Kolverr
Turning solar training into a conversational, AI-first experience


Kolverr delivers solar energy training. Initially focused on B2C through a web-based e-learning platform, the company faced growing challenges: disengaged learners, rigid formats, and an experience disconnected from real-life fieldwork.
In 2024, Kolverr pivoted towards a bold vision:
Rebuild the product as an AI-first, fully conversational learning system — delivered entirely through WhatsApp.
The new direction aimed to serve both technicians and training managers by introducing:
- Sam, a WhatsApp-based assistant delivering and validating training at the learner's pace
- A library of expert-designed, modular skills ("savoir-faire") adaptable to different company needs
- An admin interface for creating, assigning, and monitoring training programs end-to-end
Problem statement
The original platform showed its limits:
- Technicians rarely completed training due to overwhelming structure and poor accessibility
- Companies had no way to personalize content or track learner progress in real time
- The learning journey was fragmented, jumping between tools and formats
- Content was hard to reuse, update, or evaluate consistently
- Validation processes were manual and slow, relying heavily on human mentors

Role and collaboration
I collaborated closely with Sixtine (CPO), Stanislas (CEO) and Numa (Software Engineer).
My role focused on:
- Leading user research with technicians and training admins
- Designing the full WhatsApp-based learning experience
- Structuring the CourseBuilder tool with Lovable and Supabase
- Designing the admin platform for enterprise training deployment
- Building a scalable design system based on Material UI
- Laying the foundations for product analytics and performance tracking
Approach
1. User Research
I ran extensive research cycles across four axes:
- How technicians interact with current product when on field and why
- How to restructure content into clear, modular "savoir-faire"
- How learners interact with Sam through WhatsApp
- How admins create and manage their own skills
We conducted field observations, interviews, and usability tests. Feedback was consolidated, prioritized by impact, and directly shaped product iterations — from onboarding to gesture validation flows.

2. Pedagogical restructuring & conversational design
We turned the traditional e-learning structure into a skill-based, conversational flow:
- Video introduction
- Key takeaways in short doc format
- 5-question quiz via WhatsApp Flow (retry if needed)
- Practical task with detailed instructions
- Photo submission of real-world execution
- Expert validation → Next skill unlocked
Sam also served as a real-time assistant on the field, helping users solve technical issues on-site.
I prototyped and tested multiple flows for gesture validation, ensuring both clarity and ease of use across devices.

3. Admin Interface & CourseBuilder
I designed the admin experience around real operational needs:
- Seamless enrollment and training path assignment
- Clear tracking of progression and validations
- Easy course generation via CourseBuilder, based on company-specific prompts
- Full interoperability with Kolverr's internal skill library
The interface bridged desktop workflows with mobile-based learner journeys, ensuring continuity from onboarding to completion.

4. Design System & tracking
To ensure visual consistency and measurable impact, I focused on creating robust design foundations and an analytics layer.
- Created a modular design system using Material UI, aligned with Kolverr's existing codebase
- Defined reusable components, navigation flows, and quiz layouts
- Collaborated with engineering on mobile responsiveness and theming
- Introduced a tracking plan for Sam, with KPIs like:
- Onboarding completion
- Quiz success rates
- Skill validation
- Documentation usage
This tracking layer supported product iteration and gave visibility into learning outcomes.

Results and impact
Seamless learner experience
Entire training journey delivered via WhatsApp, with a fully operational conversational, skill-based flow.
Embedded field support and flexibility
Real-time technical assistance integrated into Sam, and tailored programs built from expert and in-house content.
Visibility and integration for companies
Full admin access to progress, validation, and learner activity, with a smooth handoff between the admin interface and the WhatsApp experience.
"It’s super handy on my phone, very clear and fun to use. I’ve learned a lot and even got my whole sales team on it so we’re aligned. The WhatsApp flow is great, reminders are well done, and I can always find the info I need for installs."

Mehdi
Solar technician

What I would do differently
- I would have pushed for an earlier rebranding (it finally occured right after my mission), aligning the visual identity with the clarity and ambition of the new product direction.
- I would have run earlier tests on tone, positioning, and messaging, to ensure alignment with user expectations and B2B clients.
- I would have anchored the product vision more deeply in user research insights, which were rich, actionable, and representative of real-world needs.