Everyone can make AI agents. We start with your business model, customer touchpoints, and existing tools — because agents only deliver ROI when they're woven into your processes. FADP-compliant. Deployed across Website, WhatsApp, Meta — and the channels Chinese consumers actually use.
What We Build
From data ingestion to live deployment — AI implementation, custom agent development, and marketing automation built on deep understanding of your business.
We build structured knowledge bases from your website, product data, PDFs, and ERP systems. Your AI agent delivers accurate, data-backed answers and persuasive competitive comparisons. Powered by advanced RAG architecture and LLM integration — FADP and DSGVO compliant.
Deploy your AI agent everywhere your customers are — Website, WhatsApp Business, Facebook Messenger, TikTok, and Xiaohongshu. Model Context Protocol ensures consistent AI automation across every touchpoint, including the Chinese social platforms no other DACH agency covers.
We map your data landscape, identify automation opportunities, and design an AI strategy tailored to your industry. FADP and DSGVO compliance built in. AI consulting for Swiss and DACH companies — finance, pharma, manufacturing, professional services, and luxury.
How We Work
Every AI implementation follows our structured methodology — purpose-built for AI agent delivery with clear milestones and validation at every stage.
We begin by understanding your business model, customer touchpoints, and existing tools. Then we crawl your website, ingest product data, FAQs, and technical specs. We identify top competitors for deep-dive comparison and map external data sources.
Automated scrapers convert your data into normalized, structured formats. NLP-powered entity extraction tags strengths and weaknesses across every product in your competitive landscape.
We deploy a high-performance vector database with hybrid search (keyword + semantic) and build curated comparison matrices. Your agent pulls from pre-verified data — with FADP and DSGVO compliance enforced at every layer.
We define a benchmark dataset of must-get-right questions for your team to approve. Rigorous pre-launch testing ensures brand loyalty, accuracy, and resilience against edge cases. Full compliance validation for regulated Swiss industries.
Omnichannel Reach
Your AI agent speaks with a single voice across all platforms — including the channels Chinese consumers actually use. Model Context Protocol ensures consistent knowledge and brand voice everywhere your customers interact, from Zurich to Shanghai.
Knowledge Base · Comparison Engine · Brand Rules
Why Lab51
Most AI projects fail because they start with the technology instead of the business problem. Lab51 starts with the problem. Four moats, none of them generic.
Most AI projects fail because they start with technology instead of the business problem. Lab51 maps your business model, customer touchpoints, tools, and internal workflows before writing a line of code. We listen, analyze, architect, then develop — so AI agents integrate seamlessly into your processes.
No other Swiss or DACH AI agency deploys agents on Xiaohongshu and TikTok. For Swiss luxury, tourism, pharma, and education brands reaching Chinese consumers — these are the platforms where buying decisions actually start. Same knowledge base, same brand voice, fluent across markets.
Model Context Protocol means one source of truth across all platforms. Update your product data, pricing, or compliance language once — it propagates to website, WhatsApp, Messenger, TikTok, and Xiaohongshu instantly. No drift between channels, no rebuilding for every platform.
Big platforms (Parloa, Cognigy) start at CHF 300K+ per year. Self-serve builders are too DIY for regulated industries. Lab51 fits Swiss companies between CHF 500K and CHF 50M revenue — 8 to 20 week deployments, FADP-compliant, with self-hosted model options for sensitive data.
Get In Touch
Share your business goals and current setup. We'll respond within one business day with concrete next steps.
Common Questions
AI agents leverage LLMs, RAG architecture, and structured knowledge bases to handle complex, contextual conversations. Unlike rule-based chatbots, they pull from verified data to deliver accurate, nuanced responses.
Typical deployments range from 8 to 20 weeks. The core knowledge base takes approximately 8 weeks; platform integrations add 1–6 weeks depending on complexity.
Yes. Lab51 builds AI agents with full FADP (Swiss Federal Act on Data Protection) and DSGVO/GDPR compliance. Self-hosted model options are available for regulated industries like pharma, finance, and government, where data sovereignty is non-negotiable. You own your model and your knowledge base.
Website, WhatsApp Business, Facebook Messenger, TikTok, and Xiaohongshu. No other Swiss or DACH AI agency covers Xiaohongshu and TikTok — critical channels for brands reaching Chinese consumers. All channels share a unified knowledge base via Model Context Protocol.
Through curated comparison matrices, pre-verified answers, response blacklists, and benchmark testing approved by your team. Hybrid search retrieves exact data rather than generating assumptions.
Business-first methodology. We map your workflows, touchpoints, and tools before writing code — ensuring agents integrate seamlessly rather than bolted on. We are Swiss-based, profitable (Adello heritage), and fit the mid-market sweet spot between expensive enterprise platforms and shallow self-serve builders.
Yes. We map competitor data from public sources, build structured comparison tables, and enable your agent to deliver data-backed differentiators on demand.
Ready to Start?
Tell us about your business and we'll design an AI strategy tailored to your market — Swiss compliance, your tools, your channels. AI consulting that starts with understanding, not technology.
