Delivered outcome · production evidence

Vehicle photos transformed into consistent listing assets without studio shoots

Dealer listings lost buyer attention because vehicle photos were inconsistent, cluttered, and expensive to produce professionally.

Delivered outcomeTurned ordinary on-lot photos into branded studio-quality listing assets without editors, photographers, or studio shoots.

What Zenveus built

The work behind the result.

Next.js AI image platform that transforms uploaded car photos with background replacement, framing, polishing, and dealer watermarking.

WORKSTREAM / 01

Guided vehicle upload workflow

Created a simple Next.js flow for uploading ordinary dealership photos, choosing presentation options, and reviewing generated listing assets.

WORKSTREAM / 02

AI image transformation pipeline

Orchestrated background replacement, framing, cleanup, and image normalization to produce a consistent studio-style result across varied source photos.

WORKSTREAM / 03

Brand-ready asset production

Added dealer watermarking and repeatable output handling so finished images could move directly into inventory and listing workflows.

Implementation stackCapabilities used in delivery
Next.jsGoogle Nano Banana ProAI image generationbackground replacementimage normalizationmulti-agent image workflowwatermarkingupload flows.

Engineering takeaway

Vertical AI tools win when they make a high-friction operational task simple enough for any user.

Bring us the constraint

Build the evidence your product needs next.

We can audit, harden, take over, or build the system — with a defined outcome and a production handoff.

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