Ayfie explores MCP – opening a new market for enterprise AI

04 Nov 2025 09:52 CET

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.

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