Matchmaker AI – AI-Powered Recruitment & CRM Platform
Key System Functionalities
Semantic Search Powered by RAG & LLMs
Implements an advanced Retrieval-Augmented Generation (RAG) system backed by language models. It enables natural language queries (e.g., "Chief Financial Officer with restructuring experience"), understanding context rather than relying solely on rigid keyword matching, while operating multi-lingually on real-time data.
Automated Skill Parsing & Normalization (AI Skill Parsing)
An automated document analysis module extracts data from submitted CVs and project descriptions, mapping them against a corporate ontology of over 10,000 concepts to eliminate manual profiling hours.
Generative AI Content Generation
Automatically generates professional manager profile summaries and experience descriptions (e.g., "Zusammenfassung" sections), accelerating the creation of client dossiers and website listings.
Dedicated Client Portal (Kandidaten-Boards)
A secure, integrated CRM panel allowing corporate clients to live-track recruitment progress, review recommended managers with clear Match-Rate indicators (e.g., 100/100), and verify availability.
Built-in Model Context Protocol (MCP) Server
Built with future-proof architecture utilizing an integrated MCP server, enabling seamless, standardized integration with external AI tools and analytics without costly code rewrites.
Business Value Delivered
Time Savings: Automating CV parsing, tag normalization, and generative writing reduces candidate presentation preparation time by up to 70%.
Quality Leap: Semantic search discovers competency links invisible to traditional keyword search tools.
B2B Transparency: The client board builds trust and drastically shortens communication cycles between consultants and hiring companies.
Deutsche Interim AG is an independent provider of Interim Management services in the DACH region, managing a database of over 4,500 independent experts and senior executives equipped with more than 10,000 specialized skills.
The Business Challenge
The client faced the critical challenge of instantly and precisely matching highly qualified executives (C-level, Directors) to unique project requirements. The goals were to minimize recruiters' manual workloads, automate candidate evaluation, and provide corporate clients with full transparency throughout the recruitment workflow.