Production-ready specs from the exact design.

IMAI generates production-ready tech-pack specs — measurements, materials, and construction notes — from the exact design, so factories can answer buyer briefs in minutes, not weeks.

IMAI Studio

Production-ready specs from the exact design.
For factories that win on speed and accuracy.

Turn a buyer's brief into tech-pack specs — measurements, materials, construction notes — and a presentation-ready concept in minutes, not weeks. Generated from the exact design, before the factory floor.

When a global brand sends a buyer brief to five factories, they all receive the same thing: a reference image, a target FOB price, and a deadline. The factory that responds first, with realistic product visuals, accurate costing, and a production-ready tech pack, wins the contract. The factory that takes three weeks to cut samples and photograph them loses, even if their product is better.

This is the hidden arms race in manufacturing: speed of response. Not speed of production. Speed of response.

IMAI gives your product development team a way to produce in minutes what used to take weeks — production-ready specs and buyer-ready presentations from a single brief.

How Manufacturers Use IMAI
01

Respond to buyer briefs in hours, not weeks

A buyer sends a reference image and a target price. IMAI generates a detailed tech-pack spec with measurements, materials, and construction notes, creates colorway variations the buyer didn't even ask for, and produces a polished, buyer-facing catalogue with on-model photography. All before your competitor has scheduled their first internal meeting. The factory that presents first, and presents well, wins the contract.

02

Generate buyer-facing collections without a photography studio

Stop spending $10K to $50K per season on product photography for buyer meetings. IMAI creates consistent, studio-quality product imagery from your existing flat-lay photos, mannequin shots, or even rough samples. Generate catalogue-ready content for e-commerce, trade shows, and buyer presentations. Consistent brand avatars across every shot. Multiple lifestyle contexts. Professional quality, zero studio time.

03

Reduce physical sampling by 80%+

Every physical sample costs materials, machine time, and 10 to 14 days of international shipping. Three to four rounds of samples per product means six to eight weeks and hundreds of dollars, just for buyer approval. IMAI creates photorealistic product visualizations that buyers can review and approve digitally. Cut physical samples only for final confirmation, not for exploration. One round instead of four.

The Insight

What buyers actually evaluate when choosing a factory

01

Speed of first response

Not speed of production. The factory that presents first gets mindshare.

02

Quality of presentation

Do you look professional and prepared? Or are you sending grainy phone photos?

03

Accuracy of costing

Competitive AND realistic. Buyers distrust quotes that are too low.

04

Range of capability

Can you show variations quickly? Or does every change require a new sample?

Notice what's not on the list: lowest price. Price matters, but it's table stakes. Factories compete and die on responsiveness and presentation quality. IMAI gives every factory the presentation capability of a $500M brand.

Already Trusted By

Manufacturers across US, Europe and Asia already use IMAI, including the largest garment exporter in Southeast Asia, the second largest children's garment manufacturer in the world, and the largest material supplier to Nike and BYD in China.

Common questions from factory teams

Does IMAI work with our existing factory workflow?
Yes. IMAI works on the web today, with WhatsApp, WeChat, and Slack coming, so your merchandising and production teams can use it where they already work. No new software to install or learn.
How accurate are the AI-generated tech-pack specs?
IMAI generates production-ready tech-pack specs with measurements, materials, and construction details. Accuracy improves continuously through our NIFT data pipeline, with 4,500+ design students stress-testing the system across real product workflows.
Can we use IMAI outputs to present to buyers?
Absolutely. IMAI generates studio-quality product photography and catalogue layouts designed specifically for buyer presentations, e-commerce, and trade shows.
What product categories are supported?
Proven across apparel, footwear, and bags/accessories, and expanding into home textiles, beauty, and broader consumer goods. IMAI is built for physical product creation across categories.
What do the tech-pack specs include?
Production-ready specs generated from the exact design — measurements, materials, and construction notes — giving your team an accurate, data-driven starting point for costing conversations with buyers and your own production planning.

Win more contracts. Respond faster.

See how IMAI can generate a buyer-ready presentation from a reference image, in minutes.

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