Oslo, November 4th, 2025 – Ayfie International AS (AIX) announces that the company is now exploring and has achieved promising results with Model Context Protocol (MCP). MCP is a technology that enables small and medium-sized businesses to connect their internal software systems directly to private large language models (LLMs).
In practice, this means that an AI can retrieve reports from accounting systems, summarize sales processes with suggested next steps, or combine customer service inquiries with product data and roadmap information – all within one secure interface.
Ayfie plans to launch the solution during the first half of 2026.
While RAG (Retrieval-Augmented Generation) traditionally requires heavier data setups and complex integrations, MCP offers a lighter and more dynamic approach where the language model connects directly to existing systems. Ayfie’s Indexing Layer combines the advantages of both methods – low complexity and cost, yet with the precision and performance of enterprise-grade solutions.
MCP represents a “lightweight” approach to RAG technology, making it possible to connect simpler systems such as Tripletex, Visma, and SharePoint without heavy infrastructure requirements. This opens an entirely new market for Ayfie: small and medium-sized businesses that previously lacked the financial or technical capacity to adopt advanced enterprise AI.
Ayfie combines MCP with its proprietary Indexing Layer to solve the main bottleneck in today’s MCP implementations. While standard APIs often return up to 500,000 tokens, Ayfie’s technology reduces this to around 5,000 tokens per request – resulting in 99% lower token usage, 10x faster performance, and up to 90% reduced costs. Tokens are text segments that AI breaks down and uses to understand and generate language.
With MCP and indexing, Ayfie can now offer a cost-efficient and easy-to-implement solution that makes advanced AI accessible even to businesses with fewer than 50 employees – a segment representing over 95% of Norwegian limited companies.
For further information, please contact:
Herman Sjøberg
CEO, Ayfie International
+47 926 62 233
herman.sjoberg@ayfie.com
About Ayfie | ayfie.com
Ayfie is a leading software provider specializing in data search, RAG and generative AI. With over 15 years of experience, we have honed our expertise in transforming unstructured data into valuable insights that benefit both large enterprises, medium-sized businesses, and individuals.