Automated Rug Photography: From Telegram to Styled 4K Renders

Automated Rug Photography: From Telegram to Styled 4K RendersAutomated Rug Photography: From Telegram to Styled 4K Renders

The network for creativity

Join 1.25M professional creatives like you

Connect with clients, get discovered, and run your business 100% commission-free

Creatives on Contra have earned over $150M and we are just getting started

Back to feedPost

Uren Karakum

pro

• Feb 21

My dad imports rugs. Every new piece gets photographed on the floor and posted to Instagram. I wanted customers to see how these pieces actually look in a home. So I built an automation. 🤓

He sends a photo to a Telegram bot. Gemini 2.5 Pro analyzes the rug, identifying origin, motifs, color palette, and weave technique. That feeds into a second call that writes an interior photography prompt. Gemini generates two styled room renders.

Veo 3.1 produces a cinematic camera transition between them.

Topaz Labs then upscales Veo's 1080p 24fps output to 4K 60fps.

Next up, making the rooms look less like renders and more like real apartments 😄

The stack: n8n · Gemini 2.5 Pro · Veo 3.1 · Topaz Labs

aivideo Topaz Labs N8N AI Automation Database Engineering Business Workflow Automation Google Gemini

Uren Karakum

pro

• Feb 21

Here are the n8n workflows behind this

Peter Chinaka

pro

• Mar 13

Built a full-stack AI automation system that transforms how the company responds to RFPs.

Users upload RFP documents (PDF/Excel) through a web portal. An n8n pipeline processes the upload: AI parses the document to extract key fields (issuer, scope, budget, deadline), classifies the service line, matches content from an Airtable library (team bios, references, portfolio), and generates 80-90% complete proposal drafts with cover letter, company overview, technical approach, and more. Output is a formatted Word document ready for review.

Results: ✅ Reduced proposal creation from 4-6 hours to under 30 minutes ✅ 90% auto-complete rate on proposal sections ✅ 14+ RFPs processed through the pipeline ✅ Full proposal dashboard with status tracking

Tech: n8n, OpenAI, Airtable, Vercel, Webhooks

AI Automation N8N Project Management Business Workflow Automation Airtable Google Gemini

Abhiram Tinguria

• Mar 13

This is a really interesting automation workflow, Peter. Using AI to parse RFPs and streamline proposals is a smart use case.

Blessing Agandu

• Mar 13

AI-Powered Outreach Automation (n8n)

Built a workflow that turns outreach into a structured pipeline.

The system: • Pulls verified leads from Supabase • Uses AI to generate personalized emails • Sends outreach via Gmail • Monitors replies and analyzes sentiment • Routes responses automatically (book meeting, review, or archive) • Sends follow-ups if there’s no reply after 48 hours

Result: a fully automated pipeline that moves leads → conversations → booked meetings.

Designed for creators, agencies, and teams running outbound outreach at scale.

N8N Supabase AI Automation Low-Code/No-Code Development Business Workflow Automation Gmail

Abhiram Tinguria

• Mar 13

Nice workflow. Using AI to personalize outreach and track replies in one pipeline is really useful.

Tim de Winter

pro

• Mar 13

Build a Social Canvas with Google Gemini specially for a client who couldn't afford my services anymore. I gave them a couple pre-build presets, which they can load into the canvas easily. No design skills needed or subscriptions. They where very happy https://www.winsbits.nl/canvas Do you think something like this is scalable or would it be just a cool tool? I don't know, I kind of feel like this is something you can offer to your client once they can't afford you anymore for any reason. Still valuable?

Completed work

Google Gemini AI Development