Product Studio Pipeline

$84,000 photography budget → $312 in generation credits

Studio angles from 1 raw photo: 6
Per product vs 2+ hrs manually: <2m
Cost per product vs ~$70 manual: $0.26
Reduction in production cost: 99%

1 unedited photo → 6 studio-ready angles in just 5 minutes

No photographer. No studio. No editor. Just drop-off and delivery.

Before

1 unedited phone photo

After

Front

Angled

Side

Back

Overhead

Underpeak

Drop it off like a parcel. Walk away. It comes back done.

Stage 1

Drop one product photo

A single reference photo lands in a Google Drive folder-per-product convention, and the folder name itself drives the product naming and SEO downstream.

Stage 2

Generate 6 studio angles

Kie AI (Nano Banana 2) generates Angled, Front, Side, Back, Underpeak, and Overhead angles with uniform framing, lighting, and a pure white background, via an async webhook callback architecture that tracks each angle's task state independently.

Stage 3

Analyze with AI vision

GPT-4.1 vision inspects the product and extracts precise colors (with hex codes), materials, stitching, and construction details. That same analysis drives both image accuracy and the SEO copy.

Stage 4

Write the SEO package

Meta title, meta description, URL slug, per-image alt text, and keyword tags are generated automatically for every product, ready to push into Shopify.

Stage 5

Store, dedupe, and ship

Every product lands in Airtable as one record with all 6 images and metadata. Registry-based deduplication makes it safe to run on a CRON schedule over a live folder without ever reprocessing a product.

Behind the scenes

The actual Airtable staging table mid-run: each angle tracked independently (pending → done) until all 6 finish, then the SEO package (title, meta description, slug, alt text, keywords, tags) is written automatically per product. Nothing here is mocked up.

2,000+ photos? No problem. It works while you sleep.

Problem: The client had 1,200+ raw, unedited cap photos and wanted every one turned into professional studio photography. Hiring it out the traditional way, with a product photographer, a studio rental, and a graphic designer per angle, runs ~$60-80 and a 2-3 day turnaround per product. At 1,200+ products, that's six figures and months of backlog before a single listing goes live.
Solution: A fully custom n8n pipeline turns a single raw product photo into a complete, store-ready e-commerce listing in under 2 minutes: 6 consistent studio angles generated with Nano Banana 2, AI vision extracting exact colors and materials, and a full SEO package written automatically, all landing as one structured Airtable record. The prompts, angle set, and background style are fully customizable to the brand's own look, and it's a system he now owns and can run himself on every future drop, with no photographer, designer, or multi-day turnaround required.
Outcome: 6 studio angles per product in under 2 minutes, at $0.26 per product versus ~$70 and 2-3 days manually. A 99% cost cut and same-day turnaround, on a fully customizable system he can run himself indefinitely.

n8n
Kie AI (Nano Banana 2)
OpenRouter (GPT-4.1 Vision)
Airtable
Google Drive
Shopify

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