The machine learning agency.

We plan, develop, and deploy intelligent systems, built for real-world use

Managed AI teams

Embedded ML engineering teams

Partnering with startups and enterprises alike, we turn strategic priorities into real outcomes through end-to-end AI solutions. From research and hands-on implementation to scalable deployment, we offer projects with a clearly defined scope, outcome and measurable value.

Our capabilities

Deep expertise across the full AI stack

We advise, plan, deploy, and operate AI systems across the full machine learning lifecycle.

LLMOps

Built for large language models - managing cost, quality, and reliability as you scale Gen AI across the business.

MLOps

The engineering backbone that keeps ML systems running in production - training, deployment, monitoring, and retraining without breaking.

Generative AI

LLM-powered systems that generate text, code, and content on demand - built into your products and processes.

Machine Learning

Custom models built on your data to predict, classify, detect, recommend, or optimize whatever your business needs to. Across structured, time-series, and unstructured data.

AI Agents

Autonomous systems that carry out multi-step work on your behalf - handling tasks that go beyond a single answer or a single tool.

Model hosting and monitoring

Keeping AI systems live and healthy after launch - inference infrastructure, latency and performance tracking, alerting, and the ongoing maintenance most teams underestimate.

How we work

We meet you were you are

AI Concept Sprint

Hands on work to develop an actionable plan for an identified use case, ensuring clear objectives.

AI MVP Development

Rapidly develop a Minimum Viable Product, with continuous feedback and value assessment.

AI Deploy and Scale

Productionize and scale a proven MVP, integrating it in existing platforms and with business processes.

AI Optimization

Measurable and rapid improvement of existing AI or analytics solutions.

Where we operate

AI that moves industries

Finance & Fintech

The financial tech sector is our bread and butter. We have developed solutions in multiple contexts over the years and are well versed in the specific challenges of the domain.

PE/Investment · Fraud detection · Anti-money laundering · Credit risk modelling · KYC automation · Portfolio performance prediction · Due diligence NLP · Market signal extraction

Explore cases by industry

See all cases

insights

Real problems. Real systems. Real results.

Financials

Deep research multi-agent for a leading investment firm

Modulai built an agentic research system for a leading European investment firm that enriches reports by performing iterative research. It autonomously analyzes documents, reasons about potential gaps, and conducts structured investigations to surface overlooked insights and recent developments, providing a more complete picture for high-stakes decision-making.

Case

Financials

Building a trustworthy investor relations AI chat

Retail investors want answers about listed companies in plain, understandable language. Companies want to gain insights about their investors. A newly founded startup wanted to build a platform for both, providing grounded AI answers in real-time to investors and uncovering investor opinion for companies. Modulai delivered the entire GenAI pipeline and cloud backend for the investor chat in 6 weeks.

Case

Draft hero image — replace alt text in Studio

Life sciences

Detecting food intake in glucose time-series from diabetes patients

Modulai built a deep learning system that detects meals from continuous glucose monitoring (CGM) data. It helps physicians analyze patient data at scale, optimize individualized insulin treatment, and detect false meal reporting, ultimately improving care for people living with type 1 diabetes.

Case

Applications

Forecasting the success of fishing trips for millions of users

Modulai joined forces with Fishbrain to develop and deploy a machine learning service that predicts what type of fish an angler is likely to catch on any given day, anywhere in the world. Powered by 2.5 million historical catches and a global climate model, the solution drives Fishbrain's BiteTime fishing forecast feature for over 11 million users.

Case

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The machine learning agency.

Embedded ML engineering teams

Deep expertise across the full AI stack

LLMOps

MLOps

Generative AI

Machine Learning

AI Agents

Model hosting and monitoring

We meet you were you are

AI Concept Sprint

AI MVP Development

AI Deploy and Scale

AI Optimization

AI that moves industries

Finance & Fintech

The financial tech sector is our bread and butter. We have developed solutions in multiple contexts over the years and are well versed in the specific challenges of the domain.

Life Sciences & Health

From R&D to production, we build and deploy machine learning systems that are measurable, scalable, and secure for health, pharma and medtech organizations.

Logistics & Manufacturing

From the factory floor to the supply chain, we build machine learning systems that improve quality, efficiency, and uptime for industrial and manufacturing organizations.

Retail & E-commerce

Having delivered numerous projects in retail, we understand the industry's challenges and what it takes to solve them. Many retailers have substantial untapped potential to increase profitability through higher sales, more efficient operations, and smarter decision-making.

Real estate & PropTech

Automated valuation models, price prediction, and energy efficiency optimisation. We’ve built forecasting and analytics solutions that help real estate organizations make smarter investment and operational decisions.

Forestry & Energy

Multimodal supply & risk intelligence, scenario analysis, and regulatory knowledge systems. We help forestry and energy organizations model uncertainty, monitor operations, and make better long-term decisions in complex environments.

Legal

Document intelligence, legal research, and compliance automation. We build AI systems that help legal teams navigate large volumes of information faster, with greater accuracy and traceability.

Real problems. Real systems. Real results.

Deep research multi-agent for a leading investment firm

Building a trustworthy investor relations AI chat

Detecting food intake in glucose time-series from diabetes patients

Forecasting the success of fishing trips for millions of users

Embedded ML engineering teams

Deep expertise across the full AI stack

LLMOps

MLOps

Generative AI

Machine Learning

AI Agents

Model hosting and monitoring

AI Concept Sprint

AI MVP Development

AI Deploy and Scale

AI Optimization

Finance & Fintech

The financial tech sector is our bread and butter. We have developed solutions in multiple contexts over the years and are well versed in the specific challenges of the domain.

Life Sciences & Health

From R&D to production, we build and deploy machine learning systems that are measurable, scalable, and secure for health, pharma and medtech organizations.

Logistics & Manufacturing

From the factory floor to the supply chain, we build machine learning systems that improve quality, efficiency, and uptime for industrial and manufacturing organizations.

Retail & E-commerce

Having delivered numerous projects in retail, we understand the industry's challenges and what it takes to solve them. Many retailers have substantial untapped potential to increase profitability through higher sales, more efficient operations, and smarter decision-making.

Real estate & PropTech

Automated valuation models, price prediction, and energy efficiency optimisation. We’ve built forecasting and analytics solutions that help real estate organizations make smarter investment and operational decisions.

Forestry & Energy

Multimodal supply & risk intelligence, scenario analysis, and regulatory knowledge systems. We help forestry and energy organizations model uncertainty, monitor operations, and make better long-term decisions in complex environments.

Legal

Document intelligence, legal research, and compliance automation. We build AI systems that help legal teams navigate large volumes of information faster, with greater accuracy and traceability.

Deep research multi-agent for a leading investment firm

Building a trustworthy investor relations AI chat

Detecting food intake in glucose time-series from diabetes patients

Forecasting the success of fishing trips for millions of users

Want to keep up with real-world AI?