Top 22 MLOps and AIOps startups

Updated: Dec 16, 2025
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MLOps (AIOps) startups develop tools that automate the deployment, monitoring and management of machine learning models and AI systems in production environments.
1
Databricks
Country: USA | Funding: $25.8B
Databricks is developing cloud-based platform Databricks Data Intelligence for working with Big Data and machine learning. It brings together everything needed for the full data cycle: storage, processing, analysis, model creation, training and deployment. It includes MLflow - an open-source system for managing machine learning models, experiment tracking and automated deployment. The platform provides interactive notebooks (like Jupyter) for writing code in Python, SQL, R and Scala and running it on clusters. Databricks allows to develop your own models, AI agents and generative AI applications based on company's own data.
2
Milestone
Country: Israel | Funding: $10M
Milestone creates a platform that allows companies using generative AI as a part of coding workflows, to track its ROI. It links AI tool usage with engineering metrics, such as code quality. Milestone depends on four pillars — codebases, project management platforms, team structure, and the codegen tools themselves — to create what he calls as “a GenAI data lake.” In practice, this provides organizations practical data on which teams use AI and to what impact — thanks to their own information. Equipped with this data, managers under constant pressure to leverage AI to push productivity are, for instance, able to assess feature delivery speed and can determine whether recent bugs were caused by AI-generated code and can make informed decisions on where to deploy these tools.
3
Modular
Country: USA | Funding: $380M
Modular is the next-generation AI developer platform unifying the development and deployment of AI for the world.
4
BigPanda
Country: USA | Funding: $337M
BigPanda offers a platform that helps IT Ops, NOC, and DevOps teams detect, investigate, and resolve IT incidents faster and more easily.
5
Aisera
Country: USA | Funding: $164.5M
Aisera provides AI-driven service solution that automates operations and support for IT, human resources, sales, and customer service.
6
Arize
Country: USA | Funding: $131M
Arize AI offers a platform that explains and troubleshoots production AI.
7
Grid.ai
Country: USA | Funding: $108.5M
Lightning AI is the first operating system for AI. Build AI models and Lightning Apps (end to end ML systems).
8
Galileo
Country: USA | Funding: $68.1M
Next generation data toolchain for ML developers
9
OpsRamp
Country: USA | Funding: $57.5M
The OpsRamp IT operations platform discovers, monitors, manages and automates hybrid IT infrastructure.
10
Deepset
Country: Germany | Funding: $45.6M
Next-level semantic search for enterprises fueled by latest NLP and open-source
11
CalypsoAI
Country: USA | Funding: $43.2M
Calypso AI provides a platform that allows organizations to accelerate their use of language models. Its solution protects sensitive information from unauthorized access via public large language models, detects and prevents malicious attacks deployed through generative AI tools and verifies LLM output to enhance decision-making.
12
MakinaRocks
Country: South Korea | Funding: $38.4M
MakinaRocks provides machine learning solutions and an MLOps platform to accelerate and scale the industrial sector’s transition to AI.
13
Seldon
Country: UK | Funding: $33.7M
Seldon enables ML engineering teams to accelerate from R&D to production with proven 84% efficiency gains. Their open-source projects are considered best-of-breed in model serving, explanations and monitoring
14
Diveplane
Country: USA | Funding: $34M
Diveplane develops an AI-based platform that is faster than current off-the-shelf solutions and can train on significantly less data.
15
Striveworks
Country: USA | Funding: $32.3M
Striveworks has created a fluid platform that adapts & readapts as it works toward a future where AI-based economy can free human capacity.
16
Qwak
Country: Israel | Funding: $27M
Qwak is a management platform designed specifically for machine learning models in production.
17
FedML
Country: USA | Funding: $19.5M
FedML allows companies to train, deploy, monitor and improve AI models on the cloud or edge.
18
VESSL AI
Country: USA | Funding: $17M
VESSL AI provides an end-to-end MLOps platform that enables high-performance ML teams to build, train, and deploy models faster at scale.
19
Deepchecks
Country: Israel | Funding: $14M
Deepchecks provides tools to check and monitor their machine-learning-based systems.
20
Senser
Country: Israel | Funding: $9.5M
Senser is an AIOps platform that replaces the pain of monitoring and troubleshooting with insights you can actually do something with.
Siddhant Patel
Editor: Siddhant Patel
Siddhant Patel is a senior editor for AI-Startups. He is based out of India and has previously worked at publications including Huffington Post and The Next Web. Siddhant has a special interest in artificial intelligence and has spent a decade covering the rapidly-evolving business and technology of the industry. Siddhant graduated from the Indian Institute of Science (Bengaluru). When he’s not writing, Siddhant is also a developer and has a deep historical knowledge of the computer industry for the past 50 years. You can contact Siddhant at sidpatel(at)ai-startups(dot)pro