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AI rapid prototyping: prove value before you scale

Many organisations spend months planning AI initiatives before seeing any tangible proof of value. We believe in a more direct approach: transforming concepts into working AI prototypes within days. Our AI rapid prototyping methodology enables you to test real functionality with actual users and data, providing the evidence needed to make informed investment decisions, reduce uncertainty and build organisational confidence in your AI programme.

  • Rapid development cycle: From concept to functional AI prototype in days using a proven validation methodology

  • Evidence-based validation: Test with real users and real data before committing to full-scale development

  • Two-phase approach: Fast prototyping on Bonzai, scalable production on your preferred cloud infrastructure

  • Existing platform integration: Build AI capabilities within your current CMS, DXP, or portal infrastructure

  • Architecture-backed roadmaps: Strategic direction supported by technical evidence and feasibility validation

  • Architecture-backed roadmaps: Strategic direction supported by technical evidence and feasibility validation

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Our AI rapid prototyping services

Hackathon-style innovation sprints

Structured innovation sessions bring together your team and our AI specialists to rapidly explore multiple use cases. These intensive sprints often reveal unexpected opportunities while building internal momentum for AI adoption. 

AI rapid prototype development

We transform AI concepts into working prototypes in days, not months. Using our streamlined development approach, you can test functionality, gather user feedback, and validate business value before making significant platform or infrastructure investments. 

User testing and validation

Real prototypes enable real testing. We facilitate user sessions with your stakeholders, gathering feedback that shapes both the AI functionality and the broader production strategy. 

AI applications within existing platforms

You don't need to replace your existing CMS, DXP, or portal to integrate AI. We build targeted AI capabilities directly within your current infrastructure, as demonstrated with Alliander's five successful POCs within their Sitecore environment.  

Platform migration: Bonzai to client-cloud

Fast prototypes on Bonzai, production on your cloud. We guide the migration from successful Bonzai implementations to enterprise-grade environments on Azure AI, AWS, or Google Cloud, ensuring you maintain speed while gaining control. 

From prototype to production planning

A successful prototype provides insights that shape your broader AI architecture. We ensure these learnings inform your production roadmap, preventing valuable discoveries from being lost in the transition from prototype to strategic programme. 

Let's discuss your AI prototyping needs

Our approach to AI rapid prototyping

Our prototyping philosophy centres on one principle: prove value before committing full infrastructure costs. Stakeholder confidence, team buy-in, and budget decisions accelerate when there's something tangible to test, evaluate, and validate.

Phase 1: speed via Bonzai

We use our Bonzai platform to eliminate enterprise overhead during prototyping while maintaining production-quality standards. This approach delivers working AI applications in days, not weeks, without sacrificing the robustness needed for meaningful testing. 

Validation: evidence before build

Every prototype generates insights about user behaviour, technical requirements, and business impact. We structure prototyping sprints to capture these learnings systematically, ensuring your investment decisions are informed by real data rather than theoretical assumptions. 

Phase 2: production on client-cloud

Our two-phase pattern (fast on Bonzai, scalable on client-cloud) provides a pathway from prototype to production. When a use case demonstrates value, we migrate to your preferred cloud environment, maintaining momentum while ensuring enterprise-grade scalability, security and control. 

Why work with us?

Proven hackathon-to-production pattern

WUR started as an internal hackathon in Utrecht. That prototype now runs live on wur.nl in two languages, actively maintained and serving as a reference case for other universities. We've successfully navigated the path from hackathon to commercial engagement multiple times. 

Bonzai accelerates testing, client-cloud ensures scale

Our Bonzai platform enables fast prototyping without enterprise overhead. When use cases prove valuable, we migrate to your cloud environment, so you start with evidence and end with full control over your AI infrastructure. 

AI within your existing infrastructure

You don't need to replace your CMS or DXP to integrate AI. Alliander built five AI POCs within their existing Sitecore environment, with alt-text generation now in production. We understand how to embed AI capabilities without rebuilding foundations. 

From prototype insights to broader programme strategy

Effective prototype sprints deliver more than working demos: they provide insights that shape broader AI architecture. We ensure these discoveries inform your transition from experiment to strategic programme. 

Flexible tools and platform approach

We prototype technology-agnostically but use our own Bonzai platform for maximum speed in the first phase. Production follows the infrastructure that best fits your context.

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Ready to validate your AI concept before scaling?