
Dobbin
Dobbin: Softlandia helped build a scalable AI business, resolving architecture debates and accelerating product speed.

Softlandia helped HappySignals shape a clear AI-native roadmap to become the leading ITXM platform powered by AI.

Location: Finland
Industry: IT Experience Management (ITXM), Enterprise SaaS
Use case: Measuring, analyzing, and improving end-user IT experiences
Notable customers: Campari Group, Suntory, Wiley, Siemens Healtineers, Fujitsu
****HappySignals is an IT Experience Management (ITXM) Platform that enables enterprise IT departments to measure, analyze, and improve end-user experiences across all IT touchpoints, make data-driven decisions, and create more value for their business users.
The platform quantifies employee happiness and productivity, provides continuous real-time feedback, and offers actionable insights to drive improvements in IT service delivery.
HappySignals aimed to become the leading AI-native ITXM platform, but its AI capabilities were still early-stage. While an initial AI feature had been built in-house, the team lacked the capacity to scale more advanced AI functionality. With focus on core product development, early experimentation did not evolve into a clear AI strategy—slowing differentiation and increasing competitive risk.
Key challenges included:
Softlandia partnered with HappySignals to define a clear, practical path toward advanced AI capabilities aligned with the existing SaaS platform.
The delivery included:
Following the work, HappySignals achieved:
HappySignals’ challenge is common among SaaS companies with AI ambitions. Softlandia helps turn uncertainty into a clear, scalable AI strategy and implementation, so that teams can move forward with confidence.

Testimonials
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, LlamaIndex
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, Guardrails AI
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, Bytewax
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, Qdrant

Dobbin: Softlandia helped build a scalable AI business, resolving architecture debates and accelerating product speed.

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