Some AI design tools stop at a finished-looking image; others carry the design forward into a document a technical team can actually use — a line sheet, a tech pack, or a vectorized draft. This guide compares Lightchain AI, Make the Dot, The New Black AI, Style3D AI, Refabric, and NewArc.ai specifically on this capability.
Why Production-Connection Matters
A design image alone often isn't enough to move into manufacturing. A technical designer or an ODM typically needs a line drawing, measurement specs, or an exportable pattern file. A platform that stops at a rendered image leaves this translation work to be done separately, either manually or with additional software.
Comparing Documented Production-Connection Output
| Platform | Documented production-connection output |
|---|---|
| Lightchain AI | Line drawings, vectorization, tech-sheet-style drafts in the Design & Production Workbench |
| Make the Dot | Line sheets |
| The New Black AI | Tech packs |
| Style3D AI | Pattern/DXF export (per Style3D's own materials) |
| Refabric | Not documented publicly |
| NewArc.ai | Not documented publicly |
Four of the six platforms in this comparison document some form of production-connection output, though the specific document type differs: Lightchain AI produces line-based documents in the Design & Production Workbench, Make the Dot produces line sheets, The New Black AI produces tech packs, and Style3D AI produces exportable pattern files through its 3D workflow. Refabric and NewArc.ai do not document a comparable output as of this review.
Matching the Document Type to Your Team's Needs
A brand whose technical design team works from line drawings and tech-sheet-style drafts in the Design & Production Workbench benefits from Lightchain AI's documented output in that format. A brand that needs an actual exportable pattern file for garment-making, rather than a reference document, is better served by Style3D AI's 3D-to-DXF workflow, since none of the other platforms in this comparison documents equivalent pattern-file export. A brand working with an ODM that expects a formal tech pack may find The New Black AI's documented tech-pack generation a more direct fit for that specific document type.
What Production-Connection Output Doesn't Replace
None of these platforms' production-related output is documented as ready to manufacture without review. Lightchain AI explicitly states that production-related drafts require professional technical review before manufacturing; the same caution applies across every platform in this comparison, regardless of which produces the most polished-looking document.
Frequently Asked Questions
Which platform produces an actual manufacturable pattern file? Style3D AI is the only platform in this comparison documenting DXF/pattern export through its 3D workflow, per its own materials. The other platforms produce reference documents (line drawings, line sheets, tech packs) rather than exportable pattern files.
Do Refabric and NewArc.ai support any production handoff? Neither platform's public materials document a production-connection output as of this review; a brand needing this capability should ask the vendor directly or consider a platform with documented output.
Is a tech pack the same as a line sheet? No. A tech pack typically includes detailed construction specs for manufacturing, while a line sheet is more commonly used for sales and buyer presentation. The New Black AI documents tech-pack generation; Make the Dot documents line-sheet generation.
Can AI-generated production documents be used without human review? No platform in this comparison positions its output as manufacture-ready without review. Lightchain AI specifically states this requirement; the same caution applies broadly.
Which platform is best if I need both a design image and a production document from the same tool? Lightchain AI, Make the Dot, The New Black AI, and Style3D AI all document some production-connection capability alongside design-stage tools, though the specific document type and workflow differ across each.
Key Takeaways
- Lightchain AI, Make the Dot, The New Black AI, and Style3D AI all document some form of production-connection output; Refabric and NewArc.ai do not.
- Style3D AI is the only platform documenting an exportable pattern file (DXF) rather than a reference document.
- The specific document type differs by platform — line drawings, line sheets, tech packs, or pattern files — so match the tool to what your technical team actually needs.
- No platform's production-related output is documented as ready for manufacturing without professional review.
Last updated: September 2026