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14%
arrow_upward4% YoY
#4
Summary
- Fireworks AI ranks #4 within the Model Serving & Inference category, up 2 positions month-over-month.
- As of August 2026, 14% of organizations who have a vendor in the Model Serving & Inference category use Fireworks AI: up 4 percentage points from last year.
- Fireworks AI has the highest adoption among mid-market companies (16%), compared to enterprise (14%), small-to-medium businesses (14%), and micro-SMB (15%).
- Fireworks AI key capabilities include high-performance inference APIs, multi-model support, and cost-optimized AI deployment, supporting scalable generative AI applications for developers and enterprises.
Are businesses buying Fireworks AI?
Key stats
14%
arrow_upward4% YoY
Mid-Market, 49%
19%
13%
#2
#2
Adoption Rates by company size
| Company size | Adoption rate |
|---|---|
| SMB | 14% |
| Mid-market | 16% |
| Enterprise | 14% |
About Fireworks AI
Fireworks AI provides infrastructure and tools for deploying and optimizing large language models at scale. It helps developers build scalable, high-performance AI applications with ease.
Procure Fireworks AI 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
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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 | 19% | 13% | Mid-Market, 49% | 14% | 16% | 14% |
| Jun 2026 | 10% | 12% | Mid-Market, 50% | 7% | 13% | 12% |
| May 2026 | 5% | 10% | Mid-Market, 45% | 6% | 11% | 10% |
| Apr 2026 | 6% | 10% | Mid-Market, 50% | 8% | 11% | 10% |
| Mar 2026 | 6% | 9% | Mid-Market, 51% | 7% | 11% | 8% |
| Feb 2026 | 3% | 8% | Mid-Market, 50% | 5% | 9% | 8% |
| Jan 2026 | — | 8% | Mid-Market, 47% | 6% | 10% | 8% |
| Dec 2025 | 1% | 9% | Mid-Market, 42% | 6% | 9% | 10% |
| Nov 2025 | 5% | 8% | Mid-Market, 40% | 6% | 8% | 10% |
| Oct 2025 | 4% | 8% | Mid-Market, 41% | 6% | 8% | 10% |
| Sep 2025 | 8% | 9% | Mid-Market, 41% | 7% | 8% | 10% |
| Aug 2025 | 1% | 9% | Mid-Market, 41% | 7% | 9% | 10% |
| Jul 2025 | 2% | 11% | Mid-Market, 40% | 8% | 10% | 11% |
| Jun 2025 | 2% | 13% | Mid-Market, 40% | 8% | 12% | 12% |
| May 2025 | 1% | 14% | Mid-Market, 39% | 10% | 13% | 13% |
| Apr 2025 | 2% | 14% | Mid-Market, 40% | 10% | 13% | 14% |
| Mar 2025 | 7% | 15% | Mid-Market, 39% | 12% | 16% | 15% |
| Feb 2025 | 15% | 15% | Enterprise, 40% | 12% | 16% | 16% |
| Jan 2025 | 19% | 15% | Mid-Market, 40% | 14% | 15% | 15% |
| Dec 2024 | 7% | 9% | Mid-Market, 38% | 8% | 12% | 10% |
| Nov 2024 | 2% | 9% | Mid-Market, 38% | 9% | 10% | 10% |
| Oct 2024 | 5% | 9% | Enterprise, 44% | 9% | 11% | 11% |
| Sep 2024 | 8% | 9% | Enterprise, 46% | 8% | 8% | 11% |
| Aug 2024 | 9% | 6% | Enterprise, 51% | 10% | 8% | 11% |
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