January 24, 2026

Article

Patent Quality After AI: What Actually Matters

Why drafting discipline, alignment, and scrutiny-readiness define “born strong” patents

By Ian Schick, PhD, Esq

As AI reshapes how patent applications are drafted, the question facing patent practitioners is no longer whether a draft can be produced, but whether it is built to endure. When drafting becomes easier, professional judgment, alignment, and durability matter more—not less. This article examines what patent quality means after AI, and why “born strong” begins with the decisions made at the draft.

AI is rapidly changing the economics of patent drafting. Producing a “first complete draft” is becoming faster, cheaper, and more accessible than ever before. As that production bottleneck fades, the focus of patent quality is shifting.

Drafting quality is no longer about speed or volume. It is about whether an application is positioned to be born strong.

At the AIPLA Annual Meeting on October 31, USPTO Director Jeff Squires emphasized that society benefits from patents that are “born strong.” That phrase has since become shorthand for a larger policy goal: higher-quality patents that withstand scrutiny earlier and more predictably.

That strength is ultimately tested during examination and beyond. But it begins much earlier, with the choices made at filing.

You live with the text forever

A patent application is a one-way door. Once it is filed, the disclosure is fixed. You can amend claims, argue scope, and pursue continuations, but you cannot add new technical substance without establishing a new filing date.

The statutory bar on new matter is absolute, and courts routinely treat the original specification as the primary guide to claim meaning. As a result, the initial draft sets the permanent foundation for everything that follows: examination, diligence, licensing, enforcement, and portfolio strategy.

In an AI-enabled world, this point becomes more—not less—important. AI reduces the friction of drafting, but it does not replace responsibility for the result. Drafts can be generated quickly, confidently, and incorrectly, misaligned with business goals or vulnerable under scrutiny. Once filed, those shortcomings become part of the asset and must be lived with downstream.

“Technically correct” is only the baseline

A strong patent application must satisfy §112: enablement, written description, and clear support for claim language. That is non-negotiable. But technical correctness is table stakes, not the goal.

A patent is a business asset with legal consequences. A draft that is technically sound but strategically misaligned can still be fragile, difficult to use, or commercially irrelevant.

Drafting with a “born strong” mindset requires intentional alignment with business realities:

  • Product and roadmap alignment: The disclosure should support not only what exists today, but plausible evolutions that matter commercially. That means capturing alternatives, variations, and configurations in a structured way, not as boilerplate.

  • Competitive awareness: Strong drafting anticipates design-arounds. It describes the invention at the right level of abstraction and includes supported fallback positions that preserve leverage as claims are examined and refined.

  • Claim strategy coherence: The specification should clearly support the intended claim boundaries from the outset. Drafting without an explicit claim strategy often leads to later contortions that expose weaknesses rather than cure them.

Scrutiny-ready from day one

“Born strong” also implies scrutiny-readiness. Modern patent applications should be drafted with the expectation that they will be tested by examiners, investors, acquirers, licensing counterparties, or courts.

That mindset drives concrete drafting choices:

  • Multiple embodiments and meaningful alternatives that allow claim adjustment without rewriting the invention

  • Consistent terminology and deliberate definitions to avoid interpretive ambiguity

  • Clear technical narratives that read as a coherent invention, not a stitched compilation

  • Careful framing of advantages and tradeoffs without unnecessary limiting statements

These disciplines are not about gaming the system. They are about producing applications that hold up when read adversarially.

AI raises the bar

AI will continue to improve at generating fluent, well-structured patent text. But fluency is not strategy. Without explicit alignment and scrutiny-awareness, AI-generated drafts risk being internally consistent yet commercially fragile.

The irony of the AI era is that as drafting becomes easier, drafting quality matters more. You still only get one original filing. After that, every downstream option during examination and beyond is constrained by what you disclosed on day one.

That is why “born strong” is best understood as a drafting-first principle, not merely a prosecution outcome. Strong patents are built deliberately, at the start, with technical rigor, business alignment, and future scrutiny in mind.

That philosophy underpins Paximal’s Born Strong approach to modern patent drafting. The premise is simple: if you want patents that endure, you have to start with applications that are built to endure.