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15%
arrow_upward2% YoY
#3
Summary
- Modal ranks #3 within the Model Serving & Inference category, maintaining its position month-over-month.
- As of August 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 (12%), 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
15%
arrow_upward2% YoY
Mid-Market, 38%
6%
10%
#6
#4
Adoption Rates by company size
| Company size | Adoption rate |
|---|---|
| SMB | 15% |
| Mid-market | 12% |
| 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.
Procure Modal with Ramp
AI agents handle purchasing from source to payment. Employees buy faster. Finance controls every dollar.
- checkMatches POs to invoices automatically
- checkManages intake, approvals, and vendor onboarding in one system
- checkEnforces policy controls before purchases are made
Similar solutions
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) |
|---|---|---|---|---|---|---|
| Jul 2026 | 6% | 10% | Mid-Market, 38% | 14% | 12% | 15% |
| Jun 2026 | 5% | 10% | Mid-Market, 38% | 13% | 12% | 15% |
| May 2026 | 8% | 10% | Mid-Market, 38% | 13% | 13% | 15% |
| Apr 2026 | 9% | 10% | Mid-Market, 38% | 13% | 12% | 15% |
| Mar 2026 | 11% | 10% | Mid-Market, 36% | 12% | 12% | 15% |
| Feb 2026 | 10% | 9% | Enterprise, 37% | 13% | 11% | 14% |
| Jan 2026 | 14% | 8% | Enterprise, 41% | 15% | 10% | 13% |
| Dec 2025 | 6% | 8% | Enterprise, 43% | 15% | 9% | 13% |
| Nov 2025 | 9% | 9% | Enterprise, 46% | 15% | 8% | 13% |
| Oct 2025 | 5% | 8% | Enterprise, 43% | 16% | 8% | 13% |
| Sep 2025 | 8% | 8% | Enterprise, 47% | 14% | 8% | 14% |
| Aug 2025 | 8% | 7% | Enterprise, 44% | 15% | 6% | 14% |
| Jul 2025 | 11% | 8% | Enterprise, 49% | 12% | 5% | 14% |
| Jun 2025 | 7% | 9% | SMB, 42% | 12% | 4% | 15% |
| May 2025 | 8% | 9% | Enterprise, 43% | 10% | 4% | 15% |
| Apr 2025 | 5% | 9% | Enterprise, 44% | 10% | 4% | 15% |
| Mar 2025 | 8% | 9% | Enterprise, 46% | 12% | 4% | 16% |
| Feb 2025 | 6% | 9% | Enterprise, 48% | 12% | 4% | 17% |
| Jan 2025 | 4% | 10% | Enterprise, 49% | 14% | 5% | 18% |
| Dec 2024 | 13% | 12% | Enterprise, 47% | 15% | 6% | 20% |
| Nov 2024 | 11% | 12% | Enterprise, 49% | 18% | 9% | 20% |
| Oct 2024 | 16% | 9% | SMB, 37% | 18% | 9% | 20% |
| Sep 2024 | 6% | 13% | Enterprise, 35% | 8% | 11% | 19% |
| Aug 2024 | 2% | 19% | Enterprise, 36% | 10% | 12% | 20% |
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