We build practical and effective
AI tools

We combine AI engineering with strong interface design expertise (Ex-Google leaders). We work side-by-side with subject matter experts across disciplines to solve the problems they face in ways they can shape and trust – so the systems we build are not only powerful, but actually used. We design and deliver effective outcomes in practice, at any scale and across disciplines – not limited by intermediate applications and programs.

AI is reshaping industries and creating new markets. This shift is not just changing how businesses operate — it is redefining what they can achieve. However, ChatGPT and Co. won’t define the right product, constraints, evaluation, and operating model for your business. Additionally, what remains scarce is a clear understanding of its potential, sound architecture, disciplined execution, and systems that continue to perform reliably as complexity grows.

We combine deep AI engineering with strong UX and operating know-how– from building and shipping products at massive scale – systems used and trusted by millions of people. We help you uncover what’s possible beyond off-the-shelf tools, then turn that vision into a clear product direction, feasible plan, and a tool that solves the problem.

Your experts guide the domain; we bring technical expertise to improve problem solving in ways you can shape and trust – from first principles through delivery.

Every product we build is grounded in technical feasibility and scalability alongside user experience. We design for security, compliance, and operational constraints — so the system works reliably in real operations.

Strategy

We partner with CEOs, leadership teams, and domain experts to understand workflows, challenges, user needs, and market dynamics to identify impact and business value.

What you gain:

  • Clarity on where AI delivers measurable ROI
  • Feasibility and cost assessment
  • A product vision that aligns priorities, stakeholders, and risk management
  • Faster time-to-value with reduced delivery and technical risk
  • Confidence to move from strategy to execution with clear next steps

Build

We design UX and workflows, engineer the system end-to-end, and integrate it into your existing stack – so it performs reliably under real operational constraints.

What you gain:

  • A production-ready AI app embedded in daily operations
  • Clear UX and workflows that drive trust and usability
  • Integration with existing systems and data sources
  • A robust AI foundation (models, retrieval, validation, orchestration)
  • Optimised cost and performance at scale

Scale

We help you roll the solution out beyond a pilot and expand it to more users and use cases.

What you gain:

  • Team onboarding and practical training tailored to real workflows
  • A clear operating model: roles, decision rights, escalation paths, and guardrails
  • Change support for leaders to drive adoption with confidence
  • Performance monitoring and feedback loops to improve outcomes
  • A scaling plan to expand use cases, users, and automation safely over time

We bridge innovation and execution - we're curious by nature and practical by default. With over a decade at the frontier of AI, we've built production systems that perform at the highest scale.

Stephan Wolf

Stephan Wolf

AI Engineer, Advisor & Builder | Ex-Google

Stephan is a software engineer who understands how artificial intelligence works from first principles and builds production systems that hold up at scale. He brings over a decade of experience turning AI research into real-world applications-fast, cost-effective, and reliable.

At Google, Stephan was a founding engineer of Google Assistant and Google Lens (1B+ users). He built production AI infrastructure, custom ML pipelines, and retrieval systems-from multi-modal neural networks processing billions of images and queries to specialised statistical models, depending on what works best.

As CTO, he scaled a 100-person engineering organisation and helped drive 50M+ client profit through insurance pricing optimisation and data-driven claims algorithms. As an advisor, he helped establish the technical foundations for Jua.ai (climate tech) and Cradle.bio (synthetic biology), including strategy, de-risking, and hiring key technical talent; both companies are operating successfully and have raised 130M+.

Tanya Wolf

Tanya Wolf

Expert in UX Design and AI | Ex-Google

Tanya is UX and design leader with 20+ years of experience designing AI-powered, multimodal global products used at massive scale.

At Google, she led UX for Google Assistant (B2C) across Pixel and Android (including Pixel Fold) and was accountable for core features shipped with Pixel 6/7/8. She led and grew a global, interdisciplinary UX organisation across the US, Europe, and India, partnering closely with Product and Engineering leadership to set direction.

As Design Manager for Google Flights (B2C, including Explore and Holiday Packages), Tanya led a major redesign and feature releases that improved the travel planning and booking experience, supporting billions in annual airline revenue globally. Earlier at Google, she contributed to the evolution of Google AdWords (B2B) by leading UX initiatives that improved usability for millions of advertisers and supported significant revenue impact.

Before Google, Tanya spent over a decade in web agencies, owning UX from concept to delivery across client projects.

Whether you're envisioning a groundbreaking AI solution or a complex digital transformation, we're here to turn your boldest ideas into reality.