AI & Computingarticle2026-08-05

Inventa AI - Artificial Intelligence for Intellectual Property

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Abstract

Inventa AI Europe’s AI-native infrastructure for intellectual property PROBLEM Intellectual property is inaccessible to most innovators Patent filing takes 1–3 years Costs range from €5K–€50K+ (prohibitive for 95% of EU SMEs) Prior art search is manual and unreliable SMEs and startups often don’t file at all Result: Millions of innovations in Europe go unprotected. INSIGHT The IP system was built for a pre-AI world Text-based, not semantic Human-limited analysis. Fragmented across jurisdictions. But innovation today is: Faster, AI-assisted, Global, from day one. SOLUTION AI-native platform for instant IP creation and validation. Inventa AI enables users to: Generate patent drafts in minutes. Run semantic prior art searches. Predict approval likelihood. Identify legal risks early From idea → IP-ready in hours, not months PRODUCT DEMO FLOW: Simple, powerful workflow. User inputs invention (plain language). AI generates: Abstract, Claims, Description. System returns: Similar prior art, Risk analysis, Patentability score. Outcome: A complete first patent draft + validation in one interface. WHY NOW Explosion of AI-generated innovation. Regulatory demand for traceability and explainability. Increasing IP complexity across borders. Shift happening: IP is becoming data-driven, not document-driven. MARKET Massive and expanding market. Global IP market: €300B+, 25M+ SMEs in Europe. Majority currently underserved. Opportunity: Expand IP adoption by 10x through automation. BUSINESS MODEL Scalable SaaS + usage model. Subscription: €99–€999/month. Pay-per-use: Patent draft: €100–€300. Prior art search: €20–€100. Future: Enterprise APIs Licensing marketplace (transaction fees). MOAT Defensible from day one. Proprietary AI model trained on IP + legal data. Continuous learning from user-generated filings. Explainability layer for legal reasoning EU-based infrastructure (data sovereignty). Long-term: Becomes the intelligence layer for IP decisions. GO-TO-MARKET Phase 1 (Now): Deep tech startups. University spin-offs. Phase 2: SMEs Patent attorneys. 3 Phase 3: Enterprise & institutional integration. VISION Build the default interface for intellectual property in Europe AI-native IP lifecycle, Real-time validation, Global interoperability. Long-term: Become the trust layer for innovation. TEAM Sari Katariina Riippi — Founder Background: [Tech / AI / Legal / Startup] Hiring: ML engineer (LLMs) Legal/IP expert Full-stack engineer. ROADMAP Next 6 months: MVP launch Early users onboarded Model iteration Next 12 months: Product-market fit Enterprise pilots Expand dataset + capabilities ASK Raising €2M Seed. Use of funds: 40% — AI model development 30% — Engineering 20% — Data acquisition 10% — GTM & ops. Goal: reach product-market fit and scale across Europe. CLOSING Inventa AI Reinventing how innovation is protected in the age of AI

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View paper (DOI)Open access versionOpenAlexZenodo (CERN European Organization for Nuclear Research)Published 2026-08-05

Authors: Riippi Sari Katariina