MLOps & Infrastructure · Global
Vinova, Qubika, and Xmartlabs lead MLOps & Infrastructure worldwide as of October 2026, from 1,320 firms and 8,873 published client reviews. Ranked by specialist score: focus and evidence first, then client ratings and reviews. Placement cannot be bought. Methodology.
Researched by RankGlobal Research Team · First published Feb 16, 2026
Ranking insights
01 · Leaderboard
Each ring is a firm’s specialist score out of 100. Blue is specialisation, up to 55. Green is client evidence from ratings and reviews, up to 45. Select a firm to jump to its listing.
Specialist score: focus and evidence first, then ratings and reviews. A sponsored card is not a rank.
Singapore50-249 employees$5K - $15K
Singapore-headquartered IT consulting and development powerhouse driving growth for over two hundred fifty companies worldwide, delivering custom software, mobile apps, RPA, and AI solutions across various sectors.
Montevideo, Uruguay250-999 employees$10K - $50K
Qubika is a digital product engineering firm formed from the merger of Moove It and December Labs, providing high-quality solutions in AI, data engineering, cloud integrations, and emerging technologies.
Montevideo, Uruguay50-249 employees$10K - $50K
Xmartlabs is a boutique digital product studio specialized in end-to-end development, technical consulting, and mobile-first applications, focusing on agile methodologies to create impactful solutions for healthtech and fintech sectors.
Minneapolis, United StatesNot disclosedNot disclosed
Its own website shows its strongest capability in Data Engineering for AI within MLOps & Infrastructure, alongside MLOps and AI Data Pipelines. The industry it describes most is Warehousing & Fulfillment.
Torrance, United States50-249 employees$10K - $50K
Its own website shows its strongest capability in Data Engineering for AI within MLOps & Infrastructure, alongside Model Deployment and AI Data Pipelines. The industry it describes most is Insurance.
Orlando, United States1000-9999 employees$25K - $75K
Simform is a digital product engineering company that empowers high-growth tech firms with agile solutions in cloud architecture, AI/ML integration, and custom software development across diverse sectors.
Sofia, Bulgaria250-999 employees$10K - $50K
Accedia is a European IT services firm specializing in technology consulting and AI solutions, delivering custom software development, data analytics, and DevOps automation to fast-growing tech companies.
Pune, India250-999 employees$25K - $75K
Talentica is an AI-native product engineering firm that builds MVPs and scales platforms using generative AI, machine learning, and edge computing to help startups and enterprises innovate and modernize products.
London, United Kingdom250-999 employees$25K - $75K
Systango is a specialized software consultancy providing AI engineering, data analytics, and MLOps services, helping companies leverage generative AI and large language models to build custom agents and intelligent platforms.
Buenos Aires, Argentina10-49 employees$5K - $15K
Nearshore software services offering tailored AI-powered technology, US‑timezone-aligned developers, and custom solutions for startups to enterprises. Its own website shows its strongest capability in Data Engineering for AI within MLOps & Infrastructure, alongside MLOps.
Johannesburg, South AfricaNot disclosedNot disclosed
AI consultancy specializing in MLOps, helping organizations operationalize data science and machine learning projects by bridging the gap between data science and IT operations.
Sofia, Bulgaria250-999 employees$5K - $15K
Scalefocus delivers enterprise‑grade AI platforms, data engineering, advanced analytics, edge AI, and digital engineering services, enabling businesses across energy, finance, aviation, and iGaming to accelerate innovation and improve operations significantly.
Jaipur, India50-249 employees$5K - $15K
Appic Softwares is a global software firm delivering AI, generative AI, and mobile solutions, helping enterprises modernize systems and automate processes using frameworks like LangChain, LlamaIndex, and various LLM technologies.
Reston, United States250-999 employees$25K - $75K
Modus Create is a digital transformation firm specializing in product engineering, AI strategy, and MLOps. They help companies design and scale digital products through a builder's mindset and agile methodologies.
Lviv, Ukraine1000-9999 employees$50K - $150K
Intellias is an AI-enabled product engineering partner helping organizations scale AI programs through technology consulting, MLOps, and industry expertise in mobility, financial services, and healthcare digital transformation.
Warsaw, Poland50-249 employees$25K - $75K
Plavno is an AI-first software development firm building custom voice, chat, and multimodal AI agents, integrating LLMs, and delivering industry-specific AI solutions for healthcare, fintech, and more.
Carlsbad, United States250-999 employees$10K - $50K
A3Logics provides end-to-end digital transformation through custom AI, computer vision, and IoT solutions, helping enterprises automate workflows and innovate in sectors like pharma, fintech, and insurance.
Dubai, United Arab Emirates10-49 employees$10K - $50K
UAE-based technology partner providing custom software development, IT consulting, and AI/ML solutions for startups and enterprises across over twenty industries with specific compliance expertise.
Los Angeles, United States250+ employees$25K - $75K
Blockchain development, Generative AI development, Asset tokenization. Its own website shows its strongest capability in Predictive Analytics, alongside Anomaly & Fraud Detection and Predictive Maintenance. The industry it describes most is Diagnostics & Laboratory Services.
Bangalore, India50-249 employees$5K - $15K
MarsDevs is a product engineering studio delivering scalable apps and AI-driven systems for startups and enterprises across 10+ industries, offering AI, mobile, web, DevOps, and consulting services with innovation.
That’s the top 20 of 1,320 mapped firms in MLOps & Infrastructure. The directory lists all of them in the same order.
See all 1,320 companies →This shortlist is computed from 1,320 published MLOps & Infrastructure providers mapped in the RankGlobal dataset worldwide. We show the leading 20, ordered by specialist score: focus and evidence on each firm's own website first, then client ratings and reviews. Placement cannot be purchased. The current leaders are Vinova, Qubika, and Xmartlabs. Published Feb 16, 2026; the order changes as evidence lands.
Save firms on this list to build a shortlist you can come back to on this device.
View full shortlistRankings are a point-in-time assessment and change as evidence lands. Mapped directory · Listing disclaimer
How the list is computed, what the two score parts mean, and why placement can’t be bought.
The list is computed at request time from published MLOps & Infrastructure providers mapped in the RankGlobal dataset worldwide. Order is the specialist score: how focused each firm is on this area and how much of it its own website shows, then client ratings and reviews. It is not a stored editorial pick.
No. Placement cannot be purchased. Commercial relationships do not change rank.
Absence from this shortlist means the firm is not a published provider mapped to this scope in RankGlobal, not that it does not exist. Coverage grows as profiles and reviews are added.
