LegalTech Co., Ltd. (Minato-ku, Tokyo; President and CEO: Tomoyuki Hirai) has launched a "Formulation Management Workflow" targeting research and development (R&D) and intellectual property (IP) departments at paint and ink manufacturers.

This workflow is offered to companies adopting the company's AI data platform "IPGenius," aiming to reduce practical burdens in organizing complex formulation data, examples, comparative examples, pre-survey information for prior art and FTO (Freedom-to-Operate) analysis, and preparation for invention identification in the paint and ink industry.

Background: Structural Challenges in IP and R&D Operations in the Paint and Ink Industry

In R&D departments of paint and ink manufacturers, formulation development involving combinations of pigments, resins, solvents, and additives is conducted routinely. In a single product development project, dozens to hundreds of formulation variations are considered, with records scattered across the company in various formats such as lab notebooks, experiment reports, formulation review sheets, and quality evaluation data.

Such formulation data are often managed differently by individual researchers, making cross-departmental information sharing difficult. In particular, the coexistence of product names, abbreviations, and manufacturer-specific terms for pigments often leads to missed search results due to inconsistent naming. The common situation—"we must have tested a similar formulation before, but we can't find where it's documented"—is a widespread challenge in the R&D environments of the paint and ink industry.

In IP departments, examples and comparative examples in patent specifications related to formulations involve complex interdependencies of mixing ratios, evaluation conditions, and test methods, requiring significant effort for information organization as a preprocessing step for prior art searches and FTO analysis. Extracting technical elements and defining search terms often heavily depend on individual expertise, leading to structural issues of inconsistent search quality.

Moreover, in the paint and ink industry, product lifecycles are long, and formulation development histories and IP decision rationales accumulate over extended periods. However, the risk of losing tacit knowledge due to staff transfers or retirements is high. The effort required to reconstruct past development contexts during project handovers imposes a significant burden on R&D teams.

To address these challenges, LegalTech Co., Ltd. has developed a "Formulation Management Workflow" tailored to the practical workflows of paint and ink manufacturers and has begun offering it to companies adopting IPGenius.

Main Components of the Formulation Management Workflow

Item

Content

Formulation Extraction

Extract and list formulations and compositions evaluated in examples and comparative examples

Component Organization

Organize product names, abbreviations, chemical names, and higher-level concepts for pigments, resins, solvents, and additives

Condition Organization

Systematically organize coating, drying, dispersion, and evaluation test conditions

Search Term Generation

Compile candidate search terms categorized by technical elements for prior art and FTO searches

Comparative Analysis

Establish comparison frameworks between in-house formulations and examples from competitors' patents

Invention Candidate Organization

Organize potential inventions from the perspectives of technical problems, solutions, and effects in formulations

Knowledge Management

Store and accumulate formulation review histories and decision rationales in reusable formats

Example Target Documents

Document Type

Content

Patent Specifications

Formulation examples, comparative examples, evaluation results

Lab Notebooks

Formulation review history, composition change records

Experimental Data

Evaluation results for dispersibility, adhesion, weather resistance, etc.

Formulation Review Sheets

Lists of formulation variations

Invention Disclosure Forms

Organization of invention content and technical issues

FTO Documents

Pre-survey notes on component organization

Survey Reports

Historical records of prior art searches and FTO analyses

Quality Data

Test results for color difference, gloss, chemical resistance, etc.

Technical Reports

Technical review history of formulation development

Expected Use Cases

• Pre-prior art search formulation data organization: Before filing a patent for a new formulation, organize technical elements from examples and comparative examples to clarify search perspectives

• Pre-FTO component organization: Organize in-house formulation components and evaluation conditions to assess the scope of competitors' patent rights

• IP verification preparation for formulation changes: Refer to past IP decision rationales when changing raw materials or formulation ratios

• Pre-invention disclosure organization: Clarify invention candidates by organizing technical problems, solutions, and effects from formulation development outcomes

• Reuse and cross-sectional search of past formulations: Cross-reference past similar formulation cases across departments to prevent duplicated research and replication errors

• R&D project handover support: Hand over formulation review history, decision rationales, and unresolved issues to successors during staff transitions

• Competitor formulation analysis: Analyze formulation examples in competitors' patent documents to understand technological trends

• Support for quality defect root cause analysis: Cross-reference past formulation change histories and evaluation data to support defect cause investigations

Support via IPGenius

The AI data platform "IPGenius" by LegalTech Co., Ltd. serves as the operational foundation for this workflow.

IPGenius provides an environment for cross-referencing and searching research notes, experimental data, patent specifications, and technical reports scattered across the organization. In the paint and ink industry, documents are often stored with mixed use of pigment product names, abbreviations, and chemical names. IPGenius enables content-based document search, helping reduce missed results due to naming inconsistencies.

Additionally, IPGenius features functions to organize knowledge related to formulation development into structured, reusable formats, supporting efforts to retain tacit knowledge from experienced researchers and IP specialists within the organization. It is also expected to standardize operations by minimizing variations in quality across individuals during invention identification and pre-survey information organization.

Notably, IPGenius is designed for deployment in closed environments that access only internal data, making it suitable for companies handling highly confidential formulation and IP information.

Future Plans

LegalTech Co., Ltd. plans to progressively expand industry-specific and application-specific AI-powered workflows and knowledge templates beyond the paint and ink sector, targeting diverse industries including materials, chemicals, food, cosmetics, electronic materials, and healthcare. By developing support offerings tailored to R&D and IP practices in each industry, the company aims to continuously support enterprises in enhancing the efficiency of IP and R&D operations and enabling systematic knowledge utilization.

▼ Inquiries https://form.legaltech.co.jp/aos/ipgenius/input/ ▼ IPGenius https://www.legaltech.co.jp/ipgenius/

Company Overview

Company Name: LegalTech Co., Ltd. Founded: March 2021 Capital: 379 million JPY (including capital reserves) President and CEO: Tomoyuki Hirai Headquarters: 4F, Toranomon 40MT Building, 5-13-1 Toranomon, Minato-ku, Tokyo Business Overview: Development and provision of patent AI platform "MyTokkyo.Ai," AI data platform "IPGenius," and M&A platform "LegalTech VDR" Corporate Website: https://www.legaltech.co.jp/

FACT BOX

  • Source: PR TIMES
  • Category: 製品リリース
  • Organizations: IPGenius