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Operationalize your AI

Your prototype worked. Now build and deploy AI tools that work in the real world.

Building an AI prototype is one thing, putting it into production is another.

This stage is where the technical, organizational, and operational complexity ramps up. We specializes in taking high-potential use cases and turning them into usable, scalable, maintainable tools. We build production-ready models, create robust infrastructure, and train your team to use and own the solution.

Who this is for

  • You have a successful prototype or pilot and want to roll it out.
  • You’re building AI tools but need help with infrastructure, integration, or workflows.
  • Your team needs support deploying, maintaining, or scaling AI systems.

Typical challenges we solve

  • “Our prototype worked great, but no one knows how to actually roll it out.”
  • “We built a model, but it’s hard to maintain or monitor.”
  • “We need to integrate this into a legacy system.”
  • “Our engineers can code, but we need someone to lead the architecture.”

AI Implementation Services

Model Development and Deployment

Model Development & Deployment

We develop or refine your AI models and make sure they’re deployment-ready.

  • Model selection, training, and evaluation
  • Model versioning & lifecycle management
  • Cloud deployment (e.g. AWS, Azure, GCP)
  • One-click deployment scripts for common use cases
Services Systems Integration

System Integration & Infrastructure

We integrate your AI tools into existing systems or help build infrastructure from scratch, with security, privacy and compliance checks as standard.

  • API development & integration
  • Embedding AI into internal or customer-facing software
  • Custom-built infrastructure to match your IT landscape
  • Infrastructure as code (IaC)
Services Workflow Automation

Workflow Automation & Enablement

We make sure your team can actually use what we build, every day.

  • End-user training
  • Role-specific workflows (Ops, Sales, HR, Dev)
  • Access & permission management
  • Documentation and handover packages
Services Monitoring and Maintenance

Monitoring & Maintenance

We don’t just ship code. We help you run and scale it responsibly.

  • Data and model monitoring (e.g., drift detection, performance degradation)
  • Operational health dashboards
  • Retraining triggers and model governance
  • Bug handling and service-level response plans

Spryfox Tooling & Approach

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One-Click Deployment

For repeatable use cases, we can spin up trained models with pre-built interfaces and monitoring in minutes.

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“AI-gile” Development

Traditional development methodologies are not fit for purpose, so we developed our own approach. Supported by proprietary tools, we can help you get from PoC to production-ready scale in weeks, not months. 

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Production-Grade Monitoring

Our proprietary monitoring tools extend beyond PoCs, covering data quality, security, AI performance, and usability in real environments, ensuring long term accuracy and dependability at scale.

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End-to-End Thinking

From architecture to enablement, we own the full lifecycle and work with you every step of the way.

Outcomes and Results

  • Working AI solutions integrated into real systems
  • Deployed models in production environments
  • Trained users and documented processes
  • Live monitoring of models and data
  • Repeatable infrastructure for the next use case
  • You retain full ownership of the code and can choose to have Spryfox hand over the project and train your internal data scientists.
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Case Study Snapshot

Client: Uster Technologies (Switzerland)

Challenge: Long lead time to train and deploy new AI models for customers.

Our Work: Flexible image recognition model that adapts to various customers and environments > One-click-deployment > Integration into core application > Data and model monitoring and quality assurance.

Outcome: An AI model that detects over 20 defect classes in various textiles with >95% accuracy. The model can be flexibily deployed at the edge or in the cloud and significantly accelerated onboarding of new customers.

 

What others say about Spryfox

"We worked with Spryfox on a project to collect and automatically classify energy data. The team impressed us with their wealth of ideas, technical excellence and impressively fast prototyping. The resulting solution brings us one step closer to our corporate vision – we look forward to working with them again!"

Octopus Energy 2-1

Merlind Schatz

COO

"Spryfox's ability to understand and respond to our business needs while introducing innovative solutions is commendable. We highly recommend the company for its expertise in combining technology and traditional industries.

This collaboration has led to the development of innovative tools and Al-powered workflows that improve our efficiency and quality of service when advising clients in the real estate sector."

kucera

Dr. Stefan Kucera

Partner

"We have been working closely with Spryfox since 2022. As a healthcare company, it is important for us to work with partners we can really trust. As a start-up company, we also need to work with partners who are flexible and responsive. We have found that the Spryfox team meets and exceeds both requirements."

care connect

Dr. Fiona Kiernan

Chief Economist

"Oxite has worked closely with Spryfox over the past 2 years in order to develop its data analytics tools, Al-driven company research and our internal knowledge systems. The team has continually been creative and pragmatic in their approach and has helped us develop capability that allows us to stand out in our industry. We chose to work with Spryfox instead of a large consultancy as they were able to tailor their service offering and workflow to our specific needs and were extremely responsive during and after our projects. We look forward to continued our partnership with the Spryfox team and highly recommend working with them."

oxite

Andrew Ofori

CEO

"The Spryfox team has been an invaluable partner for Fetch Pet Insurance since 2020. They have helped us develop a unique application that allows pet owners to monitor their pet's health like never before.

Together, we successfully developed and launched the Fetch Health Forecast - an innovative, AI-powered online dashboard. This platform enables pet owners to predict the future health of their dog, plan the associated care costs and proactively ensure their pet's well-being."

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Karen Leever

COO

"Our collaboration with Spryfox has been a key element in driving innovation at dacoso.

The team, led by Johannes and Max, has always demonstrated a deep understanding of our needs and ensured a seamless integration of cutting-edge Al solutions into our projects. Their responsiveness and flexibility have greatly supported our goals and built a trusting relationship. We are excited to see how this collaboration will evolve and lead to further success for both parties."

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Felix Pohl

CEO

"I had the pleasure of working closely with Max and the Spryfox team for over a year to develop a complex and automated platform. Throughout the project, the team was always available to provide support and adapt to our evolving needs. Their experience and flexibility were crucial in meeting our objectives, often delivering ahead of expectations. I would certainly recommend Spryfox for addressing your emerging Al challenges."

Ronak Joshi

Project Manager

As a provider of a leading software platform for wealth management, QPLIX holds its partnerships to the highest standards of quality, reliability, and innovation. Our collaboration with Spryfox on an AI experimentation pipeline was an important milestone in advancing our use of artificial intelligence. Throughout the project, Spryfox impressed us with their deep expertise, flexibility, and commitment. Working closely with our team, their developers quickly established a robust technical foundation that enabled us to explore new, data-driven capabilities and deliver tangible value to our clients.

We particularly appreciated Spryfox’s dependable communication and dedication, especially under ambitious timelines and challenging project goals. Their solution-oriented and collaborative approach was key to the project’s success.

We highly recommend Spryfox as an experienced and capable partner for demanding AI initiatives."

Qplix

Jörg Heinichen

Director Platform Development

"Spryfox has been an outstanding development partner on our predictive analytics initiative. They delivered Vector, our new predictive analytics tool, with exceptional quality while staying fully on schedule and within budget. Beyond the technical excellence, they were incredibly easy to work with — transparent, communicative, and proactive at every stage. I would highly recommend Spryfox to any organization pursuing advanced data science, machine learning, or AI solutions."

Averhealth

Vikram Menon

CTO

We started working with Spryfox in 2022, and over the past four years they have delivered tremendous value to our company. Led by Christian, the team built and refined sophisticated bidding models that had a direct and measurable impact on our business, driving meaningful revenue growth while significantly improving our profit margins.

What sets Spryfox apart is their thoughtful, analytical approach. They took the time to deeply understand our systems, including years of accumulated data and complexity, and consistently challenged assumptions while remaining open to new and better ways of doing things. Their ability to learn quickly, adapt, and deliver practical improvements has been truly impressive.

Beyond the results, they are extremely professional, dedicated, and genuinely pleasant to work with. We trust them completely to take ownership, follow through, and get the job done right.

networx

Shoshana Jacobs

Director of Engineering

“We have been working with Spryfox since 2024. What convinced us from the outset was the rare combination of genuine technical depth and strategic understanding.

Spryfox operates confidently on both levels: the team knows how to build AI solutions that really work and, at the same time, understands what these solutions mean strategically for companies. This ability to bridge the gap between technology and business is rare in practice and extremely valuable to us.

Our collaboration is characterized by reliability, clarity, and a genuine interest in our goals. We look forward to many more years of working together."

CO Improve-1

Andreas Grohmann

Geschäftsführer, CO Improve

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Let’s make your AI real.
If you’ve validated the idea, we’ll help you deliver the result, production-ready, integrated, and built to last.