Artificial Intelligence · Data Science

How Technium took its AI models to production at scale with Elven

Specialized in developing artificial intelligence models, Technium found in Elven the infrastructure, cloud and SRE partner to strengthen and scale the operation of its models in production — with scalability, security and 30% lower cloud costs.

Elven + Technium
Strategic Partnership
↓ 30%
Reduction in cloud costs
24/7
Availability of critical systems
30 days
Release cycle for new versions
10k+
Users supported without downtime

The Challenge

A world-class data science team — ready to go even further as its infrastructure evolved

Technium specializes in developing artificial intelligence models and has an agile, highly specialized data science team. Historically, its work focused on creating and implementing custom AI solutions for its clients.

As it expanded into operating and maintaining environments, Technium saw an opportunity to evolve its infrastructure in terms of automation, standardization and scale. The partnership with Elven brought in complementary skills in cloud, SRE and security, allowing the team to stay focused on data science and accelerate this new stage of growth.

"Technium's team has its excellence concentrated in data science. The partnership with Elven was essential to complement that specialization with infrastructure and software engineering skills, expanding our delivery capacity." — David Quintão, Technium

Company
Technium
Segment
Artificial Intelligence · Data Science
Model
Consulting-based AI model development, evolving into products with recurring operations
Challenge
Taking AI models to production with scalability, availability, security and optimized costs
Elven workstreams
Cloud & SRE Kubernetes Terraform / IaC FinOps Training

The Solution

Modern, automated infrastructure tailored to each model

Elven worked side by side with Technium's technical team to restructure the way models reach production. For products that require scale and high availability, the platform migrated to Kubernetes, gaining horizontal scalability, robustness and uptime far superior to the previous VM-based model.

For projects that don't need the full complexity of Kubernetes, Elven implemented containerized environments on ECS provisioned via Terraform — infrastructure as code that spins up identical environments dozens of times with consistent results, increasing environment consistency and reducing operational risk.

Efficiency, security and knowledge

From cost optimization to team autonomy

On the FinOps side, Elven led a review and optimization of cloud resources, right-sized machine types and introduced Spot instances — keeping services resilient at a much lower cost. On security, it optimized the existing VPN and reinforced data protection best practices in production.

Perhaps the most lasting gain was knowledge transfer: through weekly meetings and day-to-day work, Technium's engineers absorbed Kubernetes, Terraform and cloud practices that they now apply on their own. All of this supports Technium's internal goal of delivering a new version every 30 days.

Self-healing infrastructure ensures that if a machine goes down for any reason, a new one automatically spins up in its place — significantly increasing resilience and operational safety.

AI in production across a wide range of industries

With the new infrastructure foundation, Technium runs artificial intelligence models reliably in domains that demand real availability and performance.

🏥

Healthcare

Skin disease detection through image analysis, connecting AI models to sensitive health data following best practices.

⛑️

Occupational Safety

A workplace accident prediction product — applied in mining — that processes audio, text and images and generates prescriptive reports.

🏗️

Construction

Intelligent analysis of documents and images to support engineering and construction processes.

🗣️

Education & Languages

Interactive language-learning platforms with real-time feedback, as well as conversational systems.

📊

Demand Forecasting

Models built on historical and tabular data that replace traditional BI with predictive and prescriptive analytics.

🏭

Large Operations

Critical systems for organizations such as FIEMG, with more than 10,000 employees, that cannot go down.

Results achieved

The partnership with Elven reduced costs, sped up solutions, increased security and gave Technium the foundation to create its new product area.

💰

30% lower cloud costs

Cleaning up idle resources, right-sizing instances and using Spot machines cut cloud costs by around 30% — along with internal process costs.

⚡

Much faster solutions

The response time of the models and systems delivered to clients dropped dramatically with the new Kubernetes and ECS architecture.

🛡️

Greater availability and security

Self-healing machines, higher uptime and stronger data security drastically reduced outages and incidents.

🎓

A skilled, autonomous team

Technium's engineers absorbed Kubernetes, Terraform and cloud practices and now apply them independently in their day-to-day work.

🚀

A new product area made possible

With automated processes and robust infrastructure, Technium built a new business pillar: recurring maintenance and support.

🔁

Releases every 30 days

Automation and standardization support Technium's ambitious goal of delivering a new version to clients every 30 days, with fewer failures.

"
It was a really good experience. The Elven team is very helpful, always proposing improvements and very patient. You gave us that initial kick-start, our infrastructure became much more robust and our problems dropped drastically.
Henrique Perim — Technical Lead, Technium

The Partnership

Two lean, specialized and complementary teams

Technium stays focused on what it does best — developing cutting-edge artificial intelligence models — while Elven now supports the evolution of the platform layer, in collaboration with Technium's team: infrastructure, cloud, SRE, observability and security. It's a win-win model in which each company extends its reach and delivers more value to the end client.

More than a one-off project, the relationship continues as a long-term strategic partnership, with Elven among Technium's partners for all AI support areas.

Why it works

From the same school: from services to product

Elven has traveled exactly the journey Technium is now starting: years of service projects before productizing observability and incident management platforms. That experience allows Elven to advise Technium on what is worth turning into a product and how to keep environments generating value sustainably.

"You are among Technium's strategic partners for AI support areas. We'll be working together even more in the future." — David Quintão, Technium

Take your solutions to production with security and scale.

Just like Technium, count on Elven for infrastructure, cloud, SRE and observability — from the lab to production, with costs under control.

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