September 26, 2025
At the Women’s IP Forum 2025: How AI and Patents Are Being Reimagined
FIRM NEWS
The Women in IP Conference revealed a profession at a turning point. On one side, the rapid adoption of artificial intelligence is redrawing the boundaries of innovation, raising urgent questions about governance, copyright, and patent enforcement. On the other, personal stories of resilience, mentorship, and advocacy reminded us that the practice of intellectual property law is still human at its core. For Wood IP, a firm led by veterans, minorities, and women of color, this intersection was more than symbolic. It was lived proof that diverse voices belong at the center of science, technology, and law.
AI and the Future of Intellectual Property
Few topics dominated the conference as much as AI. A panel of in-house counsel and technology leaders made clear that organizations can no longer afford vague policies. One panelist warned bluntly:
“Risk walks in through the vendor portal. Most of us are not training models from scratch. We’re negotiating terms with providers. If you are not explicit about whether your data can be vectorized, embedded, or reused, you are already behind.”
That distinction between building a foundational model and fine-tuning an existing one has enormous implications for intellectual property. If confidential information or copyrighted works are used to train or contextualize an AI tool, who bears responsibility? How do you enforce rights? And most importantly, how do you prove provenance when challenged? These questions are no longer hypothetical. They are live issues for any company adopting AI in its R&D, HR, or marketing workflows.
At Wood IP, where AI-driven innovation makes up a growing share of our clients’ portfolios, the takeaway was clear: governance is as critical as invention.
Contracts and Competition in AI Adoption
The discussion quickly turned from principles to contracts. Large enterprises, with leverage to negotiate bespoke indemnities, are securing stronger protections than smaller firms. For everyone else, trade associations and industry templates are filling the gap. That uneven playing field is not just a risk issue. It is a competition issue.
Copyright exposure remains the fault line. Creative agencies delivering campaigns must guarantee their assets are free of infringement, yet indemnification from AI vendors is often capped at the value of the contract—far below the potential damages. Smaller businesses face a stark reality: adopt AI without adequate protections and risk collapse, or stay out of the race and risk irrelevance.
Compliance as Discipline, Not Paperwork
Policies on paper are not enough. As one technology counsel explained, “A compliance program is a policy, a tool, and a person, at least one person.” Ownership, tracking systems, and audits form the backbone of credible governance.
Best practices discussed at the conference included quarterly reviews of AI tool use, contractual disclosures of inputs and outputs, and in some cases ISO-style certification to demonstrate compliance to regulators and partners. The message was not that every company needs the same solution, but that every company must show evidence of intent, oversight, and accountability.
The lesson for patent lawyers is striking. Just as a compliance record proves responsible AI adoption, a clear specification and well-documented drafting process can prove that a patent is not only novel but defensible under review.
Inside the USPTO: Building Stability in a Shifting System
The conference also turned its attention to the Patent Office itself. The Acting Director described the challenge of managing a five-billion-dollar agency with more than fourteen thousand employees after years of pandemic strain. A backlog of more than eight hundred thousand patent applications, coupled with high attrition and a hiring freeze, forced hard resets. Even so, examiner productivity rose as the office sought to reduce pendency while preparing to hire more than a thousand new examiners.
Policy consistency emerged as another priority. A recent memorandum on subject matter eligibility was intended to curb variance across art units. A new working group on obviousness was tasked with examining hindsight bias and ensuring the law was applied evenly between examination, PTAB trials, and litigation. One reflection from the stage captured the stakes:
“Would Edison’s bulb be called obvious today? Would the Post-it Note be dismissed as paper and adhesive? We have to ensure the left hand that grants rights and the right hand that reviews them do not undermine the stability innovators need.”
At the PTAB, the focus was on balancing fairness and efficiency. Petitioners must justify why a trial is warranted, while patent owners have a meaningful chance to show why it is not. The doctrine of settled expectations was described as a way to respect the presumption of validity without locking the system into rigidity.
The Human Architecture of IP Careers
If the USPTO panels mapped systemic change, the career sessions mapped the personal journeys that animate this field. Speaker after speaker described finding IP not through linear plans but through persistence and adaptation. A paralegal handling copyright settlements became a trademark department leader simply by raising her hand again and again. An attorney without a science degree turned early doubts into a strength by mastering patent policy. An engineer balanced family responsibilities while standing firm against whisper campaigns that questioned her commitment.
One panelist summarized it simply:
“Sometimes the step you need to take does not look anything like the step you imagined. The imperfect first step is often the one that makes the rest possible.”
Mentorship and sponsorship also emerged as decisive. Careers changed because someone said, “apply for that role,” or paused after a meeting to say, “here’s how you can frame your value.” The advice to younger attorneys was straightforward: ask the questions you are afraid to ask, and keep the ladder down for those behind you.
Feedback, too, was reframed as fuel. Several speakers recalled being told they lacked confidence or had misframed their pitch. Instead of retreating, they practiced, adjusted, and advanced. The ability to receive criticism without fragility was described as essential to long-term growth.
Why This Matters for Clients and Colleagues
For innovators and in-house counsel, the themes converge into practical guidance.
- Treat AI vendor agreements as IP defense tools. Define what data can be used, how, and with what indemnities.
- Draft patent specifications with the clarity and specificity that anticipate Section 101 and obviousness challenges.
- Maintain documentation, whether for AI compliance or patent drafting. that proves not only what was created but how it was created.
- Recognize that mentorship, sponsorship, and representation shape the profession that will defend tomorrow’s portfolios.
These are not abstract lessons. They are strategies for ensuring that investments in innovation translate into enforceable rights.
The Wood IP Perspective
At Wood IP, we live these challenges daily. We are a veteran-led, minority-owned boutique with deep expertise in software, AI, life sciences, and high-tech portfolios. Our team includes women of color who represented the firm at this very conference, contributing perspectives across trademarks, prosecution, and policy. In a profession often shaped by precedent, we bring both diversity of background and precision of practice to every filing, argument, and client engagement.
We test AI tools in our workflows, adopt them where they enhance quality and efficiency, and reject them where they threaten confidentiality or judgment. We prosecute patents designed to survive both PTAB review and federal court challenge. And we believe, as this conference affirmed, that governance and creativity are not opposites but complements.
Closing Reflections
The Women in IP Conference demonstrated that intellectual property is at a crossroads. AI is rewriting the rules of creation and enforcement. The USPTO is recalibrating its balance between consistency and capacity. And the personal journeys of women across the field show that resilience, mentorship, and advocacy are as important as technical fluency.
The future of IP will not be decided by technology alone, nor by law alone. It will be decided by those who can integrate technical insight, legal rigor, and human leadership. The women leading these conversations have shown us what that future looks like. And at Wood IP, we are proud to be part of that future.



