A proprietary database built on European jurisprudence.
The Lawcase Database is Lipstip’s curated, structured and fully sovereign data backbone. It combines case law, semantic structures and trademark-specific signals to train, validate and stabilize our models, ensuring that every result aligns with real legal reasoning and European practice.
Data that makes AI accountable, explainable and legally consistent.
Generic datasets are not enough for trademark analysis. We built our own database from the ground up, based on European jurisprudence and real case outcomes, to capture the nuances and patterns that matter in IP.
This proprietary dataset ensures that our models remain coherent, reduce noise, and reflect the expectations of examiners and attorneys, not of a generic AI.
Structured to reflect the reality of trademark decisions.
Case law & decisions
A curated set of European decisions, extracted, structured and aligned with trademark logic.
Semantic & conceptual layers
Descriptions, meanings, contexts and conceptual similarities tied to real usage.
Visual & classification signals
Logos, brand structures, Nice classes and product/service relations.
Because reliable AI starts with reliable data.
The Lawcase Database is more than a dataset : it’s a quality filter.
It stabilizes model behavior, reduces false positives, improves edge-case interpretation and ensures that outputs follow the logic found in real decisions.
For opposition work, clearance and conflict assessment, this consistency is essential.
Legal-grade coherence
Results that behave like real-world examination logic.
Training + evaluation synergy
The same structured data shapes, tests and validates our models.
Sovereign by design
Fully owned, documented and hosted in Europe.
IP-specific accuracy
A dataset built for trademarks — not for generic language models.
At the heart of every model, every score, every insight.
The Lawcase Database powers the AI Core, reinforces the Triple Matching Algorithm and ensures that our entire ecosystem remains aligned with European IP practice.
It enables faster training cycles, clearer explanations and more predictable results. Even for complex or borderline cases.
Explore the components built on top of the Lawcase Database.
Lipstip’s AI Core is only one part of a larger, interconnected ecosystem.
Behind every output, every similarity score, every interpretation, every insight. There are complementary technologies that reinforce accuracy, transparency and speed.
To understand how our system works end-to-end, we invite you to explore the modules that extend, challenge and enrich the AI Core: the algorithms that compare, the datasets that train, and the architectures that bring everything together.
Each component has its own role. Together, they form the technological backbone that makes Lipstip reliable, sovereign and ready for the next generation of IP analysis.
AI Core
Discover the magic behind Lipstip platform.
Triple Matching Algorithm
Discover how Lipstip solution works for a reliable matching.
Our tech
Combining all our systems, we are building an unique IP tech.