We are always researching
The job isn’t done. It will never be. We run long-term R&D to tackle the hard stuff: complex patent semantics, cross-lingual conflicts, and evolving case law.
Science, not hype.
We publish papers. We work with universities. We treat IP analysis as a science. Our goal is to make our models smaller, faster, and smarter every single day.
We collaborate with academic labs, IP professionals and industry partners to design evaluation protocols, construct reliable datasets and test model behaviors against real trademark cases and classification frameworks.
Frugal learning
Sovereignty
Precision
Programs made to make Lipstip sharp
Our research programs are designed to push our models beyond conventional AI benchmarks. We explore how trademarks behave across vision, semantics and legal reasoning, how datasets should be structured to reflect reality, and how decision paths can remain transparent, sovereign and consistent. Every program feeds directly into Lipstip’s products — making them faster, clearer and more aligned with real-world IP practice.
# Multi-modal similarity
# Dataset architecture
# Model explainability
# Evaluation frameworks
# Proprietary database
# Evaluation frameworks
# Sovereign engineering
# High-perf inference
# Edge-case behavior
# Lawcase database
Explore the people and tech behind our research.
Our research is deeply connected to the rest of the Lipstip ecosystem — the team that designs it, the technologies that rely on it, and the partners who help validate it. We know that every journey is always a common story, shared with the crew, the ecosystem and the partners. Be part of it, and continue exploring to see how our R&D translates into real, operational tools.
Partnerships
Discover our ecosystem and our collaborations in details.
The Crew
Explore the one and only Lispstip Crew, the team behind the journey.
Our tech
Dive deep into what’s make Lipstip so unique. Tech, AI and algorithms.