The digital world is a sea of unlicensed assets, from AI-generated art to in-game character skins, and the legal headache for rights holders is growing by the day. IP Signals, a product from Reinvent DAO, is betting that what this chaotic market needs is not just a detective, but an actuary. Its stated goal is to become the "Moody’s for IP risk infringement," applying AI to monitor, score, and value copyright exposure across the entire digital ecosystem [Hanis Harmiles, LinkedIn, June 2025].
Founded in 2024, the platform graduated from the TDeFi / TradeDog Token Growth Studio Accelerator in mid-2025 and is now seeking its first beta customers. For founder and CEO Hanis Harmiles, a recognized Web3 strategist and former banker, the move from blockchain to AI-powered IP analytics is a logical pivot. The core promise is to move intellectual property management from reactive legal action to proactive, data-driven risk assessment and monetization [Reinvent IP, accessed 2026].
The Actuarial Model for Digital IP
Traditional IP enforcement often involves manual searches and costly litigation, a process that struggles to scale with the volume of user-generated and AI-created content. IP Signals aims to automate the surveillance and triage. Its AI engine is designed to scan digital platforms, identify potential unauthorized use of copyrighted or trademarked material, and assign an infringement-risk score to each detected instance [Reinvent IP, accessed 2026].
The platform's ambition extends beyond detection into valuation and monetization support, suggesting it could one day inform licensing deals or even underwriting. Its target users span businesses, platforms, rights holders, and specialized IP-enforcement firms, with a focus on high-volume, digitally-native assets like software code, virtual characters, and generative AI outputs [Reinvent IP, accessed 2026].
A Founder's Web3 Pedigree
The venture is closely tied to its founder's profile and network. Hanis Harmiles, also known as "NFT Queen Asia," leads Reinvent DAO and has built a reputation as a senior digital technology leader in FinTech and Web3. Her background includes banking, consulting, and founding The Royal Nodes, a platform for women entrepreneurs in Web3 [hongkongspeakerbureau.com, accessed 2026].
This Web3 heritage is reflected in the project's early support system and advisory circle. The company lists a cohort of advisors and collaborators from the crypto and digital assets space, though the operational team beyond Harmiles is not publicly detailed [Hanis Harmiles, LinkedIn, June 2025]. The venture's path through a token-focused accelerator further underscores its roots in the blockchain world, even as its product is pitched as a broad AI utility.
The Unproven Scale of the Bet
For all its conceptual ambition, IP Signals operates with the trappings of a very early-stage project. There is no verifiable public funding announcement, named lead investor, or disclosed valuation. The company's public traction is currently limited to its accelerator graduation and a call for beta testers, with no named enterprise customers or published case studies [Perplexity Sonar Pro Brief].
The competitive and regulatory landscape presents further questions. While no direct competitors are named in the sources, the space for digital rights management is crowded with legacy legal-tech vendors and newer content-identification services. The technical challenge of accurately attributing and scoring infringement risk for novel, AI-generated content is immense and largely unvalidated by peer-reviewed methods. Furthermore, the company must navigate a potential brand confusion with a separate, India-based patent services firm also called IP Signals [Perplexity Sonar Pro Brief].
The platform's success hinges on several technical and commercial milestones that remain ahead of it. Key questions for the next phase include:
- Model validation. Can its AI deliver accurate, legally-defensible risk scores that enterprise counsels will trust?
- Initial deployments. Which first customers will publicly deploy the system, and for what specific asset classes?
- Regulatory posture. How will the platform engage with evolving global frameworks like the EU AI Act, which imposes strict requirements on high-risk AI systems [miszhanis.substack.com]?
The Standard of Care for Digital IP
The patient population here is any entity that owns or manages copyrights or trademarks in the digital realm, from indie game studios to media conglomerates. The standard of care today is a fragmented, often manual process. It typically involves periodic manual sweeps, third-party takedown services, and reactive legal letters,a system that is slow, expensive, and ill-suited to the real-time, global nature of modern content creation. For many rights holders, especially smaller ones, enforcement is often abandoned as cost-prohibitive, leaving value on the table and norms of ownership eroded. IP Signals is betting that by injecting actuarial-style data and automation into this workflow, it can turn a cost center into a managed asset class.
Sources
- [Reinvent IP, accessed 2026] Reinvent IP website | https://reinvent-ip.xyz/
- [Hanis Harmiles, LinkedIn, June 2025] LinkedIn post on IP Signals | https://www.linkedin.com/posts/hanis-harmiles_crypto-ai-ip-activity-7341358666651979776-nKCv
- [hongkongspeakerbureau.com, accessed 2026] Hanis Harmiles speaker profile | https://www.hongkongspeakerbureau.com/speaker-profile/hanis-harmiles
- [Perplexity Sonar Pro Brief] Research brief on IP Signals |
- [miszhanis.substack.com] Substack article on AI Act | https://miszhanis.substack.com/p/the-ai-act-deadline-everyone-thinks