03
AI solutions
Agent Engineering
Commercialization of AI
RAG Architectures
AI Applications
“The bold, game-changing mindset of Kipinä's experts is a true catalyst for growth in any company's AI-driven digital development.”
Mikael Kulma, Senior Tech Lead
We help our clients leverage artificial intelligence from a business-driven perspective by combining the expertise of our seasoned professionals with the opportunities brought by emerging technologies, such as AI and autonomous agents. Our approach is rooted in a strong Senior Tech Leadership mindset. We do not merely deploy technology, but take end-to-end responsibility for ensuring that our solutions are sustainable, fit for purpose, and genuinely generate value for the client's business. Crucially, our experienced specialists know how to identify where AI delivers real value and where human expertise, judgment, and accountability are required.
Senior Tech Leadership is reflected in our work as the ability to make the right choices amid uncertainty, guide development with a long-term perspective, and ensure that solutions do not remain mere experiments, but evolve into production-ready, scalable services. By combining the experience of our experts, the client's business acumen, and the capabilities of AI, we build solutions that streamline work, free up time for core tasks, and create new ways to deliver value — sustainably and in a controlled manner.
Top-tier
AI solutions for enterprises
BUILDING AGENTS
from an idea to scalable operations
We build customized AI agents that operate autonomously, purposefully, and responsibly as part of our clients' digital processes. These agents are not merely isolated automations, but intelligent actors capable of observing, deciding, and acting according to defined objectives – always under human guidance and supporting business logic. We design agents to be secure, scalable, and transparent, seamlessly integrated into existing architectures and development cultures.
At Kipinä, building agents is rooted in deep technical expertise, a modern Agentic AI development model, and a thorough understanding of business needs. We work in close collaboration with our clients to ensure that AI agents deliver real value, support human work, and advance responsible digital development.
PRODUCTISATION OF AI
from an experiment to a clear service
The bottleneck in the productisation of AI is often the translation of a technical experiment into a functioning service. Kipinä's deep experience in AI projects across industries enables AI solutions that combine both technology and business needs. Our strong software development processes, understanding of the user experience and management of demanding technical complexities enable our customers to deliver AI solutions that are definable, maintainable and genuinely useful to the customer. The end result is an AI-based service that is designed from start to finish for use and further development.
RAG ARCHITECTURES
Generative AI and enterprise data
Retrieval-Augmented Generation (RAG) solutions open the door for generative AI to tap into an organisation's own knowledge base and produce answers based on real facts. At Kipinä Software, we build secure and scalable RAG architectures so that data warehouses, retrieval processes and AI models work reliably together and become a sustainable part of the customer's infrastructure.
AI APPLICATIONS - tailor-made solutions for everyday needs
Our development of AI applications is guided by the same principle as all our software development: the starting point is always the client's concrete need, not the allure of new technology. We develop AI applications to serve as internal tools that streamline information retrieval or as customer-facing solutions that support customer service. We bring strong, comprehensive software expertise and a crucial, realistic approach to application development: to us, artificial intelligence is just one technology among others, and its optimal application is found by understanding the client's processes and business objectives.
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dash Jari Huilla, CTO & Partner
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CASE PLANET AI
From an impossible idea to a unique AI solution.
PlanetAI is an impact-driven technology company that transforms corporate sustainability goals into concrete, comparable data. Developed together with Kipinä, the Planet AI platform is a unique enterprise-grade AI solution utilized by dozens of leading companies for tracking ESG performance, analyzing the competitive landscape, and auditing supply chain sustainability.
Read how the collaboration propelled PlanetAI from an idea into a global growth service!
What does commercializing an AI solution require? Take away insights from two development projects.
05 | 2025, Olli Laine, Co-founder, & CEO
AI solutions often evoke images of complex mathematics, black boxes, and consultant jargon. However, when you bring AI development down to a practical level, the mystique surrounding the creation of an AI product quickly vanishes. Commercializing AI requires the same elements as any successful product: a clear problem, a bold vision, and a great team.
Through two very different Kipinä client cases, we share the lessons we have learned along the way, how to streamline development work, and how to ensure a successful outcome. Insights you can take with you into the development of your own AI product.
OUR INSIGHTS
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