15%
arrow_upward2% YoY
#3
Summary
- Modal ranks #3 within the Model Serving & Inference category, maintaining its position month-over-month.
- As of July 2026, 15% of organizations who have a vendor in the Model Serving & Inference category use Modal: up 2 percentage points from last year.
- Modal has the highest adoption among micro-SMB companies (17%), compared to small-to-medium businesses (15%), mid-market (13%), and enterprise (11%).
- Modal key capabilities include serverless GPU compute, auto-scaling infrastructure, and containerized function deployment, supporting scalable AI model hosting and inference workloads.
Are businesses buying Modal?
Key stats
15%
arrow_upward2% YoY
Mid-Market, 40%
5%
10%
#6
#4
Adoption Rates by company size
| Company size | Adoption rate |
|---|---|
| SMB | 15% |
| Mid-market | 13% |
| Enterprise | 11% |
About Modal
Modal is a serverless platform that makes it easy to run compute-intensive workloads including AI inference and training in the cloud.
Similar solutions
Don’t miss key shifts in business spend.
Have feedback?About this data
These insights come from Ramp’s procurement and renewal data, built on real-world transactions observed across our platform. Figures represent aggregated observations from Ramp Procurement and Renewals activity.
| Date | New adopter share | Competitor switch rate | Dominant FTE segment | Adoption rate (Enterprise) | Adoption rate (Mid-Market) | Adoption rate (SMB) |
|---|---|---|---|---|---|---|
| Jun 2026 | 5% | 10% | Mid-Market, 40% | 11% | 13% | 15% |
| May 2026 | 9% | 10% | Mid-Market, 40% | 12% | 13% | 15% |
| Apr 2026 | 9% | 10% | Mid-Market, 41% | 11% | 13% | 15% |
| Mar 2026 | 10% | 10% | Mid-Market, 38% | 10% | 12% | 15% |
| Feb 2026 | 10% | 9% | Mid-Market, 36% | 11% | 11% | 14% |
| Jan 2026 | 14% | 8% | Enterprise, 35% | 13% | 10% | 13% |
| Dec 2025 | 6% | 8% | Enterprise, 37% | 12% | 9% | 13% |
| Nov 2025 | 9% | 9% | Enterprise, 40% | 13% | 9% | 13% |
| Oct 2025 | 5% | 8% | Enterprise, 36% | 13% | 8% | 13% |
| Sep 2025 | 9% | 8% | Enterprise, 40% | 11% | 8% | 14% |
| Aug 2025 | 8% | 8% | SMB, 43% | 12% | 6% | 14% |
| Jul 2025 | 11% | 8% | SMB, 44% | 8% | 5% | 15% |
| Jun 2025 | 8% | 10% | SMB, 43% | 8% | 4% | 15% |
| May 2025 | 9% | 10% | SMB, 43% | 10% | 5% | 15% |
| Apr 2025 | 5% | 10% | Enterprise, 44% | 10% | 4% | 15% |
| Mar 2025 | 8% | 10% | Enterprise, 46% | 12% | 4% | 17% |
| Feb 2025 | 6% | 10% | Enterprise, 47% | 12% | 4% | 17% |
| Jan 2025 | 4% | 11% | Enterprise, 48% | 14% | 5% | 18% |
| Dec 2024 | 14% | 13% | Enterprise, 49% | 15% | 6% | 20% |
| Nov 2024 | 11% | 12% | Enterprise, 50% | 18% | 8% | 20% |
| Oct 2024 | 16% | 10% | SMB, 39% | 18% | 8% | 20% |
| Sep 2024 | 6% | 15% | SMB, 36% | 8% | 9% | 19% |
| Aug 2024 | 2% | 13% | Enterprise, 37% | 10% | 10% | 20% |
| Jul 2024 | 10% | 6% | Enterprise, 38% | 10% | 11% | 21% |
Have feedback?
Share your feedback, suggest improvements, or tell us what vendors you'd like to see covered next.