Cases Studies
|
January 28, 2026
1
min read
Kuullas
Softlandia transformed Kuullas’ platform into an operational AI-powered matchmaking engine for employee mental coaching

Location: Finland

Industry: Employee Wellbeing & Coaching, B2B SaaS

Use case: Digital coaching and mental wellbeing support for employees

Notable customers: Afry, Luhta, large multinational insurance companies, large engineering service companies (5,000+ employees)

Kuullas has built proactive mental coaching is a tool that supports employee well-being, develops personal capabilities, and prevents mental challenges, thus increasing the value of your organization's personnel on both individual and team levels. The service is offered to employees of the customer companies as part of the HR-services.

The tool connects employees with suitable coaches through a digital matchmaking platform, supporting mental wellbeing at scale in large organizations.

The Challenge

Kuullas wanted to take their online matchmaking solution to production but lacked a tech team with applied AI expertise. Delivery of the whole solution was done in co-operation with Qvik. Softlandia responsibility was to design and implement the AI Engine for the platform.

Solution

Softlandia converted their existing solution from an prototype  to an operational AI-powered recommendation engine.

Author
Cases Studies
Testimonials
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name

I really appreciate Mikko! He improved LlamaIndex's Qdrant integration by fixing critical issues in the QdrantVectorStore API—enhancing query accuracy, reliability and performance of LlamaIndex.

Jerry Liu

CEO & Co-founder

Mikko is awesome! He built a prompt support system for Guardrails AI back when OpenAI's API only supported basic text completion. His solution improved the quality of language model outputs.

Shreya Rajpal

CEO and Co-founder

Working with Softlandia was great! Mikko and Henrik built a Slack bot integrated with real-time RAG pipelines, delivering instant and accurate answers to questions. The bot was created during a live 2-hour session streamed on YouTube.

Zander Matheson

CEO & Co-founder

We love Olli-Pekka! He added support for dynamic Bearer Token authentication in the Qdrant client, enabling customers to integrate seamlessly with Azure and other platforms.

Andre Zayarni

CEO & Co-founder

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