AI, Software & Emerging Tech

AI, Software & Emerging Technology Lawyers Advancing Innovation in New York

At Pardalis & Nohavicka LLP in New York City, our intellectual property attorneys counsel innovators, startups, and established technology companies on securing, commercializing, enforcing, and defending AI, software, and emerging technology assets.

In today’s fast-moving digital environment, safeguarding proprietary code, datasets, algorithms, and AI-generated outputs is essential to maintaining competitive advantage while reducing regulatory and legal risk. Our team combines deep legal experience with fluency in modern technologies to guide clients through intellectual property protection, licensing, compliance, enforcement, and investigations.

Supporting the Future of Technology

AI systems, software platforms, and next-generation technologies present unique legal challenges. We help clients protect innovation, mitigate risk, and unlock commercial value across the technology lifecycle.

AI Model Protection & Dataset Rights

A high-demand area for AI developers, data-driven companies, and software platforms.

Training Data & Dataset Rights

Dataset licensing and right-of-use analysis

Managing scraped, licensed, or user-generated data

Handling sensitive, restricted, or regulated data sources

Structuring lawful access and usage controls

Model Ownership & Fine-Tuning

Ownership of fine-tuned and derivative models

Shared model development between collaborators

Rights allocation for model improvements and iterations

Prompt & Output Protection

Protecting proprietary prompts and prompt libraries

Confidentiality for prompt engineering workflows

Managing rights when using third-party AI platforms

Data Scraping Liability

Avoiding unauthorized scraping exposure

Enforcing Terms of Service violations

Defending against scraping-related claims

Generative AI Legal Compliance & Risk Mitigation

We advise companies navigating rapidly evolving regulatory and industry standards, including:

AI governance frameworks and internal policies

AI risk assessments and audit processes

Bias, transparency, and explainability controls

New York State and federal regulatory compliance

EU AI Act compliance for companies operating globally

Incident response and model misuse protocols

Software, SaaS & Technology Contract Drafting

Beyond licensing, we structure contracts that support growth, scalability, and risk control:

SaaS, PaaS, and cloud service agreements

Proprietary and custom software development agreements

End-User License Agreements (EULAs)

API development and integration agreements

Data processing agreements (DPAs)

AI/ML vendor and deployment agreements

Technology procurement and enterprise software contracts

Software & Algorithm Patent Strategies

(Even When You’re Not Filing a Patent)

We help clients evaluate protection strategies that align with business objectives, including:

Patentability of algorithms and machine learning processes

Utility patent strategies for data pipelines and system architecture

Design patents for user interfaces and software experiences

Avoiding disclosures that jeopardize trade secret protection

Data Privacy & Cybersecurity Integration

Modern technology companies require coordinated IP and privacy strategies. We advise on:

Data breach notification and response obligations

User data rights and privacy-by-design principles

Cross-border data transfers (GDPR, PIPL, and related regimes)

AI-specific privacy and security risks

Security protocols for proprietary datasets and models

Robust IP Enforcement for AI, Software & Digital Assets

We handle complex enforcement matters across platforms, jurisdictions, and technologies.

Software & AI Infringement Enforcement

Source code theft and replication

Misappropriation of datasets

Unauthorized model training using proprietary data

Model extraction and replication

API abuse and unauthorized integrations

Platform Terms of Service violations

Digital Asset Enforcement

NFT copycat collections

Token branding and naming disputes

Smart contract IP disputes

Domain name, handle, and username hijacking

Cyber / IP Intersection Enforcement

DMCA notices involving AI models, datasets, or code

Unauthorized scraping and automated data harvesting

Takedowns across cloud providers, marketplaces, and platforms

Preservation of digital evidence for litigation

Criminal & Government Investigations Defense

We represent companies and individuals facing criminal, regulatory, or governmental investigations related to AI, software, and emerging technologies, including:

Allegations of unlawful data scraping or misuse

Trade secret theft claims

Export control and technology transfer investigations

Digital asset and blockchain-related enforcement actions

Government inquiries involving AI systems, datasets, or platforms

Our team provides strategic defense, risk mitigation, and coordinated responses across agencies and jurisdictions.

Common Legal Issues We Solve for AI & Software Companies

Clients frequently come to us asking:

“Someone used my code without permission.”

“How do I protect my proprietary AI model?”

“A competitor copied my SaaS features — what can I do?”

“How do I license my API to third parties?”

“Is my dataset legally safe to train AI models with?”

“How do I prove ownership of an algorithm?”

“How do I stop scraping of my platform data?”

“Is open-source safe for commercial AI products?”

We provide clear answers and actionable strategies.

Pardalis & Nohavicka attorneys

Why Choose Pardalis & Nohavicka for AI & Technology IP

Deep Tech Fluency

We understand algorithms, architectures, datasets, and platforms

Rapid-Response Enforcement

Immediate action for scraping, misuse, or code theft

Multi-Jurisdictional Capability

Domestic and international coordination

Platform Expertise

Familiarity with OpenAI, AWS, Microsoft Azure, Google Cloud, Apple, GitHub, and marketplace policies

Future-Focused Strategy

Guidance aligned with evolving regulation and industry trends

Who We Represent

AI startups and enterprise AI developers

Software and SaaS companies

Blockchain, NFT, Web3, and fintech innovators

Data-driven platforms and analytics companies

Universities, laboratories, and research institutions

Technology incubators and emerging ventures

Representative Experience

Software Licensing & Commercialization Strategy

We advised a technology company on structuring SaaS licensing, API access terms, and data usage restrictions, enabling secure commercialization while preserving proprietary rights.

Frequently Asked Questions

Can AI inventions be patented?

Yes, depending on human contribution, technical implementation, and USPTO standards.

How do I protect my training data from competitors?

Through licensing controls, access restrictions, trade secret safeguards, and enforcement.

What is the best way to protect machine learning models?

A combination of trade secret protection, licensing structures, access controls, and monitoring.

Do I own outputs generated using another company’s AI platform?

Ownership depends on platform Terms of Service and contractual arrangements.

Can I prevent others from scraping my data to train AI models?

Yes, through IP enforcement, Terms of Service enforcement, DMCA actions, and technical controls.

What qualifies as a trade secret for algorithms?

Model architectures, training methods, datasets, prompts, and internal workflows if properly protected.

Is open-source safe for commercial AI products?

Yes, with proper compliance. We audit licenses and advise on compatibility.

Secure Your AI, Software & Emerging Technology Today

Emerging technology demands proactive, strategic legal guidance.
Pardalis & Nohavicka LLP helps innovators protect proprietary systems, remain compliant, defend investigations, and unlock long-term commercial value.

Call 212-213-8511 or visit pnlawyers.com to schedule a confidential consultation with a technology IP attorney in New York City.

Get in Touch With Us

Let's Discuss Your Legal Needs

Every legal matter starts with a conversation. Contact Pardalis & Nohavicka to schedule a confidential consultation and learn how our team can help.

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