encord.com
Model evaluation meets active learning in Encord, a system built to guide AI applications from initial data work through production deployment
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Competitor LabelGPT
labellerr.com
Make main Remove
Competitor Fireworks AI
fireworks.ai
Production AI infrastructure
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Traffic estimated monthly website traffic
Monthly visits
972.8Kvisits/mo
251.9Kvisits/mo
135.3Kvisits/mo
713.6Kvisits/mo
MoM change
▲ 5.7%
—
▼ 22.5%
▼ 21.1%
6-month growth
+13.6%
—
+18.2%
+62.9%
Global rank web
#43,856
—
#335,350
#55,462
Avg. last 3 months
960K
251.9K
139.9K
743.7K
Bounce rate lower is better
37%
—
43%
43%
Pages / visit
6.6
—
1.8
3.6
Visit duration
5m 31s
—
25s
2m 40s
Traffic sources
● Direct 94% · ● Referral 5%
—
● Direct 70% · ● Referral 29%
● Direct 91% · ● Referral 6%
ModalEncordLabelGPTFireworks AI
0291.9K583.7K875.6K1.2MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KEncord · 251.9KLabelGPT · 125.4KLabelGPT · 150.9KLabelGPT · 138.9KLabelGPT · 114.4KLabelGPT · 117KLabelGPT · 121.8KLabelGPT · 109.7KLabelGPT · 174.6KLabelGPT · 135.3KFireworks AI · 224.6KFireworks AI · 250KFireworks AI · 355.9KFireworks AI · 323.2KFireworks AI · 438.1KFireworks AI · 720.8KFireworks AI · 610.7KFireworks AI · 613.3KFireworks AI · 904KFireworks AI · 713.6K100K1M10MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KEncord · 251.9KLabelGPT · 125.4KLabelGPT · 150.9KLabelGPT · 138.9KLabelGPT · 114.4KLabelGPT · 117KLabelGPT · 121.8KLabelGPT · 109.7KLabelGPT · 174.6KLabelGPT · 135.3KFireworks AI · 224.6KFireworks AI · 250KFireworks AI · 355.9KFireworks AI · 323.2KFireworks AI · 438.1KFireworks AI · 720.8KFireworks AI · 610.7KFireworks AI · 613.3KFireworks AI · 904KFireworks AI · 713.6KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
$250per month · free tier available
—
$9,999per month · free tier available
Free tier
Free tier
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Free trial
–
–
–
–
API access
–
–
Plans
Starter FreeTeam $250/moEnterprise Custom
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Researcher Plan FreePro Plan $9,999/yrEnterprise $0
Starter $1/moServerless Inference CustomOn-Demand Deployments $0.13/mo
Capabilities input → output
Input
Code
DataImagesVideo
ImagesText
CodeImagesText
Output
Apps
Data
Data
CodeText
Skill level
Advanced
Advanced
Intermediate
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
6
5
3
7
Developer tools
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Data labeling
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Image annotation
–
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Inference
–
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APIs
–
–
Development
–
–
Fine-Tuning
–
–
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GPU infrastructure
–
–
–
Image segmentation
–
–
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Models
–
–
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Data management
–
–
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LLM development
–
–
–
Performance optimization
–
–
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Testing
–
–
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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
–
–
–
–

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.