Design automation
From client brief to 2D plan and 3D render without a designer touching it
Designers spent the first days of every project redrawing plans and producing concept renders before the client had even committed. We automated the path from brief and measurements to 2D floor plan and first 3D concept, so the studio could pitch in hours and reserve designers for the work clients pay for.
- Client
- Interior design and fit-out studio
- Region
- United States
- Scale
- 20 to 50 employees
- Timeline
- 10 weeks
What the client got
0%
Less pre-sale design time
Concepts that took days are produced in hours and reviewed, not drawn.
0x
More proposals per designer
The team pitches more work with the same headcount.
0 model
Single source for plan, render and schedule
Revisions regenerate everything together.
The bottlenecks
Bottleneck 1
Pre-sale design work was unpaid
Every proposal needed a plan and a render to win the job. Half of those proposals were never accepted, so half the design hours produced nothing.
Bottleneck 2
Measurements arrived in every format
Hand sketches, PDFs from architects, phone photos of tape measures. Each had to be redrawn before any design could begin.
Bottleneck 3
Revisions restarted the whole process
A change to one wall meant regenerating the plan, the render and the material schedule by hand.
What we built
Step 1
Brief and measurement intake
Clients submit a structured brief and upload whatever they have. An AI step extracts room dimensions, openings and constraints into a standard layout model, flagging anything missing.
Step 2
Automated 2D plan generation
The layout model is turned into a dimensioned 2D plan with furniture placement following the studio's own design rules and the client's style preferences.
Step 3
3D concept rendering
Selected plans are rendered into photorealistic concept views using the studio's material library, in minutes rather than days.
Step 4
Revision loop
Changes are made to the layout model once. Plan, render and material schedule regenerate together.
The automation workflow
Brief to concept flow
Intake to presentable concept in one afternoon
Questions clients ask about this engagement
Does this replace designers?
No. It removes the redraw-and-render work before a project is won. Designers still own every paid design decision.
Can it follow our design standards?
Yes. The layout rules, furniture library and material palette are the studio's own, encoded once and applied to every plan.
More in Real Estate & PropTech
Industry overview
AI enquiry handling
Every property enquiry answered and qualified in under two minutes
Enquiries from portals, the website and WhatsApp were answered hours later by whichever agent was free. We built an AI enquiry agent that replies instantly in the buyer's language, qualifies budget and timeline, and books viewings into the right agent's calendar.
2 min
Median first response
Commercial real estate outbound
Pre-leasing 68 percent of a commercial tower before completion
A developer with 1.2 million square feet coming to market relied on brokers who brought the same tenants to every building. We built a direct outbound engine to corporate real estate heads, GCC expansion leaders and facilities directors, and the leasing team pre-let most of the tower before the occupancy certificate.
68%
Pre-leased before completion
Property operations automation
Maintenance requests triaged, dispatched and closed without a coordinator
Six thousand tenants sent maintenance requests by email, phone, WhatsApp and a portal nobody liked. Three coordinators spent their days asking for photos, calling tradespeople and chasing invoices. We built an AI agent that triages every request, dispatches the right contractor, and keeps the tenant and owner informed until the job is closed.
83%
Requests dispatched without a coordinator
Revenue operations for brokerages
A brokerage CRM that updates itself, and agents who finally use it
A fast-growing brokerage had 120 agents, a CRM nobody updated, and no idea which marketing spend produced closings. We rebuilt the revenue operations layer so the CRM fills itself from calls, WhatsApp and portals, and management sees a pipeline they can trust.
94%
Of agent activity now in the CRM
Have a similar bottleneck?
Tell us how the work happens today. We will show you the workflow we would build and prototype it on your own process.