December 18, 2025
2
min read
Large Media Company
Helping a media organization turn AI capabilities into strategic advantage
AI Engine

Customer: Finland, confidential

Status: Ongoing 3/2023 ->

Softlandia team has helped a customer to achieve their strategic goals, focusing on developing and applying machine learning and customer specific LLM solutions. Softlandia’s role has been crucial as consultants and as part of a team of internal and external experts.

Customer needs in project:

  • Implementing company strategy using data-driven methods (primarily based on text-mining)
  • Employing generative AI in the daily workflows of technical and non-technical professionals
  • Understand current large language model (LLM) capabilities and usage possibilities, both commercial and openly published models

Delivered:

  • Built a natural language processing pipeline using machine learning and statistical methods, including large language models, deployed to cloud infrastructure
  • Benchmarked commercial and open LLMs (e.g. Llama) on business-specific tasks & proprietary data
  • Applied LLM quantization & acceleration methods to improve runtime and reduce resource load
  • Trained and applied state-of-the-art generative audio models
  • Created education material on machine learning & AI for non-technical persons and evaluated commercial AI services (solutions, TOS, privacy)
Author
Cases Studies
Testimonials
Quote

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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