Toolradar Data
AI Model Deployment Tools Statistics 2026
Live data on AI Model Deployment software, computed from the Toolradar catalog. Ratings and review counts are aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge).
42
AI Model Deployment tools published and tracked on Toolradar as of August 19, 2026.
Last updated August 19, 2026. Reviewed by Louis Corneloup.
Key findings
- Toolradar tracks 42 AI Model Deployment tools as of August 19, 2026, 0% of its 10,235-tool directory.
- AI Model Deployment tools average 4.51 out of 5 across 23 rated tools and 2,679 reviews aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge).
- 69% of AI Model Deployment tools offer a free tier, 29 of 42.
- 37 AI Model Deployment tools were added to Toolradar during 2026, 88% of the category.
- Modal is the highest-rated AI Model Deployment tool at 4.5 out of 5 from 1,540 reviews.
Source: Toolradar catalog, computed live on August 19, 2026.
Headline numbers
AI Model Deployment tools published on Toolradar
Source: Toolradar catalog, published status
Share of the whole Toolradar directory
Source: 42 of 10,235 published tools
User reviews across AI Model Deployment tools
Source: aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge), across 23 rated tools
Average AI Model Deployment tool rating, weighted by review volume
Source: aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge); unweighted mean 4.45 / 5 across 23 rated tools
AI Model Deployment tools added to the directory in 2026
Source: Toolradar createdAt, 88% of the category (directory add date, not vendor launch)
Pricing mix
How AI Model Deployment tools split between a free path (free, freemium, open-source) and strictly paid.
Tools that offer a free tier
Source: Toolradar pricing labels, 29 of 42 AI Model Deployment tools
Tools that are strictly paid
Source: Toolradar pricing labels, 13 of 42 AI Model Deployment tools
Where the reviews come from
Review volume for AI Model Deployment tools by third-party platform.
Capterra reviews
Across 12 AI Model Deployment tools carrying a Capterra profile
G2 reviews
Across 20 AI Model Deployment tools carrying a G2 profile
SourceForge reviews
Across 2 AI Model Deployment tools carrying a SourceForge profile
Highest-rated AI Model Deployment tools
Top-rated AI Model Deployment tools with at least 500 third-party reviews.
Most reviewed AI Model Deployment tools
The AI Model Deployment tools carrying the most third-party reviews.
Modal
4.50 / 5 average, aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge)
Klu.ai
4.70 / 5 average, aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge)
Cohere
4.30 / 5 average, aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge)
Roboflow
4.80 / 5 average, aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge)
Clarifai
4.30 / 5 average, aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge)
AI Model Deployment growth in 2026
Explore AI Model Deployment tools
Methodology and sources
Every figure is computed live from the Toolradar catalog, published AI Model Deployment tools only. Ratings and review counts are aggregated across third-party review platforms (G2, Capterra, Trustpilot, SourceForge) and are not the site's own reviews. Added in 2026 means added to the Toolradar directory this year, not the vendor's launch date. Leaderboards apply a 500-review floor. See how we rate.