Bentley System

2025

An intuitive knowledge hub for complex AI systems


Xenara AI is an AI-powered platform designed to revolutionize customer engagement. At the heart of the platform lies a highly adaptable Knowledge Base that allows Xenara's AI agents to respond intelligently to user queries by leveraging diverse sources of information.

My role in this project was to develop and optimize the Knowledge Base, ensuring that it could efficiently store and manage various types of content, integrate with external systems, and allow users to configure the AI agents to meet specific brand and communication standards.

My role in this project was to develop and optimize the Knowledge Base, ensuring that it could efficiently store and manage various types of content, integrate with external systems, and allow users to configure the AI agents to meet specific brand and communication standards.

Role

Product Designer

Team

1x Design Lead

3x Product Designers

Impact

Faster customer onboarding

Increased trust and product adoption

Scalable foundation for future platform growth

Role

Product Designer

Team

1x Design Lead

3x Product Designers

Impact

Faster customer onboarding

Increased trust and product adoption

Scalable foundation for future platform growth

Problem area

Hard to Grasp, Hard to Use

The biggest challenge in designing the Knowledge Base was balancing functionality and simplicity in a technical environment. Serving as the backbone for training AI agents, it needed to handle diverse inputs – from documents and Q&A to tone configuration and live API testing – while remaining intuitive and approachable for users.

Design goals

What I aimed to achieve

Make impact visible at the right moment

Provide immediate feedback so users instantly understand how their changes affect AI behavior

Make impact visible at the right moment

Provide immediate feedback so users instantly understand how their changes affect AI behavior

Reduce cognitive load and time to value

Break complex workflows into clear, predictable steps that are easy to follow

Reduce cognitive load and time to value

Break complex workflows into clear, predictable steps that are easy to follow

Support long-term product growth

Build a scalable architecture that supports new features without adding complexity

Support long-term product growth

Build a scalable architecture that supports new features without adding complexity

Design decision 01

Making AI-agent settings intuitive and visible

Provide immediate, contextual feedback for changes and settings, so users clearly understand the effect of their actions. This builds confidence, reduces frustration, and lowers the risk of abandoned flows.

1. Personality settings

Fine-tune tone and response style with intuitive controls that make customization effortless

2. Live response preview

See the impact of every change instantly, making AI behavior predictable and easy to refine

3. Custom Instructions

Manage instructions and data sources in one place for better visibility and control

3. Custom Instructions

Manage instructions and data sources in one place for better visibility and control

Design decision 02

Streamlining API creation and testing

The business requested a single screen to create and test API methods, reducing friction and speeding up workflows. The API section addresses this need, simplifying navigation, making interactions predictable, and building confidence in testing results.

1. Descriptions and examples

Clear guidance and examples help users understand features and avoid mistakes

2. Visual separation

Organize settings into clear sections for intuitive navigation and faster task completion

2. Visual separation

Organize settings into clear sections for intuitive navigation and faster task completion

3. API testing mode

Validate API methods in real time before deployment with instant feedback

3. API testing mode

Validate API methods in real time before deployment with instant feedback

Design decision 03

Unified and scalable content management

The Content section presents all content types in a consistent, predictable layout that mirrors other sections of the product. This unified approach reduces cognitive load, supports scalable growth, and allows new content types and features to be added seamlessly.

Retrospective

Confidence over complexity

Impact

Faster onboarding

Unified interfaces and consistent layouts helped users get started and see value faster

Faster onboarding

Unified interfaces and consistent layouts helped users get started and see value faster

Increased trust

Personalization controls and live previews built confidence in AI agents while reducing errors

Increased trust

Personalization controls and live previews built confidence in AI agents while reducing errors

Scalable growth

Reusable components enabled faster expansion with new features and content

Scalable growth

Reusable components enabled faster expansion with new features and content