Attorneys
Designed for attorneys who need clarity, speed and defensible results.
Lipstip supports attorneys with tools built around opposition workflows, similarity assessment and case preparation. Every module is shaped by real practice: focused on reducing noise, improving interpretation, and helping you present arguments grounded in structured, explainable reasoning.
The reality of modern trademark practice.
Ambiguous cases
Borderline similarities are increasing, and clear justification is essential.
Time pressure
Exams, oppositions and portfolio reviews demand fast interpretation.
Complex datasets
Images, names, services, contexts — all must be analyzed together.
Need for defensible logic
Arguments must be clear, structured and aligned with examiner reasoning.
Tools made to support legal reasoning, not replace it.
Lipstip provides attorneys with technology that reinforces their expertise rather than bypassing it. Our similarity engine, dataset and models are built to reflect how IP professionals actually evaluate conflicts. Visually, semantically and legally. The result is a faster, more consistent way to prepare oppositions, assess risk, and communicate decisions to clients.
# Triple Matching Algorithm
# Explainable outputs
# Contex-aware scoring
# Visual comparison
# Semantic comparison
# Conflict detection
Designed for the moments that matter in an attorney’s workflow.
Opposition deadlines, risk assessments, client instructions — the work of an attorney hinges on clarity delivered at the right moment. Lipstip helps you interpret complex cases faster, validate your intuition with structured logic, and communicate decisions with confidence.
It’s not just about finding conflicts. It’s about making your reasoning stronger, reducing uncertainty, and supporting the legal judgment that only an expert can provide.
Built for every cases
Reliable across all filings
Stronger & faster arguments


Ideal for attorneys working on…
Oppositions
Evaluate similarity and prepare arguments with multi-layered insight.
Clearance
Spot conflicts before they escalate into disputes.
Portfolio management
Quickly assess risks across multiple marks.
Reporting
Share structured, explainable outputs.

