democra.ai is a portfolio of products built on one belief: the future of AI is too important to leave to a few. We exist so capability, agency, and ownership stay in many hands.
democra.ai is a privacy-first marketplace where human expertise is packaged into AI agents — usable but never exposed.
From tacit knowledge to protected, monetizable AI assets — in five steps.
Many platforms let creators package expertise — none combine tamper-proof execution, usage-rights-only access, and cross-model openness.
Buyers execute Skills without ever seeing source logic or prompts. Like calling an API — you get results, never the code behind it.
Pricing, revocation, and ownership are enforced by hardware-attested execution — not by us. No platform can override your decisions or change your terms.
Works with any LLM provider — GPT, Claude, Gemini, open-source. No platform lock-in for creators or buyers.
AIR (AI Replacement Risk Platform) turns research from MIT, McKinsey, WEF and PwC into an interactive risk profiler. Free, bilingual, open source.
A data-driven, MBTI-style risk profiler. 16 questions across 4 dimensions → your 4-letter AIR type, your industry exposure, and the AI milestones ahead.
Whether you create knowledge or build with it, there's a place for you.
Doctors, developers, designers, researchers — if you have domain expertise, you can monetize it as protected AI assets.
Supercharge your AI agents with real human expertise. Call Skills like APIs — get expert-level results without building domain knowledge.
Deep expertise in ML, distributed systems, and privacy-preserving computation.
Zhejiang University PhD in AI & Distributed Systems. 5+ years of research in ML, federated learning, and privacy-preserving computation.
Postdoc at Imperial College London. Expert in multimodal LLMs, vision-language alignment, and RL for foundation models.
Zhejiang University PhD (Chu Kochen Honors College). Production experience at ByteDance, Alibaba & NetEase deploying large-scale AI systems.
We're building infrastructure so the knowledge economy pays the people who created it.