Trustgent
Market map · ML runtime & inference infra

The verified ML runtime & inference infra landscape.

Every AI builder with a verified ML runtime & inference infra delivery record, worldwide — cross-referenced (L2) or higher. Ranked on earned proof, never paid placement.

125 verified builders qualify for this map — every one cross-referenced (L2) or higher. Order is earned: highest verification level first, ties broken by most-recent verification. A free-plan L5 provider always outranks a paid-plan L1; plan tier is never a ranking input.

Most recent verification on this map: 2026-07-07. This is a live view — the ranking updates as builders re-verify.

Choosing an AI builder? Don’t stop at the demo. Trustgent’s six-level verification scale(L0–L5) tells you how much of a provider’s claim is independently corroborated, and how ranking works explains why proof — not spend — sets the order. Work through the questions to ask a partner and the evaluation scorecard, then request verified quotes from the builders on this map.

Verified builders on this map

Tikal

Tel Aviv, Israel

Hands-on tech consultancy embedding senior data and streaming engineers.

Streaming dataData platform en…Platform enginee…+1 more
records
1
team
50-200
founded
1998

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Zartis

Cork, Ireland

Cork technology consultancy with a published cloud cost optimisation service

FinOps & cloud c…Cloud migrationPlatform enginee…+2 more
records
1
team
200+
founded
2009

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Introl

Chicago, United States

GPU and inference infrastructure deployment at scale

ML runtime & inf…Kubernetes opera…Platform enginee…
records
1
team
200+
founded
2018

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

NeuralMedic

Ingolstadt, Germany

Small MLOps shop building model registry, CI/CD and Triton/BentoML serving for German mid-market.

ML runtime & inf…Platform enginee…
records
1
team
2-10
founded
0

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Sela Cloud

Tel Aviv, Israel

Multi-cloud services from development to FinOps and SecOps

FinOps & cloud c…Cloud migrationPlatform enginee…+2 more
records
1
team
200+
founded
1998

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Izertis

Gijón, Spain

Digital consultancy with AI, DevOps and MLOps practices

ML runtime & inf…Data platform en…Platform enginee…+2 more
records
1
team
200+
founded
1996

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Simform

Ahmedabad, India

Ahmedabad product-engineering firm with a managed MLOps line

ML runtime & inf…Platform enginee…Kubernetes opera…
records
1
team
200+
founded
2010

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Netlight

Stockholm, Sweden

Stockholm-founded consultancy with a stated MLOps and model lifecycle practice.

ML runtime & inf…Data platform en…DataOps & data q…+2 more
records
1
team
200+
founded
1999

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

OPENMARU

Seoul, South Korea

Cloud-native and Kubernetes consulting for public-sector AI workloads

ML runtime & inf…Kubernetes opera…Platform enginee…
records
1
team
50-200
founded
2011

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Valuedate

Viana do Castelo, Portugal

Nearshore data and MLOps engineering out of Viana do Castelo

ML runtime & inf…Data platform en…DataOps & data q…
records
1
team
10-50
founded
0

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Xertica

Mexico City, Mexico

Google Cloud Vertex AI implementation in LATAM

ML runtime & inf…Data platform en…Cloud migration
records
1
team
200+
founded
2016

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Kantega

Trondheim, Norway

Employee-owned Norwegian consultancy with an MLOps practice

ML runtime & inf…Kubernetes opera…Data platform en…
records
1
team
200+
founded
0

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

GetInData

Warsaw, Poland

Google Cloud MLOps Partner of the Year, now part of Xebia

ML runtime & inf…Data platform en…Streaming data+1 more
records
1
team
50-200
founded
2014

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Halfspace

Copenhagen, Denmark

Copenhagen data and AI firm building platforms and APIs for production.

ML runtime & inf…Data platform en…Platform enginee…
records
1
team
50-200
founded
2018

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Elitmind

Warsaw, Poland

Microsoft-stack ML lifecycle work — Azure ML, Databricks

ML runtime & inf…Data platform en…Warehouse migrat…
records
1
team
50-200
founded
0

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Inmeta

Oslo, Norway

Data and AI consultancy inside the Crayon group

ML runtime & inf…Data platform en…Kubernetes opera…+1 more
records
1
team
200+
founded
0

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

NEOFACTO

Esch-sur-Alzette, Luxembourg

Luxembourg software house delivering AI/ML with DevOps discipline

ML runtime & inf…Kubernetes opera…Platform enginee…+1 more
records
1
team
50-200
founded
2000

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

DoiT

Tel Aviv, Israel

Multi-cloud engineering with a GenAI/MLOps accelerator practice.

ML runtime & inf…Cloud migrationKubernetes opera…+2 more
records
1
team
200+
founded
2009

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Opsfleet

Kfar Bin-Nun, Israel

AWS Advanced Partner running AI, data and Kubernetes for scale-ups.

ML runtime & inf…Kubernetes opera…Data platform en…+1 more
records
1
team
50-200
founded
2014

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Kuzmanko

Tel Aviv, Israel

Operator-led AI consulting from strategy through MLOps/LLMOps.

ML runtime & inf…Data platform en…
records
1
team
2-10
founded
2024

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

triggo.ai

São Paulo, Brazil

Snowflake services partner with a modern-data-stack practice.

Warehouse migrat…Data platform en…DataOps & data q…+1 more
records
1
team
200+
founded
2021

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

IntelliEdge

Vienna, Austria

TU Wien spin-off working on cloud, edge and SLO-driven platforms.

SRE & load-hold …Kubernetes opera…Platform enginee…+1 more
records
1
team
2-10
founded
0

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Datarmony

Barcelona, Spain

Data-driven consultancy and Google Cloud AI partner

ML runtime & inf…Data platform en…DataOps & data q…
records
1
team
10-50
founded
2022

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Datarisk

Florianópolis, Brazil

MLOps platform and Model-as-a-Service consulting for regulated Brazilian sectors

ML runtime & inf…Data platform en…DataOps & data q…
records
1
team
50-200
founded
2017

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Copenhagen AI

Copenhagen, Denmark

Sovereign cloud inference and agentic workflows out of Copenhagen.

ML runtime & inf…Platform enginee…Kubernetes opera…+1 more
records
1
team
10-50
founded
0

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Aivix

Boortmeerbeek, Belgium

Databricks and AWS partner inside the Intellus Group

Warehouse migrat…Data platform en…ML runtime & inf…
records
1
team
10-50
founded
2022

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

DaCodes

Mérida, Mexico

AWS MLOps for forecasting and demand platforms

ML runtime & inf…Data platform en…Cloud migration
records
1
team
200+
founded
2014

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Codento

Helsinki, Finland

Premier Google Cloud partner running Vertex AI and GKE-based ML in production

ML runtime & inf…Kubernetes opera…Data platform en…+1 more
records
1
team
50-200
founded
2017

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

CloudStudio

Mexico City, Mexico

GCP-first cloud and Vertex AI infrastructure

ML runtime & inf…Kubernetes opera…Cloud migration+1 more
records
1
team
10-50
founded
2018

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

ClickIT

Saltillo, Mexico

AWS-centric DevOps and MLOps

ML runtime & inf…Kubernetes opera…Platform enginee…+1 more
records
1
team
50-200
founded
2011

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

CJ OliveNetworks

Seoul, South Korea

CJ Group IT services arm; Data Intelligence and BigQuery delivery for media and retail

Warehouse migrat…Data platform en…Cloud migration+1 more
records
1
team
200+
founded
1995

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

CI&T

Campinas, Brazil

NYSE-listed Campinas consultancy building MLOps on cloud-native data platforms

ML runtime & inf…Cloud migrationData platform en…+1 more
records
1
team
200+
founded
1995

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Bright Cape

Eindhoven, Netherlands

Eindhoven data science and process mining consultancy

ML runtime & inf…Data platform en…DataOps & data q…
records
1
team
10-50
founded
2013

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

B12 Consulting

Louvain-la-Neuve, Belgium

Louvain-la-Neuve AI and software firm with a combined DevOps and MLOps practice, now part of Yuma.

ML runtime & inf…Data platform en…Platform enginee…
records
1
team
10-50
founded
2012

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Automat-it

Tel Aviv, Israel

AWS Premier Partner with an MLOps Accelerator for startups.

ML runtime & inf…Kubernetes opera…Cloud migration+1 more
records
1
team
50-200
founded
2012

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Ateleris

Brugg, Switzerland

Small Aargau software and data engineering shop with an ML playground

ML runtime & inf…Data platform en…
records
1
team
10-50
founded
0

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Anchormen

Amsterdam, Netherlands

Amsterdam applied-AI unit of the Eraneos Group

ML runtime & inf…Data platform en…DataOps & data q…
records
1
team
50-200
founded
2008

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Alv

Oslo, Norway

MLOps and data platform consultants on Databricks and Azure

ML runtime & inf…Data platform en…DataOps & data q…
records
1
team
10-50
founded
2019

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Algorithma

Stockholm, Sweden

Stockholm and Gothenburg firm building and running agentic AI systems.

ML runtime & inf…Platform enginee…
records
1
team
10-50
founded
0

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

RX-M

San Francisco, United States

Vendor-neutral Cloud Native, Kubernetes and AI consulting and training

Kubernetes opera…Platform enginee…ML runtime & inf…
records
1
team
50-100
founded
2012

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Rhino Partners

Singapore, Singapore

Singapore-founded custom software & data-science shop with Databricks lakehouse practice

Data platform en…DataOps & data q…ML runtime & inf…
records
1
team
50-100
founded
2016

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Quintor

Groningen, Netherlands

Smart software solutions for enterprise

ML runtime & inf…Platform enginee…Kubernetes opera…+1 more
records
1
team
150-250
founded
2005

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Profisea

Tel Aviv, Israel

AWS Premier partner and Kubernetes Certified Service Provider

Cloud migrationKubernetes opera…SRE & load-hold …+3 more
records
1
team
50-200
founded
2018

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

ProCogia

Vancouver, Canada

Vancouver data and AI consultancy; Snowflake Select Partner.

Data platform en…Warehouse migrat…ML runtime & inf…+1 more
records
1
team
100-250
founded
2013

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Kubernauts GmbH

Cologne, Germany

Enterprise Kubernetes operations and platform engineering

Kubernetes opera…Platform enginee…SRE & load-hold …+1 more
records
1
team
10-50
founded
2018

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Neoxia

Paris, France

Cloud, data and AI factory

Cloud migrationData platform en…Kubernetes opera…+1 more
records
1
team
200-500
founded
2000

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

MyOps

Tel Aviv, Israel

Multi-cloud consultancy (AWS Advanced, GCP Premier) inside Yael Group

Cloud migrationKubernetes opera…Data platform en…+2 more
records
1
team
50-200
founded
0

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

MegazoneCloud

Seoul, South Korea

Korea's largest multi-cloud MSP, spanning AWS, Google Cloud, and Azure

Cloud migrationData platform en…Platform enginee…+2 more
records
1
team
1001-5000
founded
2012

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Matrix DnA

Herzliya, Israel

Matrix group's data platform, BI, and analytics engineering arm

Data platform en…DataOps & data q…Warehouse migrat…+2 more
records
1
team
200-500
founded
2013

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Massive Insights

Toronto, Canada

Toronto data engineering and analytics firm working across Snowflake, Databricks, and dbt.

Data platform en…DataOps & data q…Warehouse migrat…+1 more
records
1
team
10-50
founded
2012

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Levio

Quebec City, Canada

North American digital transformation firm and Databricks Consulting Partner

Data platform en…Cloud migrationDataOps & data q…+1 more
records
1
team
2000+
founded
2014

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Kubrick Group

London, United Kingdom

Outcome-led data, AI and cloud consultants embedded in your business

Data platform en…Platform enginee…ML runtime & inf…
records
1
team
500-1000
founded
2016

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

kipi.ai

Houston, TX, United States

Snowflake elite partner, WNS subsidiary

Data platform en…Warehouse migrat…DataOps & data q…+1 more
records
1
team
500-1000
founded
2019

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Keyrus

Levallois-Perret, France

International data and analytics consultancy

Data platform en…DataOps & data q…ML runtime & inf…+1 more
records
1
team
1000-5000
founded
1996

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Kablamo

Sydney, Australia

Cloud software, data & AI and technology transformation for AU and Canadian enterprises

ML runtime & inf…Cloud migrationData platform en…+1 more
records
1
team
100-200
founded
2016

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Dedicatted

Toronto, Canada

AWS Premier Tier Kubernetes and DevOps partner

Kubernetes opera…Platform enginee…Cloud migration+1 more
records
1
team
51-200
founded
2018

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Datumo

Warsaw, Poland

Google Cloud, Snowflake, and Azure data platform consultancy

Data platform en…Cloud migrationML runtime & inf…+3 more
records
1
team
50-100
founded
2017

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

DataPebbles

, Netherlands

Enterprise data engineering and real-time systems consultancy partnering with Confluent and Databricks.

Streaming dataData platform en…DataOps & data q…+1 more
records
1
team
10-50
founded
0

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

DataChef

The Hague, Netherlands

We put AI into production and make it pay off

Data platform en…ML runtime & inf…Streaming data
records
1
team
20-50
founded
2019

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

D55

Manchester, United Kingdom

Application modernisation experts on AWS, Azure and Google Cloud

Cloud migrationData platform en…Platform enginee…+1 more
records
1
team
50-100
founded
2018

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Core42

Abu Dhabi, United Arab Emirates

Sovereign cloud and AI infrastructure company, part of G42

Cloud migrationData platform en…Platform enginee…+2 more
records
1
team
1001-5000
founded
2023

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

CloudRaft

Indore, India

Strategic AI and cloud native consulting partner

Platform enginee…Kubernetes opera…ML runtime & inf…
records
1
team
20-50
founded
2022

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

CloudNation

Bunnik, Netherlands

Cloud-native specialists for AWS, Azure and Google Cloud

Cloud migrationPlatform enginee…ML runtime & inf…+1 more
records
1
team
50-100
founded
2016

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

CloudMile

Singapore, Singapore

Google Cloud Premier partner with a FinOps + AI positioning across APAC

FinOps & cloud c…Cloud migrationData platform en…+1 more
records
1
team
200+
founded
2017

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Cloud.in

Pune, India

Pune-based AWS Premier partner combining multicloud FinOps with GenAI enablement

FinOps & cloud c…Cloud migrationPlatform enginee…+1 more
records
1
team
50-200
founded
2016

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

CloudBIA

Singapore, Singapore

Singapore-HQ digital solutions provider for IT modernization, hybrid multi-cloud and data warehouse migration

Warehouse migrat…Cloud migrationData platform en…+1 more
records
1
team
51-200
founded
2014

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Applify

Singapore, Singapore

AWS Advanced Tier partner and AWS APJ Rising Star 2024

Cloud migrationPlatform enginee…ML runtime & inf…
records
1
team
100-200
founded
2014

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Ingeno

Sherbrooke, Canada

Quebec AWS Advanced Tier partner for cloud-native migration, IoT and GenAI

Cloud migrationML runtime & inf…Platform enginee…+1 more
records
1
team
11-50
founded
2009

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Indicium

Florianópolis, Brazil

Data platform and analytics engineering

Data platform en…DataOps & data q…ML runtime & inf…+1 more
records
1
team
500-1000
founded
2017

Verified at L2 · unclaimed. Claim it free to respond to buyers and climb to a client-verified rating. Claim it free →

Showing the top 100 by earned verification. See all ML runtime & inference infra providers for the full ranked slate.

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