Create By Prompt
Workflow

Case study: AI product hero still

Worked case study—brief to finished product hero still with prompt v1, critique, v2, and finish notes using the Create By Prompt workflow.

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:

Success test: “Would we put this above the fold without apology?”


Stage 1 — Brief (written before any generate)

LineContent
JobHomepage hero still
AudienceDesign-conscious home cooks, 28–45
Deliverable16:9 web + ability for 1:1 social
Must includeMatte black kettle, oak counter hint, ceramic cup optional
Must excludeNeon, busy tile, readable packaging, extra spouts, chrome fingerprints chaos

Stage 2 — References


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 mood

Avoid: neon, logo text, busy background, extra handle, warped metal, glossy plastic toy look

Batch: 4 images.

v1 results (summary)

#OutcomeNote
1KillNeon rim light crept in
2MaybeGood kettle, counter too busy
3Keep baseClean silhouette, soft light, space on right
4KillSpout 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:

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:

  1. Crop confirmed 16:9 with right-side type safe area
  2. Gentle contrast + warmth reduction (brand calm)
  3. Spot cleanup on counter dust
  4. Very light grain to reduce plastic smoothness
  5. Export web-sized master + 1:1 center-weighted crop
  6. 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:

Next kettle job starts at Stage 2 with a stronger negative list—not from zero.


What this case teaches

  1. Brief first prevents pretty irrelevance.
  2. Small batches + critique beat credit burn.
  3. One-variable refinement is how you learn the model.
  4. Finish and real type separate demos from deliverables.
  5. 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):

Accuracy jobs are composite jobs, not pure fantasy text-to-image.


Time and cost sketch (illustrative)

PhaseTime
Brief + refs15 min
v1 batch + critique20 min
v2 + inpaint20 min
Finish + export25 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


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

Published by Tabaconda LLC, Florida, USA.

Useful physical tools for creator tools work. Optional product searches (see disclosure). Buy only what you need.

🎨 Back to Studio