Workflow: bulk-generate 100 SKU images with Leonardo AI
Head of creative needs a step-by-step workflow to produce multiple angle renders per SKU with consistent lighting and metadata for PIM import. Seeking recommended prompts, templates, and export settings.
Answers
Approved replies, operator insight, and tactical follow-up from the community.
Short summary / recommendation
Use Leonardo AI to batch-render base product images and variations, and a small automation script (or ChatGPT prompts) to expand a SKU CSV into per-angle generation instructions. Produce one consistent studio template (lighting, camera, background), then generate per-SKU multi-angle renders with identical scene settings and export standardized PNGs + a metadata CSV for PIM import.
Step-by-step workflow
1) Prep data and references
- Create a CSV with fields: SKU, product_name, color, material, reference_image_url (optional), base_prompt_notes.
- Collect 1–2 high-quality reference photos per SKU if available (for image-to-image consistency). If none, note accurate physical descriptors (dimensions, color, texture).
2) Build a single “studio” scene template
- Fixed camera distances and lens: e.g., 50mm, distance so object occupies same % of frame.
- Lighting: neutral 3-point softbox (key top-left ~45°, fill opposite, subtle rim from behind). Or use a consistent HDRI studio map.
- Background: pure white (#ffffff) or 18% gray depending on PIM requirements. Use alpha if you need cutouts.
- Environment params: same exposure, shadows, and color profile (sRGB).
3) Prompt template + angle modifiers (use tokens)
Base prompt (replace tokens):
"Photoreal studio product photograph of {product_name}, {color}, {material}. Seamless {background} backdrop, consistent soft 3-point lighting, high detail, realistic texture, no logos or text, no people. Shot with 50mm lens, f/8, ISO100. Output: ultra-detailed commercial product shot."
Angle modifiers (append per angle):
- Front: "front view, camera centered, product upright."
- 45-degree: "45-degree front-left angle, camera slightly elevated 10°."
- Back: "rear view, camera centered."
Negative prompts: "blur, watermark, text, human, logo, low-detail, distorted proportions."
4) Batch-generation strategy
- For each CSV row, programmatically assemble three prompts (base + angle modifier). If you have reference images, use image-to-image with low-to-medium strength to preserve the reference while keeping template lighting.
- Keep seed fixed per SKU to improve consistency across angles (same seed, different angle tokens). If Leonardo AI supports batch APIs or templates, use that to submit jobs.
5) Settings & export
- Resolution: 2048–4096 px on longest edge (choose higher if print-quality needed).
- File format: PNG with alpha if you need background removal; otherwise high-quality PNG or 16-bit TIFF for archival.
- Color: sRGB, 300 DPI (PIM often ignores DPI but keep it consistent).
- Naming: SKU_angle_seed.png (e.g., 12345_front_0001.png).
- Metadata CSV columns: filename, SKU, angle, prompt_used, seed, lighting_preset, export_resolution.
Decision criteria
- Budget: use Leonardo AI subscription + API for large batches; pay-per-image can get expensive for 100 SKUs × 3 angles. If budget constrained, reduce resolution or run fewer angles initially.
- Skill level: if you have designers comfortable with retouching, prefer image-to-image + seed control. If not, generate clean renders with white background to minimize retouching.
- Team size/workflow stage: small teams should batch in smaller chunks (10–20 SKUs) to QC before full run.
- Output quality: for catalog-level photorealism invest in higher-res runs and manual QC/retouch.
Best-for / Avoid-if
- Best for: e-commerce catalogs where quick consistent visual tone is needed across many SKUs. Good when you can standardize lighting and use programmatic prompt expansion.
- Avoid if: you must match exact, highly accurate physical color/fit to mm tolerance without physical photography—AI renders may need spot checks and color-proofing.
Practical checklist before full run
- [ ] Finalize CSV with all SKU fields
- [ ] Create and lock studio template parameters
- [ ] Save one QC SKU with reference and run 3 angles, review color/scale
- [ ] Confirm seed usage and naming convention
- [ ] Export PNG/TIFF and produce metadata CSV
- [ ] Batch-run remaining SKUs in groups, review samples
If you want, I can convert your CSV into ready-to-run Leonardo prompts and a small script to assemble jobs. CTA: try Leonardo AI for the render step.
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