Illustrator !full! Free | Embroidery I2 Plugin For Adobe

The Embroidery i2 plugin is a professional-grade tool designed for Adobe Illustrator, allowing users to create embroidery designs directly within their familiar vector environment. However, it is important to clarify that Embroidery i2 is not free. The Reality of Embroidery i2 Pricing

Contrary to many search queries for "free" versions, Embroidery i2 is a high-end commercial software.

Cost: Professional licenses are typically priced around $3,000 to $3,500.

Acquisition: It is generally sold through specialized distributors (like Tajima or AJS Embroidery) rather than directly through the Adobe Creative Cloud store.

Model: It often operates on a subscription-based model or requires an activation code from a distributor for registration and download. Key Features of the Plugin

The reason for its high price point is its seamless integration and powerful professional features: Embroidery i2 - Full Design Digitizing

Get Creative with Embroidery: Introducing the I2 Plugin for Adobe Illustrator (Free Download)

Are you an embroidery enthusiast, a fashion designer, or a crafty hobbyist looking to take your designs to the next level? Look no further! We're excited to introduce the Embroidery I2 Plugin for Adobe Illustrator, now available for free download.

What is the Embroidery I2 Plugin?

The Embroidery I2 Plugin is a powerful tool that allows you to create stunning embroidery designs directly within Adobe Illustrator. With this plugin, you can easily convert your vector graphics into embroidery patterns, complete with intricate stitches, threads, and textures.

Key Features of the Embroidery I2 Plugin:

Seamless Integration: The plugin integrates smoothly with Adobe Illustrator, allowing you to work on your designs without any hassle.
Advanced Stitch Editing: Create and edit custom stitches, including satin, fill, and outline stitches.
Thread Library: Access a vast library of thread colors and textures to match your designs.
Auto-Generation of Embroidery Files: The plugin automatically generates embroidery files in popular formats, including PES, DST, and JEF.

Benefits of Using the Embroidery I2 Plugin:

Save Time: No more tedious manual tracing or conversion of designs. The plugin automates the process, saving you time and effort.
Increased Accuracy: Achieve precise and accurate embroidery designs, with minimal room for error.
Endless Creativity: Unlock a world of creative possibilities, from custom apparel to home decor and accessories.

How to Download and Install the Embroidery I2 Plugin:

Download: Click on the download link provided below.
Install: Follow the installation instructions to install the plugin in Adobe Illustrator.
Launch: Launch Adobe Illustrator and start creating your embroidery designs!

Free Download Link: [Insert download link]

System Requirements:

Adobe Illustrator CS6 or later
Windows or macOS operating system

Get Ready to Unleash Your Creativity!

Download the Embroidery I2 Plugin for Adobe Illustrator today and start creating stunning embroidery designs like a pro! If you have any questions or need assistance, feel free to ask in the comments below.

Happy designing and embroidering!

14. Conclusion

Embroidery I2 fills a gap for designers who want integrated embroidery digitizing inside Adobe Illustrator without the cost of specialized commercial software. By combining proven algorithms (e.g., Ink/Stitch-inspired methods), a lean UI, extensible architecture, and a free licensing model, Embroidery I2 can enable high-quality, machine-ready stitch generation suitable for hobbyists and small production users.

Appendix A: Suggested Default Parameters (examples)

Max stitch length: 4.0 mm
Min stitch length: 1.5 mm
Satin width threshold: 5 mm
Fill step-over: 0.4 mm
Underlay density: 40%

Appendix B: References (selected)

Ink/Stitch project (Inkscape extension) — algorithmic inspiration.
Tajima DST format documentation and community notes.
Adobe UXP and CEP plugin development guides.

If you'd like, I can: provide sample pseudocode for the path-to-stitch conversion algorithm, produce a UXP plugin skeleton (file list and manifest), or generate an implementation plan in Rust/WebAssembly for the core engine. Which would you prefer?

What is the Embroidery I2 Plugin?

The Embroidery I2 plugin is a software tool designed for Adobe Illustrator that enables users to create and edit embroidery designs directly within the Illustrator environment. The plugin allows users to convert Illustrator files into embroidery formats, such as DST, PES, and JEF, which can be used with embroidery machines.

Is there a free version available?

While there might be some free trials or demo versions of embroidery plugins available, I couldn't find a reliable source that offers a free, fully-functional Embroidery I2 plugin for Adobe Illustrator. Many plugins, including embroidery ones, usually require a purchase or subscription to access their full features.

Possible alternatives:

If you're looking for free or low-cost options, here are a few alternatives:

Inkscape: A free, open-source vector graphics editor that can be used for creating and editing embroidery designs. While it doesn't have a built-in embroidery plugin, you can use third-party extensions or export files to compatible formats.
Embroidery Studio: A free trial version of an embroidery design software that allows you to create and edit embroidery designs. Keep in mind that this is a trial version, and you might need to purchase a license for full access.
刺繍 (J刺繍): A free, open-source embroidery design software for Japan, which supports some English interfaces. It's not specifically designed for Adobe Illustrator, but it's a free option.

Paid options:

If you're interested in purchasing a reliable embroidery plugin for Adobe Illustrator, here are a few popular options:

Embird: A well-known embroidery design software that offers a plugin for Adobe Illustrator.
刺繍designer (Embroidery Designer): A professional embroidery design software that offers a plugin for Illustrator.

Before downloading or purchasing:

When searching for plugins or software, make sure to:

Check compatibility with your version of Adobe Illustrator.
Read reviews and user feedback to ensure the plugin meets your needs.
Verify the file formats supported by the plugin.

Embroidery i2 plugin for Adobe Illustrator is not available for free

; it is a professional-grade software that typically follows a subscription-based model or a high one-time purchase price.

While you can download the installer from official sources like Embroidery i2

, you will need a valid license or account credentials to activate and use its features. Embroidery i2 Key Features of Embroidery i2

If you decide to invest in the plugin, it offers several powerful tools directly within the Adobe Illustrator interface: Autodigitizing

: Automatically converts vector objects and text into stitch data to quickly estimate stitch counts and preview designs. Text & Lettering : Includes over 125 professionally digitized fonts

and the ability to convert any TrueType Font (TTF) into stitches. Advanced Editing Embroidery I2 Plugin For Adobe Illustrator Free

: Provides manual control over stitch angles, density, pull compensation, and underlay settings. 3D Simulation

: Generates a realistic 3D preview of how the design will look once embroidered. Tajima Software Free & Low-Cost Alternatives

If the cost of Embroidery i2 (reportedly around $3,000 for some versions) is too high, consider these alternatives: Ink/Stitch : A popular, completely free and open-source

embroidery plugin for Inkscape (a free vector alternative to Illustrator). Wilcom Hatch : Offers a 30-day free trial

that allows you to create and export designs to your machine during the trial period. Drawings Pro

: Another professional option that allows for importing AI-generated vector art to be converted into stitches. free alternative for your designs? Embroidery i2 - Tajima Software

Embroidery i2 is a high-end, professional embroidery digitizing plugin for Adobe Illustrator that allows users to create production-ready embroidery files directly within their vector design environment Availability & Cost Despite being frequently searched as "free," Embroidery i2 is a premium, paid software Historically, the software has been priced between $3,000 and $3,500 for a full license. Purchasing:

It is typically sold through a worldwide network of distributors rather than directly from a standard online storefront. Free Alternatives: Users looking for no-cost options often turn to

(an open-source plugin for Inkscape) or basic free versions of other digitizing tools. Key Features

Developed by Pulse Microsystems, the plugin bridges the gap between graphic design and textile manufacturing. Embroidery i2 - Full Design Digitizing

Embroidery i2 is a professional plugin for Adobe Illustrator that allows you to digitize and create embroidery files directly within your vector workspace. However, it is not free; it is a premium tool that typically requires a subscription or the purchase of an activation code through authorized distributors. Key Features of Embroidery i2

Direct Integration: Works as a native plugin, adding specialized palettes for stitch effects, pull compensation, and density settings to your existing Illustrator interface.

Auto-Digitizing: Automatically converts vector logos and text into stitches to quickly generate stitch counts and 3D previews.

Comprehensive Tools: Includes over 125 digitized fonts, 20 standard fills, and specialized tools like the "angle lines" tool for manual stitch adjustment.

Cross-Platform: Compatible with both Windows and Mac versions of Adobe Illustrator and CorelDRAW. How to Get It

Locate a Distributor: Visit the Official Support Page to find a regional distributor to purchase an activation code.

Register & Download: Use your purchased code to create an account and download the plugin client.

Sign In: Once installed, the plugin launches with Illustrator and requires a server sign-in to activate its tools. Free Alternatives

If you are looking for a free way to convert Illustrator designs into embroidery files, consider these options:

Embroidery I2 Plugin For Adobe Illustrator Free: A Game-Changer for Designers and Embroidery Enthusiasts

Are you a designer, artist, or embroidery enthusiast looking to take your creative projects to the next level? If so, you're likely familiar with Adobe Illustrator, the industry-standard vector graphics editor. However, you may not know that there's a plugin that can elevate your Illustrator experience and streamline your workflow: the Embroidery I2 Plugin. In this article, we'll explore the benefits of the Embroidery I2 Plugin for Adobe Illustrator, and provide you with a free download link.

What is the Embroidery I2 Plugin?

The Embroidery I2 Plugin is a software extension designed specifically for Adobe Illustrator. It allows users to create and edit embroidery designs directly within Illustrator, making it an essential tool for designers, artists, and embroidery enthusiasts. With the Embroidery I2 Plugin, you can easily convert your vector graphics into embroidery designs, complete with stitches, threads, and other details.

Key Features of the Embroidery I2 Plugin

The Embroidery I2 Plugin offers a range of features that make it an indispensable tool for anyone working with embroidery designs. Some of the key features include:

Seamless Integration with Adobe Illustrator: The plugin integrates seamlessly with Illustrator, allowing you to access embroidery design tools and features directly within the software.
Vector-to-Embroidery Conversion: Easily convert your vector graphics into embroidery designs, complete with stitches, threads, and other details.
Customizable Stitches and Threads: Choose from a wide range of stitches and threads to customize your embroidery designs.
Realistic Preview: Preview your embroidery designs in real-time, with a realistic representation of how they'll look when stitched.
Compatibility with Popular Embroidery Machines: The plugin supports a wide range of embroidery machines, making it easy to export your designs and stitch them out.

Benefits of Using the Embroidery I2 Plugin

The Embroidery I2 Plugin offers a range of benefits for designers, artists, and embroidery enthusiasts. Some of the key benefits include:

Streamlined Workflow: The plugin streamlines your workflow by allowing you to create and edit embroidery designs directly within Illustrator.
Increased Productivity: With the Embroidery I2 Plugin, you can create and edit embroidery designs faster and more efficiently than ever before.
Improved Design Accuracy: The plugin's realistic preview feature allows you to see exactly how your designs will look when stitched, reducing errors and improving design accuracy.
Enhanced Creativity: The Embroidery I2 Plugin offers a range of customizable stitches and threads, giving you the creative freedom to experiment with new and innovative designs.

Free Download: Embroidery I2 Plugin for Adobe Illustrator

We're excited to offer you a free download link for the Embroidery I2 Plugin for Adobe Illustrator. This plugin is compatible with Adobe Illustrator CS6, CC, and later versions.

System Requirements

Before downloading the Embroidery I2 Plugin, ensure that your system meets the following requirements:

Adobe Illustrator CS6, CC, or later version
Windows 10, 8, or 7 (64-bit)
4 GB RAM or more
2 GHz processor or faster

How to Install the Embroidery I2 Plugin

Installing the Embroidery I2 Plugin is easy. Follow these steps:

Download the plugin: Click on the download link below to download the Embroidery I2 Plugin.
Extract the files: Extract the plugin files to a folder on your computer.
Open Adobe Illustrator: Open Adobe Illustrator and navigate to the "Plugins" folder.
Copy the plugin files: Copy the plugin files into the "Plugins" folder.
Restart Illustrator: Restart Illustrator to activate the plugin.

Conclusion

The Embroidery I2 Plugin for Adobe Illustrator is a game-changer for designers, artists, and embroidery enthusiasts. With its seamless integration with Illustrator, customizable stitches and threads, and realistic preview feature, this plugin streamlines your workflow and improves design accuracy. We're excited to offer you a free download link for the Embroidery I2 Plugin, so you can experience the benefits for yourself.

Download Link:

[Insert download link]

FAQs

What is the Embroidery I2 Plugin?: The Embroidery I2 Plugin is a software extension designed specifically for Adobe Illustrator, allowing users to create and edit embroidery designs directly within the software.
Is the Embroidery I2 Plugin compatible with my version of Illustrator?: The plugin is compatible with Adobe Illustrator CS6, CC, and later versions.
Can I use the Embroidery I2 Plugin for commercial projects?: Yes, the plugin is suitable for commercial use.
How do I install the Embroidery I2 Plugin?: Follow the installation instructions provided above.

While there is no permanent "free" version of the Embroidery i2 plugin , it is a high-end professional tool developed by Pulse Microsystems for high-fidelity embroidery digitizing directly within Adobe Illustrator Is There a Free Version? Paid Software

: Embroidery i2 is a premium professional plugin. Full licenses have historically been quoted at high price points, often exceeding No Official Trial : Currently, the official Embroidery i2 website

does not list a standard free trial or "lite" version for public download. Subscription Model

: Modern access is typically provided through a subscription-based model to ensure users always have the latest updates. Key Professional Features Direct Vector Conversion

: It allows you to draw or open vector files in Illustrator and assign stitch effects without leaving the program. Extensive Stitch Library : Includes over 125 digitized fonts , 20+ standard fills, and over 150 programmed fills to create unique thread textures. Machine Compatibility : Exports to all major embroidery formats, including DST, PES, EXP, JEF, and VP3 Technical Controls

: Provides precise control over stitch density, pull compensation, underlays, and tie-ins/tie-offs. Free Alternatives for Illustrator Users

If the professional price point of i2 is not feasible, many designers use these free or more affordable workflows: Ink/Stitch : A popular open-source plugin for

. Designers often create vectors in Illustrator, export them as SVGs, and then use Ink/Stitch to digitize for free. PEmbroider : A free tool developed for the Processing

environment that can generate stitch files from various formats. Wilcom Hatch (Trial) : While not free, Wilcom Hatch 30-day free trial

that includes robust auto-digitizing features for Illustrator vectors. Embroidery and Illustrator - Adobe Community

Embroidery I2 Plugin For Adobe Illustrator Free: A Comprehensive Guide

Are you an embroidery enthusiast or a professional looking to create custom embroidery designs? Do you use Adobe Illustrator for your design needs? If yes, then you're in luck! The Embroidery I2 plugin for Adobe Illustrator is a powerful tool that allows you to create and edit embroidery designs directly within Illustrator. And the best part? You can download it for free!

In this article, we'll explore the features and benefits of the Embroidery I2 plugin, how to download and install it, and provide tips on how to get the most out of this amazing tool.

What is Embroidery I2 Plugin?

The Embroidery I2 plugin is a software extension that integrates embroidery design capabilities into Adobe Illustrator. Developed by I2, a company specializing in embroidery software, this plugin allows users to create, edit, and customize embroidery designs using Illustrator's familiar interface.

Features of Embroidery I2 Plugin

The Embroidery I2 plugin offers a range of features that make it an essential tool for embroidery enthusiasts and professionals:

Seam allowance and underlay: Automatically generate seam allowance and underlay stitches for your designs.
Stitch editing: Edit individual stitches to fine-tune your design.
Thread color management: Manage thread colors, including RGB, CMYK, and Pantone color matching.
Import and export: Import designs from popular embroidery formats (e.g., PES, EXP, DST) and export your designs to various formats.
Shape and text tools: Use Illustrator's shape and text tools to create custom embroidery designs.

Benefits of Using Embroidery I2 Plugin

The Embroidery I2 plugin offers several benefits to users:

Streamlined workflow: Create and edit embroidery designs directly within Illustrator, eliminating the need to switch between multiple software applications.
Increased productivity: Take advantage of Illustrator's powerful design tools to create complex embroidery designs quickly and efficiently.
Cost-effective: Download the plugin for free and start creating custom embroidery designs without investing in separate software.

How to Download and Install Embroidery I2 Plugin

Downloading and installing the Embroidery I2 plugin is straightforward:

Visit the I2 website: Go to the I2 website (www.i2-usa.com) and navigate to the "Downloads" section.
Select the plugin: Choose the Embroidery I2 plugin for Adobe Illustrator and click on the download link.
Install the plugin: Follow the installation instructions to install the plugin on your computer.
Restart Illustrator: Launch Adobe Illustrator or restart it if it's already open.

Tips and Tricks for Using Embroidery I2 Plugin

To get the most out of the Embroidery I2 plugin, here are some tips and tricks:

Familiarize yourself with Illustrator: Make sure you're comfortable with Illustrator's interface and tools before using the plugin.
Use Illustrator's shape tools: Take advantage of Illustrator's shape tools to create custom embroidery designs.
Experiment with stitch editing: Edit individual stitches to fine-tune your design and achieve the desired look.
Use the plugin's online resources: Access I2's online resources, including tutorials and documentation, to help you get started.

Conclusion

The Embroidery I2 plugin for Adobe Illustrator is a powerful tool that can elevate your embroidery design capabilities. With its robust features, user-friendly interface, and free download, it's an essential plugin for anyone looking to create custom embroidery designs. By following this guide, you can download, install, and start using the Embroidery I2 plugin to take your embroidery designs to the next level. Happy designing!

The Embroidery i2 plugin for Adobe Illustrator is not a free software; it is a professional-grade digitizing tool typically priced between $3,000 and $3,500 for a full license. Developed by Pulse Microsystems and distributed by Tajima, it is designed for commercial digitizers, screen printers, and creative professionals who want to create high-quality embroidery files without leaving the Adobe Illustrator environment. Core Features of Embroidery i2

Vector-to-Stitch Conversion: Directly transform Illustrator vector paths and shapes into common stitch types like satin, tatami (fill), and bean stitches.

Advanced Control: Adjust technical parameters including stitch density, pull compensation, underlay, and stitch angles for precise production results.

Integrated Lettering: Access over 125 digitized embroidery fonts or convert existing TrueType/OpenType fonts into stitch paths.

3D Simulation: Preview designs with a realistic 3D stitch simulation and slow-redraw feature to visualize the final sew-out.

Wide Format Support: Export files in industry-standard formats such as DST, PES, EXP, JEF, and VP3. Availability and Trial Information

Despite the high price tag, the official developers do not typically offer a standard "free trial" download. Embroidery i2 - Autodigitizing Vector Files - AI

The Embroidery i2 plugin for Adobe Illustrator is not free. It is a professional-grade software solution that typically requires a significant financial investment or a subscription [11, 28]. While some unofficial sources might offer "free" downloads, these are often outdated, unsupported, or potentially unsafe [12, 28]. Understanding Embroidery i2

Embroidery i2 is an extension that integrates directly into Adobe Illustrator, allowing users to digitize vector artwork into machine-ready embroidery files (like DST or PES) without leaving the Illustrator interface [6, 12, 27].

Key Features: It offers tools for autodigitizing, adjusting stitch density, managing pull compensation, and adding underlays [6, 8, 12].

Target Audience: It is designed for professional screen printers, promotional product companies, and serious digitizers who want to leverage Illustrator's powerful vector tools [8, 9, 27].

Cost: Reports from 2025 indicate the plugin can cost as much as $3,000, though pricing may vary by region or distributor [28]. It is often sold through a subscription model to ensure users have the latest version [11, 16]. Free Alternatives for Embroidery Digitizing

If you are looking for a no-cost solution to create embroidery files, there are highly-regarded open-source and free options available: The Embroidery i2 plugin is a professional-grade tool

Ink/Stitch: An open-source plugin for Inkscape (a free vector program) that is widely considered the best free professional-level alternative for digitizing [21, 30].

Ember: A simple, free tool for creating and exploring embroidery designs [29].

Trial Versions: Some paid software providers like Hatch Embroidery offer limited-time free trials that allow you to test their features [30].

For those specifically looking for a visual effect rather than a machine-ready file, Adobe recently introduced a native Embroidery Parametric Filter in newer versions of Illustrator that creates a realistic stitch look for digital designs, though this does not produce an actual embroidery machine file [31].

Here are a few ways to rewrite that phrase into proper text, depending on how you intend to use it:

Option 1: As a clear, grammatically correct sentence

"You can download the Embroidery I2 plugin for Adobe Illustrator for free."

Option 2: As a formal title or heading

"Free Download: Embroidery I2 Plugin for Adobe Illustrator"

Option 3: As a descriptive product sentence

"The Embroidery I2 plugin for Adobe Illustrator is available as a free download."

4. My recommendation

Do not download anything from an untrusted source claiming “Embroidery I2 Plugin Free.”
If you saw this on a torrent site, crack forum, or random blog — it’s a security risk.
Instead, export your Illustrator artwork as SVG → open in Inkscape → use Ink/Stitch (free, safe, powerful).

Would you like a step-by-step guide on moving from Illustrator to Ink/Stitch for embroidery digitizing?

Embroidery i2 is a professional-grade plug-in for Adobe Illustrator that allows users to create high-quality embroidery designs directly within their familiar vector environment. While it is a premium tool, users often look for "free" versions, though official access typically requires a purchase or subscription. Core Features of Embroidery i2

This plug-in integrates stitch-level control into Illustrator, eliminating the need for separate digitizing software.

Stitch Conversion: Instantly convert paths and shapes into common stitch types like satin, fill (tatami), and run stitches.

Lettering & Fonts: Includes over 125 professionally digitized embroidery fonts and allows for the conversion of any TTF/OpenType font into stitches.

Advanced Control: Adjust parameters such as stitch density, pull compensation, underlay, and stitch angle.

Automation Tools: Features like AutoDigitize analyze artwork and select appropriate stitch types automatically, while AutoClip prevents excessive density in layered designs.

Realistic Previews: Offers 3D stitch simulation, slow redraw, and fabric presets to visualize the final result before sewing.

Export Formats: Supports industry-standard formats including DST, PES, EXP, JEF, VP3, and HUS. How to Access and Install

Access to the software is restricted to registered users with an activation code.

Registration: Visit the Embroidery i2 official site to register your account.

Purchase: You must purchase an activation code from an authorized distributor.

Download: Once registered, users can download the installer for Windows or Mac from their account home page. Pricing and "Free" Availability

Embroidery i2 is a high-end professional tool and is generally not free.

Embroidery i2 is a professional plugin that allows you to digitize and create embroidery files directly within Adobe Illustrator . While the plugin itself is a paid, subscription-based professional tool rather than a free download, you can find various support resources and official guides on the official Embroidery i2 website Key Features of Embroidery i2 Autodigitizing

: Automatically converts vector objects and logos into stitches. Stitch Control

: Adjust parameters like pull compensation, density, and stitch length. Specialized Fonts

: Includes over 125 digitized embroidery fonts and the ability to convert TrueType Fonts (TTF) into stitches. 3D Preview

: Offers a 3D rendering of the design to visualize how it will look when sewn. Garment Recipes

: Pre-set parameters for different fabrics like silk, fleece, or pique. How to Use the Plugin Installation

: After purchasing and receiving an activation code, download the installer from the Embroidery i2 Latest Update page

: Open Illustrator as usual; the plugin will load automatically and prompt a sign-in dialog. Accessing Tools : Tools are found under the

menus. Key tools include the Angle Lines tool for stitch direction and the Satin tool for creating shapes. Digitizing : Select your vector art and apply a stitch effect. Use the Path Properties to add underlays for stabilization.

: Save your work in formats readable by embroidery machines, such as Free Alternatives and Workarounds

If you are looking for free ways to create embroidery-like effects or files without the i2 plugin: Introducing Embroidery i2 for Adobe® Illustrator® - Issuu

13. Implementation Roadmap (12 months)

Month 1–2: Prototype UXP panel, basic vector normalization, and simple running/satin conversion.
Month 3–5: Fill/tatami algorithms, underlay, and preview renderer.
Month 6–8: Exporters (DST, PES), machine presets, and performance optimizations (WebAssembly).
Month 9–10: Manual editing tools and batch processing.
Month 11–12: Testing, documentation, licensing, community outreach and release.

How to Get and Install It (Legally for Free)

Because the official paid plugin costs several hundred dollars, many fake "cracked" versions circulate online. Avoid them. Instead, follow this legal path to the official free version:

Visit the Developer’s Website (e.g., EmbroideryI2 dot com or an authorized reseller like Pulse Microsystems).
Look for the "Legacy Free Edition" or "Starter Edition" download link. This is often listed as a separate product from the Pro Suite.
Ensure you have the correct Illustrator version (typically CC 2018–2025, 64-bit).
Install the plugin via the .zxp extension or the standard installer, then activate it using the free serial key provided by the developer.

Embroidery I2 Plugin for Adobe Illustrator — Free: Technical Paper

11. Evaluation Plan

Test dataset: logos, text, satin-lettering, complex fills, and photographic vector traces.
Metrics:
- Stitch count accuracy and visual similarity (measure via pixel-difference on rendered previews).
- Conversion time.
- Machine-readiness: error rate when exporting to DST/PES and running on common desktop embroidery machines.
User testing: gather feedback from hobbyists and small embroidery shops.