Case study: AI product hero still
This is a composite educational case study—a realistic production path for a product hero still using the methods on this site. It is not a paid endorsement of a brand, and it does not claim a private lab test. Use it as a template for your own jobs.
Stack referenced conceptually: any strong image model + a finish tool (Photoshop/Photopea/Lightroom-class) + the creative workflow system.
The job
A small DTC kitchen brand needs a 16:9 homepage hero for a matte black electric kettle. Constraints:
- Photoreal, premium-calm (not cyberpunk, not comedy)
- Soft morning window light
- Negative space on the right for a headline
- No readable logos on the kettle (the real logo will be composited later if needed)
- Must survive mobile crop of the left two-thirds
Success test: “Would we put this above the fold without apology?”
Stage 1 — Brief (written before any generate)
| Line | Content |
|---|---|
| Job | Homepage hero still |
| Audience | Design-conscious home cooks, 28–45 |
| Deliverable | 16:9 web + ability for 1:1 social |
| Must include | Matte black kettle, oak counter hint, ceramic cup optional |
| Must exclude | Neon, busy tile, readable packaging, extra spouts, chrome fingerprints chaos |
Stage 2 — References
- Three real photos of matte kitchen objects with soft side light
- One anti-reference: glossy stock “perfect kitchen” with harsh overheads
- Palette note: warm oak, cool black, muted sage textile
Stage 3 — Generate v1
Prompt v1 (compressed for teaching):
matte black electric kettle on light oak counter,
soft morning window light from left, photoreal product editorial,
50mm shallow depth of field, muted sage cloth edge,
negative space on right, calm premium moodAvoid: neon, logo text, busy background, extra handle, warped metal, glossy plastic toy look
Batch: 4 images.
v1 results (summary)
| # | Outcome | Note |
|---|---|---|
| 1 | Kill | Neon rim light crept in |
| 2 | Maybe | Good kettle, counter too busy |
| 3 | Keep base | Clean silhouette, soft light, space on right |
| 4 | Kill | Spout geometry melted |
Stage 4 — Critique (Keep / Change / Kill)
Keep: composition of #3, light direction, matte read.
Change: simplify background; slightly cooler white balance; fix micro edge aliasing.
Kill: any neon, any second product that steals focus.
Stage 5 — Refine v2
Same seed family / composition lock where the tool allowed. Prompt delta only:
- “minimal uncluttered kitchen, soft north window light, single kettle hero”
- stronger avoid:
clutter, neon, colorful appliances
v2 batch: 3 images → one clear winner.
Optional inpaint: steam whisper above spout (subtle—steam can look fake if overdone).
Stage 6 — Finish (where it became “real”)
In a photo editor:
- Crop confirmed 16:9 with right-side type safe area
- Gentle contrast + warmth reduction (brand calm)
- Spot cleanup on counter dust
- Very light grain to reduce plastic smoothness
- Export web-sized master + 1:1 center-weighted crop
- Headline and CTA added in Figma, not in the model
Without finish, the frame was “nice AI.” With finish, it was a comp.
Stage 7 — Archive
Folder contents:
brief.mdprompt_v1.txt/prompt_v2.txtseed_settings.txtfinal_hero_16x9.webpfinal_social_1x1.webppostmortem.md→ “Neon is banned for this brand forever.”
Next kettle job starts at Stage 2 with a stronger negative list—not from zero.
What this case teaches
- Brief first prevents pretty irrelevance.
- Small batches + critique beat credit burn.
- One-variable refinement is how you learn the model.
- Finish and real type separate demos from deliverables.
- Archive is how studios get faster.
See also AI image workflows for generalized patterns and AI for design and brand when this still joins a broader board.
Variant: when the product must be exact
If the kettle SKU must match reality (handle shape, base, button placement):
- Start from real product photography
- Use img2img / product reference at moderate strength
- Prompt primarily for scene and light
- Never invent ports/buttons that mislead buyers
Accuracy jobs are composite jobs, not pure fantasy text-to-image.
Time and cost sketch (illustrative)
| Phase | Time |
|---|---|
| Brief + refs | 15 min |
| v1 batch + critique | 20 min |
| v2 + inpaint | 20 min |
| Finish + export | 25 min |
| Total | ~80 min |
Faster than a full photo day; slower than “one prompt and pray”—and that is the point.
Checklist you can copy
- [ ] Five-line brief written
- [ ] Aspect locked
- [ ] References gathered
- [ ] v1 batch ≤4
- [ ] Critique table filled
- [ ] v2 one-variable changes only
- [ ] Finish outside generator
- [ ] Type in design tool
- [ ] Archive prompt + seed + postmortem
Related
- Creative workflow system
- AI image workflows
- Case study: brand kit
- Tools scorecard
- About / methodology
Published by Tabaconda LLC, Florida, USA. Educational composite example—not a paid product endorsement.
QA notes from the product still
Artifacts that almost shipped: warped label edge, soft shadow direction mismatch, invented reflection of a window that wasn’t in the brief. Catch them at 100% zoom on the longest edge.
Reusable checklist
- Silhouette matches client CAD/photo
- No invented brand text
- Shadow consistent with key light
- Background seamless for ecommerce crop
Published by Tabaconda LLC, Florida, USA.
Related tools & gear
Useful physical tools for creator tools work. Optional product searches (see disclosure). Buy only what you need.