Nineteen 'Data and AI' service providers participated in the study, highlighting a maturing MLOps market.
Finding 1 of 5
PeMa Quadrant · 2nd edition · Published April 2, 2025
Top MLOps Service Providers 2025
14 vendors evaluated on market penetration and technology maturity. 6 qualify as Leaders.
14
Vendors evaluated
6
Leaders
1
Moved up since 2024
7
New to the study
6 Leaders · 6 Seasoned · 2 Growth
Free for a limited time
Get the full report
Vendor profiles, scores and the full quadrant. Four quick fields.
The PeMa Quadrant
Where all 14 vendors landed
Hover a dot for the vendor, click to open its passport. Drag the slider to replay earlier editions.
Technology maturity →
SeasonedLeadersChallengersGrowth
Market penetration →
2025
What the report finds
5 shifts buyers should know
MLOps services contribute 10% to 30% of overall revenue for most vendors, indicating growing importance.
North America, Europe, and APAC are the core regions served by MLOps providers, with expansion into emerging markets.
Vendors are expanding services to include Large Language Model Operations (LLMOps) and customized solutions.
Key areas of advancement include maturity frameworks, strategic partnerships, and automation.
Vendors evaluated
All 14 vendors, and how they moved
| Vendor | Placement | Since 2024 | Headquarters | Vendor passport |
|---|---|---|---|---|
| EY | Leaders | New | London, UK | Passport → |
| Fractal Analytics | Leaders | — Held Leader | New York, United States | Passport → |
| Genpact | Leaders | — Held Leader | New York, USA | Passport → |
| LatentView Analytics | Leaders | New | Tamil Nadu, India | Passport → |
| MathCo | Leaders | — Held Leader | Illinois, US | Passport → |
| Tiger Analytics | Leaders | — Held Leader | California, US | Passport → |
| Agilisium | Seasoned | ▲ From Growth | Los Angeles, United States | Passport → |
| Aventra Group | Seasoned | New | Kuala Lumpur, Malaysia | Passport → |
| C5i | Seasoned | — Held Seasoned | Mumbai, India | Passport → |
| Hansa Cequity | Seasoned | — Held Seasoned | Mumbai, India | Passport → |
| Happiest Minds Technologies | Seasoned | New | Bengaluru, India | Passport → |
| Rackspace Technology | Seasoned | New | Texas, US | Passport → |
| Geniusse | Growth | New | Texas, US | Passport → |
| Indus Net Technologies | Growth | New | West Bengal, India | Passport → |
EYLeaders
Fractal AnalyticsLeaders
GenpactLeaders
LatentView AnalyticsLeaders
MathCoLeaders
Tiger AnalyticsLeaders
AgilisiumSeasoned
Aventra GroupSeasoned
C5iSeasoned
Hansa CequitySeasoned
Happiest Minds TechnologiesSeasoned
Rackspace TechnologySeasoned
GeniusseGrowth
Indus Net TechnologiesGrowth
Showing 10 of 14 ·
Abstract
The report titled 'Top MLOps Service Providers 2025' provides a comprehensive analysis of the MLOps market, highlighting the advancements and strategic directions of leading service providers.
It identifies 19 vendors who participated in the study, revealing that many established dedicated MLOps practices between 2018-2020, indicating a maturing market. MLOps services contribute significantly to vendors' revenues, ranging from 10% to 30%. The report emphasizes the geographic coverage of these vendors, with North America, Europe, and APAC being the core regions, while some are expanding into emerging markets. The study also notes the expansion of MLOps services to include Large Language Model Operations (LLMOps) and the development of customized solutions and accelerators. Key areas of advancement include maturity frameworks, strategic partnerships, open-source reusability, and automation. The report forecasts further transformation in the MLOps market, driven by Generative AI and large language models, with an emphasis on responsible AI practices and cloud-native technologies. Overall, the MLOps market is set for continued growth, driven by technological advancements and evolving client needs.
Methodology
How vendors were scored
The research was conducted by AIMResearch, involving 19 vendors who participated by responding to the PeMa questionnaire and attending briefing calls.
X axis
Market penetration
- Delivery scale
- Financial health
- Customer mindshare
Y axis
Technology maturity
- Technical innovation
- Value realisation
- DataOps depth
The research was conducted by AIMResearch, involving 19 vendors who participated by responding to the PeMa questionnaire and attending briefing calls. The study assessed market maturity, geographic coverage, and the expansion of MLOps services. It evaluated vendors' capabilities based on their responses, focusing on technological advancements, strategic partnerships, and the development of customized solutions. The report also analyzed key projects and expansion plans for 2025-2026, providing insights into the evolving MLOps market landscape.
Editions
2 years of this market
Every edition of the MLOps Service Providers PeMa Quadrant since it began in 2024.
Full report · PDF
Get the vendor profiles, scores and full quadrant
Free for a limited time. The PDF arrives in your inbox.
Frequently asked questions
The PeMa (Penetration and Maturity) Quadrant is AIM Research's 2x2 vendor evaluation framework. It measures each provider's market penetration (clients, deal sizes, geographic spread) and technology maturity (capabilities, platforms, partnerships), and places them as Leaders, Seasoned Vendors, Growth Vendors or Challengers.
Any enterprise technology vendor active in the relevant market category can request to participate. AIM Research issues an open RFI for each study and invites qualifying vendors via the Research Calendar.
Vendors are evaluated through a structured RFI process backed by primary research, including vendor briefings, customer references and product evaluations. They are scored across 40+ weighted criteria covering product capabilities, strategy and market impact, and the weighted scores are mapped to one of the four quadrant positions.
The date of the next edition has not been announced yet. Upcoming studies and their RFI windows are listed on the AIM Research Calendar.
MLOps service providers primarily serve North America, Europe, and APAC regions. Some vendors are expanding into emerging markets to diversify their client base, with increasing emphasis on Europe, the Middle East, and India.
MLOps services contribute significantly to vendors' revenues, ranging from 10% to 30% of their overall revenue. This indicates the growing importance and impact of MLOps in the market.
Vendors are focusing on advancements such as maturity frameworks, strategic partnerships with cloud providers, open-source reusability, advanced monitoring and observability, automation, cost-optimization, and the development of GenAI monitoring and governance frameworks.