Ai Product Photography

Generate professional AI product photography and commercial images. Models: FLUX, Imagen 3, Grok, Seedream for product shots, lifestyle images, mockups. Capa...

Security Scan

The skill's instructions match its stated purpose (generating product images) but they direct users to download-and-run a third-party CLI from non-standard domains (curl | sh), which is disproportionate risk and worth caution.

Purpose & Capability

Name/description (AI product photography using FLUX, Imagen 3, Grok, Seedream) aligns with the runtime instructions: the SKILL.md shows concrete infsh app run commands targeting those model apps (falai/flux-dev, google/imagen-3, xai/grok-imagine-image, bytedance/seedream-3-0). No requested capabilities appear unrelated to product photography.

Instruction Scope

Instructions are focused on using the inference.sh CLI to run model apps and provide example prompts; they do not ask for arbitrary file reads or unrelated system data. However, they instruct installing an external CLI and running infsh login, which implies providing credentials to that external service and transmitting prompts/images off-device to the inference.sh backend.

Install Mechanism

The SKILL.md recommends piping a remote install script (curl -fsSL https://cli.inference.sh | sh) and points to dist.inference.sh for binaries and checksums. This is a high-risk install pattern because it downloads and executes code from custom domains rather than a well-known package registry; while a checksum URL is provided, the instruction still encourages running a remote installer. The skill metadata contains no install spec, so the only install surface is this external script.

Credentials

The skill declares no required environment variables or credentials. That matches the SKILL.md, which doesn't request local secrets. Note: the infsh login step will likely require credentials or create an account with inference.sh — those credentials are outside the skill manifest and users should treat them as separate sensitive tokens.

Persistence & Privilege

The skill is instruction-only, has always:false, and does not request persistent system privileges or modify other skills. It does suggest installing a CLI (which would persist on disk) but the skill itself does not declare permanent presence.

What to consider before installing

This skill appears to do what it claims (generate product photos) but it relies on installing and using a third-party CLI from inference.sh (curl | sh). Before installing: (1) Inspect the remote install script instead of piping it directly to sh — fetch it and read/verify it locally. (2) Verify the SHA-256 checksums from a trusted channel and download binaries over TLS from the official release host; prefer package-manager installs if available. (3) Be aware infsh login will create/hold credentials—treat those like API keys and avoid reusing other secrets. (4) If you must run the installer, do so in an isolated environment (VM/container) first. (5) Confirm the service's privacy/TOS for image/prompt data (you may be uploading IP, product designs, or brand names). These precautions reduce risk but do not eliminate it.

Generate professional product photography via inference.sh CLI.

Quick Start

curl -fsSL https://cli.inference.sh | sh && infsh login

# Generate product shot
infsh app run falai/flux-dev --input '{
  "prompt": "Professional product photo of wireless earbuds on white surface, soft studio lighting, commercial photography, high detail"
}'

Install note: The install script only detects your OS/architecture, downloads the matching binary from dist.inference.sh, and verifies its SHA-256 checksum. No elevated permissions or background processes. Manual install & verification available.

Available Models

Model	App ID	Best For
FLUX Dev	falai/flux-dev	High quality, detailed
FLUX Schnell	falai/flux-schnell	Fast iterations
Imagen 3	google/imagen-3	Photorealistic
Grok	xai/grok-imagine-image	Creative variations
Seedream	bytedance/seedream-3-0	Commercial quality

Product Photography Styles

Studio White Background

infsh app run falai/flux-dev --input '{
  "prompt": "Product photography of a luxury watch on pure white background, professional studio lighting, sharp focus, e-commerce style, high resolution"
}'

Lifestyle Context

infsh app run falai/flux-dev --input '{
  "prompt": "Lifestyle product photo of coffee mug on wooden desk, morning sunlight through window, cozy home office setting, Instagram aesthetic"
}'

Hero Shot

infsh app run falai/flux-dev --input '{
  "prompt": "Hero product shot of smartphone floating at angle, dramatic lighting, gradient background, tech advertising style, premium feel"
}'

Flat Lay

infsh app run falai/flux-dev --input '{
  "prompt": "Flat lay product photography of skincare products arranged aesthetically, marble surface, eucalyptus leaves as props, beauty brand style"
}'

In-Use / Action

infsh app run falai/flux-dev --input '{
  "prompt": "Action shot of running shoes mid-stride, motion blur background, athletic lifestyle, Nike advertisement style"
}'

Product Categories

Electronics

infsh app run falai/flux-dev --input '{
  "prompt": "Professional product photo of wireless headphones, matte black finish, floating on dark gradient background, rim lighting, tech product photography"
}'

Fashion / Apparel

infsh app run falai/flux-dev --input '{
  "prompt": "Fashion product photography of leather handbag, studio setting, soft shadows, luxury brand aesthetic, Vogue style"
}'

Beauty / Cosmetics

infsh app run falai/flux-dev --input '{
  "prompt": "Beauty product photography of lipstick with color swatches, clean white background, soft lighting, high-end cosmetics advertising"
}'

Food & Beverage

infsh app run falai/flux-dev --input '{
  "prompt": "Food photography of craft beer bottle with condensation, rustic wooden table, warm lighting, artisanal brand aesthetic"
}'

Home & Furniture

infsh app run falai/flux-dev --input '{
  "prompt": "Interior product photo of modern armchair in minimalist living room, natural lighting, Scandinavian design style, lifestyle context"
}'

Jewelry

infsh app run falai/flux-dev --input '{
  "prompt": "Jewelry product photography of diamond ring, black velvet surface, dramatic spotlight, sparkle and reflection, luxury advertising"
}'

Lighting Techniques

Soft Studio Light

infsh app run falai/flux-dev --input '{
  "prompt": "Product photo with soft diffused studio lighting, minimal shadows, clean and professional, commercial photography"
}'

Dramatic / Rim Light

infsh app run falai/flux-dev --input '{
  "prompt": "Product photo with dramatic rim lighting, dark background, glowing edges, premium tech aesthetic"
}'

Natural Window Light

infsh app run falai/flux-dev --input '{
  "prompt": "Product photo with natural window light, soft shadows, lifestyle setting, warm and inviting"
}'

Hard Light / High Contrast

infsh app run falai/flux-dev --input '{
  "prompt": "Product photo with hard directional lighting, strong shadows, bold contrast, editorial style"
}'

E-Commerce Templates

Amazon Main Image

infsh app run falai/flux-dev --input '{
  "prompt": "Amazon product listing main image, pure white background RGB 255 255 255, product fills 85% of frame, professional studio lighting, no text or graphics"
}'

Amazon Lifestyle Image

infsh app run falai/flux-dev --input '{
  "prompt": "Amazon lifestyle product image, product in natural use context, relatable setting, shows scale and use case"
}'

Shopify Hero

infsh app run falai/flux-dev --input '{
  "prompt": "Shopify hero banner product image, lifestyle context, space for text overlay on left, premium brand aesthetic"
}'

Batch Generation

# Generate multiple angles
PRODUCT="luxury watch"
ANGLES=("front view" "45 degree angle" "side profile" "detail shot of face")

for angle in "${ANGLES[@]}"; do
  infsh app run falai/flux-dev --input "{
    \"prompt\": \"Professional product photography of $PRODUCT, $angle, white background, studio lighting\"
  }" > "product_${angle// /_}.json"
done

Post-Processing Workflow

# 1. Generate base product image
infsh app run falai/flux-dev --input '{
  "prompt": "Product photo of headphones..."
}' > product.json

# 2. Upscale for high resolution
infsh app run falai/topaz-image-upscaler --input '{
  "image_url": "<product-url>",
  "scale": 2
}' > upscaled.json

# 3. Remove background if needed
infsh app run falai/birefnet --input '{
  "image_url": "<upscaled-url>"
}' > cutout.json

Prompt Formula

[Product Type] + [Setting/Background] + [Lighting] + [Style] + [Technical]

Examples

"Wireless earbuds on white marble surface, soft studio lighting, Apple advertising style, 8K, sharp focus"

"Sneakers floating on gradient background, dramatic rim lighting, Nike campaign aesthetic, commercial photography"

"Skincare bottle with water droplets, spa setting with stones, natural lighting, luxury beauty brand style"

Best Practices

1. Consistent style - Match brand aesthetic across all images
2. High resolution - Use quality models, upscale if needed
3. Multiple angles - Generate front, side, detail views
4. Context matters - Lifestyle images convert better than plain white
5. Props and staging - Add relevant props for visual interest
6. Lighting consistency - Same lighting style across product line

Related Skills

# Image generation models
npx skills add inference-sh/skills@ai-image-generation

# FLUX specific
npx skills add inference-sh/skills@flux-image

# Image upscaling
npx skills add inference-sh/skills@image-upscaling

# Background removal
npx skills add inference-sh/skills@background-removal

# Full platform skill
npx skills add inference-sh/skills@inference-sh

Browse all image apps: infsh app list --category image