Modal vs Unitlab Annotate vs Together AI 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
Unitlab Annotate
Competitor 2
Together AI
Competitor 3
Fireworks AI
Compare
4 tools · best value per row highlighted
Your tool Modal
modal.com
Run AI code without infrastructure
Remove
Competitor Unitlab Annotate
unitlab.ai
Make main Remove
Competitor Together AI
together.ai
Open-source models without infrastructure
Make main Remove
Competitor Fireworks AI
fireworks.ai
Production AI infrastructure
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
972.8Kvisits/mo
7.2Kvisits/mo
785.1Kvisits/mo
713.6Kvisits/mo
MoM change
▲ 5.7%
▲ 76.6%
▼ 6.4%
▼ 21.1%
6-month growth
+13.6%
+37.1%
+1.9%
+62.9%
Global rank web
#43,856
#2,769,635
#60,843
#55,462
Avg. last 3 months
960K
5.1K
794.7K
743.7K
Bounce rate lower is better
37%
62%
42%
43%
Pages / visit
6.6
1.1
3.2
3.6
Visit duration
5m 31s
1m 41s
1m 57s
2m 40s
Traffic sources
● Direct 94% · ● Referral 5%
—
● Direct 77% · ● Referral 21%
● Direct 91% · ● Referral 6%
ModalUnitlab AnnotateTogether AIFireworks AI
0291.9K583.7K875.6K1.2MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KUnitlab Annotate · 6.4KUnitlab Annotate · 5.3KUnitlab Annotate · 4.3KUnitlab Annotate · 4.1KUnitlab Annotate · 4.1KUnitlab Annotate · 4.1KUnitlab Annotate · 7.2KTogether AI · 566.8KTogether AI · 552.7KTogether AI · 645.8KTogether AI · 637.7KTogether AI · 770.2KTogether AI · 792.8KTogether AI · 756.1KTogether AI · 760.5KTogether AI · 838.4KTogether AI · 785.1KFireworks 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 · 713.6K1K10K100K1M10MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KUnitlab Annotate · 6.4KUnitlab Annotate · 5.3KUnitlab Annotate · 4.3KUnitlab Annotate · 4.1KUnitlab Annotate · 4.1KUnitlab Annotate · 4.1KUnitlab Annotate · 7.2KTogether AI · 566.8KTogether AI · 552.7KTogether AI · 645.8KTogether AI · 637.7KTogether AI · 770.2KTogether AI · 792.8KTogether AI · 756.1KTogether AI · 760.5KTogether AI · 838.4KTogether AI · 785.1KFireworks 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
Paid
Freemium
Starting price
$250per month · free tier available
$89per month · free tier available
$1.99per month
Free tier
Free tier
–
Free trial
–
–
–
API access
–
–
Plans
Starter FreeTeam $250/moEnterprise Custom
Free FreeActive $99/moPro $195/mo
Serverless Inference $0.30/usage-basedDedicated Inference GPU $3.99/usage-basedGPU Clusters $1.99/usage-basedFine-Tuning $0.34/usage-based
Starter $1/moServerless Inference CustomOn-Demand Deployments $0.13/mo
Capabilities input → output
Input
Code
AudioDocumentsImagesTextVideo
CodeTextImagesAudio
TextImagesCode
Output
Apps
Data
VideoTextImagesCodeAudio
TextCode
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeAI APIAI Developer ToolsOpen Source AI Models
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
6
7
8
7
Inference
–
APIs
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Developer tools
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Development
–
Fine-Tuning
–
–
GPU infrastructure
–
–
Models
–
–
LLM development
–
–
Data labeling
–
–
–
Image annotation
–
–
–
Image segmentation
–
–
–
Object identification
–
–
–
Data quality control
–
–
–
OCR
–
–
–
Performance optimization
–
–
–
Video analysis
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
▲ 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.