ARTY’s Built-In Patent Application QA

Built-In Quality Assurance: How ARTY Validates Patent Applications at Every Stage

ARTY, the proprietary platform shipping out of SLW Labs, is built around a single principle: quality checks should not happen at the end of a process, they should happen throughout that process. This is the first article in a four-part series on ARTY.

Two weeks ago, we introduced SLW Labs as the firm’s internal innovation platform. We promised a series of articles going deeper into each Labs product, signed by the attorneys and technologists who built them. This is the first.

Patent applications fail for predictable reasons. Sometimes this can be as straightforward as antecedent basis errors, misnumbered or improperly dependent claims or cross-references that cite figures or sections that do not exist. Other examples are more complex, including arguments in office action responses that are not adequately supported by the prosecution record. These are not exotic edge cases. They are recurring, costly problems that can weaken an application or generate avoidable office actions, even when drafted by skilled practitioners working.

ARTY is built around a simple proposition: quality checks should not happen at the end of a draft pass; they should happen throughout the drafting process. The validation runs alongside the work, surfacing issues as they arise rather than accumulating them into a final review.

Validation That Runs Alongside The Work

At the claims drafting stage, ARTY enables automated antecedent basis analysis, verifying that every term introduced as “said” or “the” was previously introduced with “a” or “an,” and that the introductory language is consistent throughout the claim set. Claim numbering is validated in real time, catching situations where a dependent claim references a non-existent base claim or where numbering has drifted during revision. Section cross-references and figure citations are checked against the actual document structure, not just the text as typed.

For specification drafts, ARTY’s Specification Drafting Agent applies a structured framework that enforces consistency between claim language, figure descriptions, and supporting disclosure. The platform maps claim elements to specification passages and flags gaps, places where claim scope may lack adequate written description support, before the application is filed.

“The hardest part of building ARTY was not the AI. It was building the validation rules that match how patent attorneys actually work: how they evaluate a draft for content, antecedent basis, dependency, and written-description support and always with enforcement in mind.”
— Tyler Nasiedlak

Enforcement Readiness: Quality Measured Against What Matters

One distinctive quality feature in ARTY is its Enforcement Readiness Checker (ERC), particularly the ERC v2 LLM-powered analysis. Rather than treating quality as a question of correct grammar and formatting, ERC v2 asks a harder question: will this patent hold up when it counts?

The analysis runs four passes. The first examines claim construction under §112(b), evaluating whether claim terms are defined clearly enough to be reliably construed. The second assesses validity risks under §101 and §112(a), identifying enablement and written-description vulnerabilities. The third reviews enforceability factors. The fourth synthesizes the prior three into a strategic assessment: is this claim set positioned to be both allowed and enforced?

The result is a document that gives the drafting attorney (and, where appropriate, the client), a clear picture of where the application is strong and where it carries risk, all before filing while there is still time to address any issues.

Real Record Evidence Under The Validation

A quality validation layer is only as good as the evidence undergirding that quality validation. ARTY is designed so that the underlying patent record evidence, file histories, bibliographic data, prosecution references, PTO documents, and on-demand reference retrieval, is real, current, and authoritative. That data is fed into ARTY (e.g., from the USPTO or through OTTO Hub, the data platform of our strategic partner, Black Hills AI (BHAI)). When ARTY evaluates whether a claim term is supported by the specification, or whether an argument in an office action response is grounded in the record, ARTY is reasoning over current US and international record data rather than scraped or stale sources. For clients with international portfolios, this matters: the data feeding our drafting and validation is held to the same standard regardless of jurisdiction.

Attorney Authority Over Every AI Edit

A quality system that operates without attorney oversight would be contrary to the purpose of building a quality system. ARTY is designed around the principle that AI assistance and professional judgment are complementary, not competing.

Every edit suggested or generated by ARTY’s AI can be rendered in a track changes view, visible, attributed, and pending. Attorneys can review, accept, reject, or modify each change individually. The system can maintain a complete revision history so that every decision, human or AI, is documented.

“AI generates; attorneys decide. The architecture is deliberate. Every AI edit can be marked, tracked, and subject to human approval before it becomes final. Quality assurance and attorney judgment work together, not as substitutes for one another.”
— Andre L. Marais, AI Adoption Lead, SLW

This architecture reflects a deliberate choice. The goal of AI integration at SLW is not to produce patent applications with less attorney involvement. It is to ensure that attorney involvement is concentrated on the legal judgments that require attorney judgement: claim strategy, prosecution posture, and client-specific considerations. The automated validation layer handles what a rule can handle. The attorney handles the decisions that require expertise.

What This Means For Clients

For SLW clients, whether early-stage companies filing their first applications or Fortune 500 portfolio holders managing thousands of assets, the practical implication is straightforward: the applications SLW prosecutes with ARTY have passed a systematic, multi-layered quality review that goes beyond traditional proofreading.

That means claim sets can be evaluated not just for formal compliance but for litigation readiness. Prosecution records with clear, consistently documented evidentiary support. An attorney team whose attention has been directed toward the strategic dimensions of each matter. Intellectual property is a long-term asset. Quality at the drafting and prosecution stage compounds over the life of a patent. ARTY is SLW’s investment in getting that foundation right.