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samurai

SamurAI

Turning a niche, highly technical Vision AI tool into a self-serve SaaS product that non-technical teams can use.

Role

AI Product Design Consultant (contract, remote)

Team

Client: Tapway, working with their in-house design team

Timeline

Apr 2023 – Sep 2023

Impact

+60% user adoption in 3 months · 50% fewer support requests · 30% faster onboarding · 20 new enterprise clients in 6 months

SamurAI Products cover with ninja mascot

Introduction

Role: AI Product Design Consultant (contract, remote) · Client: Tapway, the Malaysian company behind SamurAI · Apr - Sep 2023 · Worked with Tapway’s in-house design team.

Welcome to the journey of transforming SamurAI Central, a no-code AI platform designed to automate visual inspection processes. Initially an internal tool, SamurAI was relied upon by a dedicated operations team to serve client needs. With the decision to scale and convert this tool into a subscription-based SaaS product, I was tasked with making it accessible, intuitive, and self-service, allowing users to independently build, train, and deploy their own computer vision models.

In this case study, I unravel the thought process and strategic steps taken to redesign and restructure an internal tool into a scalable, user-friendly SaaS product.

SamurAI information architecture diagram
SamurAI Copilot dashboard showing live camera feeds
SamurAI project setup showing image segmentation and object detection

Challenge

The core challenge of this project was transitioning from an internal, operations-driven tool to a customer-facing SaaS product. The previous model depended on a specialized team to handle complex processes on behalf of clients, which limited scalability. The redesign required a complete overhaul of the user interface and user experience to ensure that even non-technical users could easily navigate the platform, train models, and deploy solutions without external assistance. This involved simplifying complex workflows, introducing user-friendly design patterns, and ensuring that the platform was both powerful and accessible.

Solution

The solution focused on creating a seamless, end-to-end experience for users. Working with Tapway’s in-house design team, I started with user research to understand the needs and pain points of potential customers. Armed with these insights, I redesigned the interface to be intuitive and approachable. Key features included guided workflows for model creation and training, a simplified deployment process, and real-time monitoring tools. We also built a shared design system across SamurAI Copilot and SamurAI Central, so both products feel like one platform. The platform was built with scalability in mind, allowing for easy onboarding of new users and expansion to accommodate growing client bases. The end result was a user-friendly platform that empowered users to leverage AI without needing deep technical expertise.

SamurAI dashboard showing labels per class

Conclusion

The redesign of SamurAI marked a significant milestone in the platform's evolution. The transition to a SaaS product not only expanded its reach to a broader audience but also drastically reduced the reliance on the operations team, freeing up resources and enabling clients to take full control of their AI projects.

Key Results:

  • User Adoption: Following the redesign, there was a 60% increase in user adoption within the first three months of launch, as users found the new interface intuitive and easy to navigate.

  • Operational Efficiency: The platform’s self-service capabilities led to a 50% reduction in support requests related to model creation and deployment, allowing the operations team to focus on higher-level tasks.

  • Client Satisfaction: Customer feedback scores improved by 30%, with many users specifically highlighting the streamlined workflows and seamless user experience.

  • Scalability: The platform successfully onboarded 20 new enterprise clients within six months, showcasing its ability to scale and meet the demands of a growing customer base.

This project reinforced the importance of user-centric design in technology-driven products and showed how complex AI tools can be made accessible to a much wider audience.

©2026 All rights reserved.

©2026 All rights reserved.