Product Photography
Turn a product description into a coherent shot list of prompt specs that
generate commerce-grade product imagery. Prime rule: one product, one visual
world. Every shot in a set shares the brand's lighting, palette, and treatment
so listings, landing pages, and social posts read as one brand — a stunning hero
next to a mismatched lifestyle shot is worse than two average matching ones.
When to use / when not to
Use for any imagery whose subject is a product: e-commerce listings, landing-page
heroes, marketing shots, detail close-ups. Hand off instead when:
- The asset is a platform-sized post about the product (text overlays, promo
layouts) →
skills/creative/social-graphics
- The user needs a logo/icon/pattern →
skills/creative/brand-asset
- It's a general image with no product subject →
skills/creative/image-generation
- No visual direction exists and multiple assets are coming →
skills/creative/creative-strategist first; consume its style block here
- The product should move →
skills/creative/product-video (stills from this
skill are its source frames)
Intake
Ask in one batch, only what's missing:
- Product — what is it, exactly? Materials, colors, distinguishing details.
(If a real photo exists, ask for it as reference for accuracy.)
- Destination — listing, landing page, ads, social? (drives shot types and
aspect ratios)
- Positioning — premium/luxury, accessible, playful, technical?
- Style anchor — Creative Direction Brief / style block, or brand colors?
- Automation —
FAL_API_KEY set, or deliver specs only?
Infer, don't ask: aspect ratios from destination (listing → 1:1, landing hero →
16:9, social feed → 4:5); resolution 2K default, 4K for heroes.
Don't stall: with product + destination known, assume the rest, label it, go.
Workflow
Build the shot list. Map destination → shot types (decision rules):
- E-commerce listing → 1 clean shot + 1–2 detail shots (+ 1 lifestyle if the
platform allows gallery images)
- Landing page → 1 hero shot + 1 lifestyle + 1 detail
- Social/ads → 1–2 lifestyle + 1 flat lay (product families) or hero
- "Just one image" → pick the single type that serves the stated use; say why
Fix the shared treatment. Choose one lighting style and palette for the
whole set from the style block (or infer from positioning: premium → dramatic
or studio; approachable → natural golden hour; minimal brand → high-key).
Every spec in the set uses it.
Write one prompt spec per shot using the templates in
references/shot-library.md — read it now; it has the five shot-type
templates plus the lighting/background/composition prompt language. Name
colors in words and hex. Always state what must NOT appear (no watermark, no
invented logos or label text unless the exact text is supplied, no clutter).
Variants. Hero and clean shots get 3–4 variants (--num-images 3 or
distinct specs varying composition/background); detail and lifestyle shots
get 2. The user picks winners.
Generate or deliver. If FAL_API_KEY (or FAL_KEY) is set:
python docs/creative_cli.py product \
--product-name "Luxury Watch" \
--prompt "<full prompt>" \
--aspect-ratio 1:1 --resolution 2K --num-images 3
Images save to assets/product-photography/<product-slug>/ as
<product>_<n>_<timestamp>.png. If no key, deliver the specs plus the exact
commands — never claim generation happened. Full parameter reference:
skills/creative/image-generation/references/automation.md.
Review against the quality bar, fix misses with the fix-it phrases in
references/shot-library.md (one iteration round), then present winners with
file paths and a one-line recommendation per slot.
Required output format
Deliver a shot list of these blocks (one per shot):
## Shot Spec — [shot name, e.g. hero-01]
- **Shot type:** clean / lifestyle / hero / detail / flat lay
- **Destination:** [listing / landing hero / ad / social]
- **Subject:** [product, concretely — materials, colors, orientation]
- **Setting / background:** [white / gradient X→Y / lifestyle setting / textured]
- **Lighting:** [studio / natural golden hour / dramatic rim / high-key]
- **Composition:** [centered / rule of thirds / negative space / overhead]
- **Mood:** [2–3 adjectives, from the style block]
- **Aspect ratio:** [ratio] · **Resolution:** [1K/2K/4K] · **Format:** png
- **Negative constraints:** [no watermark, no invented label text, ...]
- **Prompt (final, paste-ready):**
> [single flowing prompt]
- **Variants:** [n] — [what varies]
- **File naming:** assets/product-photography/<product-slug>/<product>_<n>_<timestamp>.png
- **Generate with:** `python docs/creative_cli.py product --product-name "..." --prompt "..." --aspect-ratio ... --resolution ... --num-images n`
Close with a Set summary: shared lighting/palette line, shot count per type,
and (if generated) recommended winner per slot with saved paths.
Quality bar
Hard don'ts: never render readable brand/label text unless the user supplied the
exact string; never mix premium dramatic lighting and casual snapshot styles in
one set; never present AI shots as real photographs of the user's actual unit —
if fidelity to the exact physical product matters, say so and recommend
compositing or a reference-photo workflow.
Integration
skills/creative/creative-strategist → upstream; its style block sets this
set's lighting, palette, and mood fields.
skills/creative/image-generation → shared automation and prompt discipline;
skills/creative/image-generation/references/automation.md is the parameter
source of truth.
skills/creative/social-graphics → consumes winning shots as raw material for
platform posts.
skills/creative/product-video → consumes the hero/lifestyle stills as frames
and art direction.
references/shot-library.md — full shot-type templates, lighting/background/
composition prompt language, and fix-it phrases. Read before writing specs.
1---2name: product-photography3description: Produces professional AI product photography — clean e-commerce shots, lifestyle scenes, hero images, macro detail shots, and flat lays — as generation-ready prompt specs, and generates the files via FAL.ai fal-ai/nano-banana-pro when the automation is configured. Use when the user says 'product photos', 'shots of my product', 'images for my store / listing / landing page', 'hero image for my product', 'lifestyle photos', or shares a product needing marketing imagery. Produces one prompt-spec block per shot (shot type, lighting, background, composition, aspect ratio, negative constraints) with a shot list, variant plan, and file-naming conventions; runs docs/creative_cli.py product when FAL_API_KEY is set.4---5
6# Product Photography
7
8Turn a product description into a coherent **shot list** of prompt specs that
9generate commerce-grade product imagery. **Prime rule: one product, one visual
10world.** Every shot in a set shares the brand's lighting, palette, and treatment
11so listings, landing pages, and social posts read as one brand — a stunning hero
12next to a mismatched lifestyle shot is worse than two average matching ones.
13
14## When to use / when not to
15
16Use for any imagery whose subject is a product: e-commerce listings, landing-page
17heroes, marketing shots, detail close-ups. Hand off instead when:
18
19- The asset is a platform-sized post *about* the product (text overlays, promo
20 layouts) → `skills/creative/social-graphics`
21- The user needs a logo/icon/pattern → `skills/creative/brand-asset`
22- It's a general image with no product subject → `skills/creative/image-generation`
23- No visual direction exists and multiple assets are coming →
24 `skills/creative/creative-strategist` first; consume its style block here
25- The product should move → `skills/creative/product-video` (stills from this
26 skill are its source frames)
27
28## Intake
29
30Ask in one batch, only what's missing:
31
321. **Product** — what is it, exactly? Materials, colors, distinguishing details.
33 (If a real photo exists, ask for it as reference for accuracy.)
342. **Destination** — listing, landing page, ads, social? (drives shot types and
35 aspect ratios)
363. **Positioning** — premium/luxury, accessible, playful, technical?
374. **Style anchor** — Creative Direction Brief / style block, or brand colors?
385. **Automation** — `FAL_API_KEY` set, or deliver specs only?
39
40Infer, don't ask: aspect ratios from destination (listing → `1:1`, landing hero →
41`16:9`, social feed → `4:5`); resolution `2K` default, `4K` for heroes.
42**Don't stall:** with product + destination known, assume the rest, label it, go.
43
44## Workflow
45
461. **Build the shot list.** Map destination → shot types (decision rules):
47 - E-commerce listing → 1 clean shot + 1–2 detail shots (+ 1 lifestyle if the
48 platform allows gallery images)
49 - Landing page → 1 hero shot + 1 lifestyle + 1 detail
50 - Social/ads → 1–2 lifestyle + 1 flat lay (product families) or hero
51 - "Just one image" → pick the single type that serves the stated use; say why
522. **Fix the shared treatment.** Choose one lighting style and palette for the
53 whole set from the style block (or infer from positioning: premium → dramatic
54 or studio; approachable → natural golden hour; minimal brand → high-key).
55 Every spec in the set uses it.
563. **Write one prompt spec per shot** using the templates in
57 `references/shot-library.md` — read it now; it has the five shot-type
58 templates plus the lighting/background/composition prompt language. Name
59 colors in words and hex. Always state what must NOT appear (no watermark, no
60 invented logos or label text unless the exact text is supplied, no clutter).
614. **Variants.** Hero and clean shots get 3–4 variants (`--num-images 3` or
62 distinct specs varying composition/background); detail and lifestyle shots
63 get 2. The user picks winners.
645. **Generate or deliver.** If `FAL_API_KEY` (or `FAL_KEY`) is set:
65
66 ```bash
67 python docs/creative_cli.py product \
68 --product-name "Luxury Watch" \
69 --prompt "<full prompt>" \
70 --aspect-ratio 1:1 --resolution 2K --num-images 3
71 ```
72
73 Images save to `assets/product-photography/<product-slug>/` as
74 `<product>_<n>_<timestamp>.png`. If no key, deliver the specs plus the exact
75 commands — never claim generation happened. Full parameter reference:
76 `skills/creative/image-generation/references/automation.md`.
776. **Review against the quality bar**, fix misses with the fix-it phrases in
78 `references/shot-library.md` (one iteration round), then present winners with
79 file paths and a one-line recommendation per slot.
80
81## Required output format
82
83Deliver a shot list of these blocks (one per shot):
84
85```
86## Shot Spec — [shot name, e.g. hero-01]
87- **Shot type:** clean / lifestyle / hero / detail / flat lay
88- **Destination:** [listing / landing hero / ad / social]
89- **Subject:** [product, concretely — materials, colors, orientation]
90- **Setting / background:** [white / gradient X→Y / lifestyle setting / textured]
91- **Lighting:** [studio / natural golden hour / dramatic rim / high-key]
92- **Composition:** [centered / rule of thirds / negative space / overhead]
93- **Mood:** [2–3 adjectives, from the style block]
94- **Aspect ratio:** [ratio] · **Resolution:** [1K/2K/4K] · **Format:** png
95- **Negative constraints:** [no watermark, no invented label text, ...]
96- **Prompt (final, paste-ready):**
97 > [single flowing prompt]
98- **Variants:** [n] — [what varies]
99- **File naming:** assets/product-photography/<product-slug>/<product>_<n>_<timestamp>.png
100- **Generate with:** `python docs/creative_cli.py product --product-name "..." --prompt "..." --aspect-ratio ... --resolution ... --num-images n`
101```
102
103Close with a **Set summary**: shared lighting/palette line, shot count per type,
104and (if generated) recommended winner per slot with saved paths.
105
106## Quality bar
107
108- [ ] Every shot in the set shares one lighting style and palette (the set reads as one brand)
109- [ ] Each spec names shot type, background, lighting, composition, and mood explicitly
110- [ ] Aspect ratio matches the destination, not the `1:1` default by inertia
111- [ ] Product details (materials, colors) match what the user described — no invented features, engravings, or label text
112- [ ] Negative constraints present on every spec
113- [ ] Hero/clean shots have 3+ variants; nothing shipped as a single take
114- [ ] Only real automation parameters used (model is `fal-ai/nano-banana-pro`; no size/steps/guidance knobs exist)
115
116Hard don'ts: never render readable brand/label text unless the user supplied the
117exact string; never mix premium dramatic lighting and casual snapshot styles in
118one set; never present AI shots as real photographs of the user's actual unit —
119if fidelity to the exact physical product matters, say so and recommend
120compositing or a reference-photo workflow.
121
122## Integration
123
124- `skills/creative/creative-strategist` → upstream; its style block sets this
125 set's lighting, palette, and mood fields.
126- `skills/creative/image-generation` → shared automation and prompt discipline;
127 `skills/creative/image-generation/references/automation.md` is the parameter
128 source of truth.
129- `skills/creative/social-graphics` → consumes winning shots as raw material for
130 platform posts.
131- `skills/creative/product-video` → consumes the hero/lifestyle stills as frames
132 and art direction.
133- `references/shot-library.md` — full shot-type templates, lighting/background/
134 composition prompt language, and fix-it phrases. Read before writing specs.