HybridAI

HybridAI is now a European AI agent platform aimed squarely at business operations rather than general chat. Its proposition is an AI layer that sits over the tools a sales, finance or operations team already uses. Instead of migrating data into a new analytics product, teams connect Salesforce, SAP, Zoho or Microsoft Dynamics and then query that data in plain language by chat or voice — asking for account history, open deals and meeting talking points, or requesting charts and reports on the fly.

The product is organised around HybridClaw agents. A library of purpose-built specialists covers common roles: Charly for generative engine optimisation and LLM visibility, Mira for customer segmentation and churn prediction, Felix for survey dashboarding, Anika for sales outreach and pipeline analytics, Henrik for VAT classification and cross-border compliance, Lena for market research, and Nora for competitor and price monitoring. Teams that need something specific can build a custom agent with their own skills, data, tools and voice. The company positions these agents as proactive: they can reach out over email and WhatsApp, self-improve across interactions, load new capabilities as code, and report through an observability dashboard with audit logging.

Two themes differentiate the offering. First, sovereignty: HybridAI states that it is EU-hosted, GDPR compliant and AI Act ready, with data processed by European infrastructure. Second, model flexibility — the platform orchestrates across GPT, Claude, Mistral and custom LLMs, selecting the right model per task. The company reports 5,000+ agents built and 1,000+ users, and was founded by serial entrepreneurs Stephan Noller, Dr. Benedikt Köhler and Dr. Christian Ross. A live demo path lets you try the interface with demo data or your own website, and the site publishes a blog series on AI in CRM and agent observability.