Portfolio — AI Product Imagery

Lifestyle visuals, built
from a phone shot
and a written brief.

Every image in this portfolio was generated using AI — starting from a raw mobile phone photo of the product. No studio. No professional lighting. No photographer.

A structured prompt system controls the scene, model, lighting, atmosphere, and composition while preserving the product's exact identity. The result is campaign-ready imagery across lifestyle, editorial, UGC, and brand formats — produced at a fraction of traditional shoot cost.

Tools used: Nano Banana 2 (Google Gemini), Vertex AI, Claude Code, custom fidelity prompt schema.

Product variants

Visual formats

100+

Images produced

AI tools in stack

OutputAI-generated lifestyle image — Nano Banana 2

SystemLive command center — built with Claude Code

How it works

From a phone shot on a table —
to campaign-ready imagery.

The only real-world input is a mobile phone photo of the product — sometimes blurry, always imperfect. From there, a structured prompt system specifies everything else. The product identity is locked. The scene, lighting, and atmosphere are generated.

Raw Mobile Reference

Product photographed with a phone at a fixed angle. No staging, no lighting rig — just the product. This is the identity anchor for every output.

Kraft Background Clean-Up

A kraft-background hero shot isolates the product cleanly — capturing color, frame shape, lens details, and finish accurately before generation.

Structured Prompt Schema

Scene, model, lighting, atmosphere, and composition are specified in a JSON prompt schema. The AI generates. The prompt controls what it can and cannot change.

Fidelity Gate & Review

Every image passes a fidelity check — product details must match the reference. Approved images go directly into the content bank for ads, social, and web.

Raw input

›

Kraft ref

AI output

AI output

Raw input

›

Kraft ref

AI output

Raw input

›

Kraft ref

AI output

Raw input

›

Kraft ref

AI output

01 — Lifestyle

Outdoor, sport
& atmospheric

12 images

Scene-driven lifestyle shots placing the product in context — surf breaks, hiking trails, urban walls, skate decks. Each scene is written as a brief specifying the environment, time of day, lighting quality, and subject position.

These are the formats that perform in paid social: scroll-stopping, real-feeling, product-visible.

Surf / Outdoor

Sport / Tennis

Fishing / Outdoor

Urban / Street

Skate / Urban

Urban / Graffiti

Editorial / Outdoor

Retro / Lifestyle

Event / Lifestyle

Hiking / Nature

Image

02 — Portrait

Editorial &
studio portraits

13 images

On-model editorial shots — the AI model is generated to match the scene, not pasted in. Studio lighting, warm ambient, golden hour, and soft diffused treatments are all prompt-controlled. Every product variant gets a unique model portrait.

These work as hero images, PDP shots, and brand campaign anchors across website and paid channels.

Image

Dark / Editorial

Studio / Portrait

Image

Lifestyle / Portrait

Studio / Portrait

Outdoor / Portrait

Image

Editorial

Natural Light

Image

Studio / Glossy

Image

Warm / Portrait

Image

03 — Brand

Collection &
campaign creative

24 images

Multi-product collection shots, bold statement formats, and feature callouts for campaign and social use. These are the brand-layer assets — they establish visual identity across a full product line rather than focusing on a single SKU.

Collection shots maintain consistent lighting and tone across 3–5 products in a single frame. Bold and callout formats are designed for paid social and website hero use.

Bold / Hero

Collection

Bold Statement

Collection / Hero

Collection

Bold Statement

Collection

Bold Statement

Collection

Feature Callout

Collection

Collection v2

Collection

Brand Collection

Collection

Collection v2

Image

Brand v3

Image

04 — UGC Style

Wearing, holding
& selfie formats

18 images

UGC-style images are designed to feel like real customer photos — someone wearing or holding the product in a natural setting. Casual framing, authentic environments, no studio polish. These formats perform strongly as social proof in ads and organic feed posts.

Each shot is controlled for product visibility — the frames must be clearly readable at small sizes — while the surrounding scene feels unscripted.

Image

Selfie

Wearing / Street

Wearing

Selfie

Wearing

Selfie

Wearing

Wearing / Summer

Holding

Image

Wearing / Outdoor

Holding

Selfie

Wearing / Street

Wearing

Image

05 — Product

Hero shots
& flatlay

16 images

Product-only images for website PDPs, ads, and e-commerce. Flatlay compositions, surface placements, and clean hero shots — all generated from the kraft reference with lighting and background specified in the prompt.

Formats include kraft-background hero, lifestyle surface, styled flatlay, and product-in-context placements.

Kraft Hero

Flatlay

Product / Surface

Flatlay

Kraft Hero

Product / Dark

Flatlay / Minimal

Flatlay / Dark

Surface / Hero

Product in Action

Styled / Surface

Flatlay / Editorial

Product Hero

Image

06 — Creative

Conceptual
& atmospheric

6 images

When the brief calls for something beyond lifestyle — underwater scenes, maximalist graphic treatments, surreal composites. These are campaign hero pieces that lead with mood and story rather than product clarity.

Same pipeline, different prompt parameters: atmosphere and concept take priority while the product remains identifiable.