IP Strategies

Holistic IP strategies for Silicon Valley startups

Insights and analysis on building patent portfolios, navigating AI-related IP challenges, and developing strategies that appeal to VC investors and potential acquirers.

#AIChips#AICompliance#AIDiscovery#AIFeatures#AIGovernance#AIInfrastructure#AIInventorship#AIPatents#AIProducts#AIProtection#AIRisk#AIStartups#AIWrappers#Autonomous#AutonomousVehicles

Featured

May 202415 min read

Emerging Legal Terrain: IP Risks from AI's Role in Drug Discovery

Exploring the legal implications of AI-driven drug discovery, including patent eligibility, inventorship challenges, and strategies for pharmaceutical companies to protect their innovations.

#AIPatents#DrugDiscovery#IPStrategy#Pharma#Inventorship
February 202512 min read

DeepSeek, Model Distillation, and the Future of AI IP Protection

Analyzing how model distillation poses unique IP challenges and why patents may be the silver bullet for protecting AI innovations against unauthorized distillation.

#DeepSeek#ModelDistillation#AIProtection#Patents#Copyright
December 20254 min read

Why AI Infrastructure Startups Need to Build Patent Portfolios Now

In the race to build the next foundational AI model, your algorithms and architectures are your crown jewels. Here's why patents are the only reliable moat in an industry where code can be reverse-engineered overnight.

#AIInfrastructure#Patents#StartupStrategy#VCFunding#IPProtection
November 20255 min read

The Patent Imperative for Physical AI and Robotics Startups

From autonomous vehicles to warehouse robots, physical AI companies face unique IP challenges. Learn why a robust patent portfolio is essential for protecting your hardware-software integration innovations.

#PhysicalAI#Robotics#Patents#HardwareSoftware#Autonomous
December 20255 min read

AI Wrappers Have No Moat? Think Again—If You Have Patents

The 'AI wrappers have no moat' critique misses a crucial point: patents can protect the novel orchestration, prompt engineering, and system design that make wrapper products valuable. Here's how.

#AIWrappers#Patents#Moat#StartupStrategy#ProductDifferentiation

All Articles

May 202415 min read

Emerging Legal Terrain: IP Risks from AI's Role in Drug Discovery

Exploring the legal implications of AI-driven drug discovery, including patent eligibility, inventorship challenges, and strategies for pharmaceutical companies to protect their innovations.

#AIPatents#DrugDiscovery#IPStrategy#Pharma#Inventorship
February 202512 min read

DeepSeek, Model Distillation, and the Future of AI IP Protection

Analyzing how model distillation poses unique IP challenges and why patents may be the silver bullet for protecting AI innovations against unauthorized distillation.

#DeepSeek#ModelDistillation#AIProtection#Patents#Copyright
August 202510 min read

10 Critical Missteps to Avoid When Building AI Governance Policies for Life Sciences Companies

Key mistakes life sciences companies make when developing AI governance frameworks, from patent inventorship complexities to inadequate documentation standards.

#AIGovernance#LifeSciences#Compliance#RiskManagement#IPStrategy
January 20258 min read

Balancing AI-Powered Drug Discovery's Risk and Reward

Understanding how patenting drugs discovered with AI assistance requires significant human contribution, and strategies for startups and big pharma to navigate these challenges.

#AIPatents#DrugDiscovery#StartupIP#BigPharma#RiskReward
December 20246 min read

AI & Drug Discovery: Key Patent Considerations

Diving into the Thaler v. Vidal decision and what it means for the future of life sciences and technology patents when AI assists in innovation.

#Patents#ThalerVidal#AIInventorship#DrugDiscovery#LifeSciences
December 20246 min read

AI & Drug Discovery: Risk Profiles from Startups to Big Pharma

Exploring considerations for companies large and small innovating in AI drug discovery, including ensuring human contribution and assessing third-party AI tools.

#StartupIP#BigPharma#AIRisk#DrugDiscovery#DueDiligence
January 20258 min read

What Startups and Big Pharma Need to Know About AI Drug Discovery

Comprehensive guide on IP risks, licensing considerations, M&A due diligence, and documentation practices for companies using AI in drug discovery.

#StartupStrategy#M&A#AIDiscovery#IPRights#Documentation
May 202545 min presentation

Protecting Future AI Products: A Holistic IP Approach

Examining IP protection strategies including contractual safeguards, copyright considerations, and patent law in the rapidly commoditizing AI landscape.

#HolisticIP#AIProducts#ContractLaw#Patents#Copyright
Summer 20208 min read

Patent Eligibility in Medical Diagnosis Inventions

Analyzing the Cardionet decision and potential avenues to patent eligibility for diagnostic inventions involving improved devices or laboratory techniques.

#PatentEligibility#MedicalDevices#Diagnostics#Section101#FederalCircuit
December 20254 min read

Why AI Infrastructure Startups Need to Build Patent Portfolios Now

In the race to build the next foundational AI model, your algorithms and architectures are your crown jewels. Here's why patents are the only reliable moat in an industry where code can be reverse-engineered overnight.

#AIInfrastructure#Patents#StartupStrategy#VCFunding#IPProtection
November 20255 min read

The Patent Imperative for Physical AI and Robotics Startups

From autonomous vehicles to warehouse robots, physical AI companies face unique IP challenges. Learn why a robust patent portfolio is essential for protecting your hardware-software integration innovations.

#PhysicalAI#Robotics#Patents#HardwareSoftware#Autonomous
October 20255 min read

What VCs Really Look for in AI Startup Patent Portfolios

After advising dozens of successful VC-backed AI companies, patterns emerge in what sophisticated investors expect from IP strategy. Here's the inside perspective on building a portfolio that attracts funding.

#VCFunding#DueDiligence#StartupIP#AIStartups#Investors
September 20254 min read

Model Distillation Proves Trade Secrets Aren't Enough for AI Companies

The DeepSeek controversy exposed a critical vulnerability: if competitors can distill your model's capabilities, trade secrets offer zero protection. Here's why patents are the only viable defense.

#ModelDistillation#TradeSecrets#Patents#AIProtection#DeepSeek
August 20255 min read

Planning Your AI Startup's Exit? Your Patent Portfolio Will Define the Price

In M&A due diligence, acquirers scrutinize IP assets more than any other factor. Learn how strategic patent development can dramatically increase your company's valuation and negotiating leverage.

#M&A#ExitStrategy#Valuation#Patents#AIStartups
November 20254 min read

Sensor Fusion Patents: The Hidden Value in Autonomous Systems

The algorithms that combine LiDAR, camera, and radar data are the secret sauce of autonomous vehicles. Here's how to protect your sensor fusion innovations before competitors reverse-engineer your approach.

#SensorFusion#AutonomousVehicles#Patents#Robotics#LiDAR
October 20254 min read

Robot Manipulation Patents: Protecting Warehouse Automation IP

As warehouse robotics becomes commoditized, your manipulation algorithms and gripper designs are key differentiators. Learn patent strategies for protecting physical AI innovations in logistics.

#WarehouseAutomation#Robotics#Manipulation#Patents#Logistics
September 20254 min read

Edge AI Chips: Patent Strategies for Hardware-Software Integration

Custom silicon for AI inference is a battleground of IP. From novel architectures to efficient model deployment, here's how robotics companies can build defensible patent portfolios around edge AI.

#EdgeAI#AIChips#Hardware#Patents#Inference
October 20255 min read

AI Governance in Healthcare: Patent and Regulatory Implications

Healthcare AI faces unique governance challenges at the intersection of FDA regulations and patent law. Learn how to build compliant AI systems while protecting your diagnostic and therapeutic innovations.

#Healthcare#AIGovernance#FDA#MedicalDevices#Compliance
September 20254 min read

Beyond Data Moats: Why Vertical AI Companies Need Patent Protection

Your industry-specific training data won't protect you forever. As foundation models improve, vertical AI companies need patent strategies that protect their domain expertise and specialized algorithms.

#VerticalAI#DataMoats#Patents#DomainExpertise#FoundationModels
August 20255 min read

Fintech AI: Balancing Compliance Requirements with IP Protection

Financial services AI must navigate strict regulatory requirements while building defensible IP. Here's how to document AI systems for both compliance and patent purposes in the fintech space.

#Fintech#AICompliance#Regulation#Patents#FinancialServices
December 20255 min read

AI Wrappers Have No Moat? Think Again—If You Have Patents

The 'AI wrappers have no moat' critique misses a crucial point: patents can protect the novel orchestration, prompt engineering, and system design that make wrapper products valuable. Here's how.

#AIWrappers#Patents#Moat#StartupStrategy#ProductDifferentiation
November 20254 min read

Vertical SaaS Adding AI Features: A Patent Strategy Primer

If you're a vertical SaaS company integrating AI capabilities, your domain-specific implementations may be more patentable than you think. Here's how to identify and protect your innovations.

#VerticalSaaS#AIFeatures#Patents#SoftwareIP#ProductStrategy
October 20254 min read

Beyond Prompt Engineering: When Your AI Orchestration Deserves Patent Protection

Sophisticated prompt chains and AI orchestration systems represent genuine technical innovation. Learn when these systems cross the threshold from trade secrets to patentable inventions.

#PromptEngineering#Orchestration#Patents#TradeSecrets#AIProducts

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