22%
arrow_upward6% YoY
#2
Summary
- Modal ranks #2 within the Model Serving & Inference category, maintaining its position month-over-month.
- As of May 2026, 22% of organizations who have a vendor in the Model Serving & Inference category use Modal: up 6 percentage points from last year.
- Modal has the highest adoption among micro-SMB companies (24%), compared to small-to-medium businesses (22%), mid-market (19%), and enterprise (14%).
- 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
22%
arrow_upward6% YoY
Mid-Market, 37%
19%
14%
#2
#2
Adoption Rates by company size
| Company size | Adoption rate |
|---|---|
| SMB | 22% |
| Mid-market | 19% |
| Enterprise | 14% |
About Modal
Modal is a serverless platform that makes it easy to run compute-intensive workloads including AI inference and training in the cloud.
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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) |
|---|---|---|---|---|---|---|
| Apr 2026 | 19% | 14% | Mid-Market, 37% | 14% | 19% | 22% |
| Mar 2026 | 20% | 15% | Mid-Market, 35% | 16% | 18% | 22% |
| Feb 2026 | 23% | 14% | Enterprise, 39% | 17% | 16% | 21% |
| Jan 2026 | 18% | 11% | Enterprise, 43% | 21% | 14% | 19% |
| Dec 2025 | 10% | 11% | Enterprise, 45% | 21% | 13% | 18% |
| Nov 2025 | 11% | 11% | Enterprise, 49% | 21% | 12% | 18% |
| Oct 2025 | 10% | 11% | Enterprise, 47% | 26% | 11% | 19% |
| Sep 2025 | 10% | 10% | Enterprise, 51% | 21% | 11% | 19% |
| Aug 2025 | 28% | 15% | Enterprise, 49% | 22% | 9% | 20% |
| Jul 2025 | 14% | 12% | Enterprise, 57% | 18% | 8% | 18% |
| Jun 2025 | 16% | 14% | Enterprise, 60% | 21% | 5% | 18% |
| May 2025 | 13% | 13% | Enterprise, 65% | 27% | 4% | 18% |
| Apr 2025 | 7% | 12% | Enterprise, 67% | 27% | 2% | 19% |
| Mar 2025 | 9% | 13% | Enterprise, 65% | 27% | 3% | 21% |
| Feb 2025 | 12% | 15% | Enterprise, 66% | 27% | 7% | 22% |
| Jan 2025 | 6% | 13% | Enterprise, 66% | 30% | 8% | 23% |
| Dec 2024 | 21% | 19% | Enterprise, 65% | 33% | 8% | 25% |
| Nov 2024 | 21% | 24% | Enterprise, 67% | 33% | 10% | 25% |
| Oct 2024 | 11% | 14% | Enterprise, 58% | 33% | 10% | 25% |
| Sep 2024 | 20% | 10% | Enterprise, 60% | 20% | 11% | 26% |
| Aug 2024 | 6% | 11% | Enterprise, 60% | 22% | 13% | 26% |
| Jul 2024 | 17% | — | Enterprise, 61% | 22% | 14% | 27% |
| Jun 2024 | 46% | — | Enterprise, 64% | 25% | 16% | 27% |
| May 2024 | 36% | — | Enterprise, 68% | 29% | 17% | 24% |
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