How a Jaipur atelier cut a Jadau Rani Haar's sketch-to-CAD cycle from 7 days to 4 hours

The challenge

A four-generation Jaipur bridal atelier was losing bridal-season revenue to a slow sketch-to-CAD handoff. Each new Rani Haar concept moved through seven manual stages — designer sketch, in-house review, CAD outsource, first render, karigar review, second render, final CAD — with each stage costing a day of clock time. In a 60-day bridal season, they could approve at most 12–14 concepts. Their competition was shipping 40+.

The approach

The atelier adopted Facetra as the pre-CAD reference layer. Instead of sending sketches straight to their CAD partner, every design now moves through four Facetra stages in a single afternoon:

1. Sketch-to-render — the head designer's hand sketch is uploaded and rendered as a photorealistic Jadau Rani Haar with the atelier's signature Meenakari reverse and Kundan cluster placements.
2. Lasso refine — the founder marks any regions where the AI drifted from the sketch (a central Lakshmi motif, a specific ghungroo fringe) and Facetra re-renders those regions only, preserving the rest verbatim.
3. Multi-view sheet — Facetra generates a 4-view technical sheet (0° / 45° / 90° / 180°) with the piece locked to the same silhouette, so the CAD bench has orthographic reference geometry to model against.
4. CAD-ready render — the piece is re-rendered as its bare-metal casting with stones and enamel stripped, showing the exact chaton seats, jaali cells and prong logic the model-maker must reproduce.

What changed

The atelier no longer sends a sketch to CAD. They send a fully-referenced design package — sketch + 4-view sheet + CAD-ready render + BOM with 22kt gold weight and stone inventory — which the CAD partner can turn into a manifold model in half a day instead of five. The karigar sees exactly what to make; the founder sees exactly what will arrive. Ambiguity, and therefore rework, is designed out of the workflow.

“Before Facetra, my CAD guy would ask me three questions on every piece. Now he opens the reference pack and starts modelling. That's the whole difference.”
— Founder, sample Jaipur atelier

The result

Over the first 60-day bridal cycle after adopting Facetra:

• Sketch-to-CAD time dropped from 7 days to 4 hours per Rani Haar concept — a 42× compression of the reference-preparation stage.
• Designs approved per week tripled, from ~2 to ~6, giving the sales team a much wider portfolio to present to bridal families.
• Karigar revision requests fell 80%, because the model-maker was working from a fully-specified reference pack instead of a hand sketch and a WhatsApp voice note.

How the team uses Facetra day-to-day

The head designer keeps the Facetra Studio open on a second monitor throughout the day. Every hand sketch is scanned, uploaded and rendered immediately — the goal is to have a photoreal reference of every concept before it leaves the studio. Multi-view sheets and CAD-ready renders are generated only for concepts that survive internal review, so credit usage stays predictable across the bridal season.

For enamel-heavy Meenakari pieces, the team leans on Facetra's Meenakari colour-lock so the exact hex of each panel is preserved pixel-perfect through every render pass — critical for pieces where the colour combination is the design signature.

Names and metrics in this case study are anonymised. Please contact us at hello@facetra.studio if you'd like to be featured in a full, named case study — we prioritise ateliers doing traditional Jadau, Polki, Kundan, Meenakari or South-Indian temple work.