CASE STUDY: Scaling engineering intelligence
How we automated technical support for 1,500+ complex products

Problem: “Invisible” loss of engineering hours
Engineers spent a major share of their time searching documentation, responses were delayed, and the most expensive resources became living search engines.
Solution: Asarum AI Knowledge Base Agent
We built an intelligent engineering assistant that understands technical documentation, retrieves exact sources, and delivers precise answers 24/7.
Context: Growth pressure in embedded electronics
Our client, a global leader in development systems and modules for embedded electronics, faced the problem that shadows every fast-growing engineering business: exponential support demand.
With a portfolio of more than 1,500 active products—each with its own datasheet, code libraries, and specific user instructions—the volume of information became a barrier to efficient operations.
Problem: “Invisible” loss of engineering hours
Before the Asarum AI implementation, the engineering team was the first line of defense for technical requests. The analysis showed alarming results:
- 30% of engineering time was spent searching internal documentation to answer repeated customer questions.
- Response lead time: due to query complexity, customers waited up to 48 hours for precise technical answers.
- R&D stagnation: instead of building new products, senior engineers acted as “living search engines.”
Solution: Asarum AI Knowledge Base Agent
We did not want a basic chatbot. We built an intelligent engineering assistant that deeply understands technical documentation.
Key system capabilities:
- Structured chaos: the AI agent was trained on 50,000+ pages of technical documentation, thousands of lines of code, and a decade-long archive of forum discussions.
- RAG technology (Retrieval-Augmented Generation): the system does not guess. It retrieves the exact data and generates responses with citations, eliminating hallucination risk.
- 24/7 multilingual support: with a global footprint, the agent supports users in all time zones and languages.
Result: Time returned to engineers
The Asarum implementation transformed operational efficiency:
- 70% faster responses: queries that used to take hours are now resolved in seconds.
- Back to R&D: engineers recovered 12+ hours per week per person, directly accelerating product release cycles.
- Scalability without headcount: the client increased supported products by 20% in the first year without hiring additional support staff.
