Listing intelligence

Why successful listings work in each niche: title, description, tag, image and video traits with association strength, sample size, confidence and source. Associations are correlations, not causes.

Urban Edit · Belts

Listing playbook LOW n=19

Title pattern: {style} {color} {feature} {product type}
Title length: 3–5 words
Description length: 0–0 words

Title rules

include a style/aesthetic term in the title (x1.48 median engagement, n=5, LOW)
avoid: state the colour in the title (x0.48, n=11, LOW)
avoid: state the material in the title (x0.3, n=7, LOW)

Description rules

optional: state material (x0.3, n=7)
optional: give dimensions / measurements (x0.41, n=6)
optional: open with a short hook (x0.3, n=7)

Tags

product + style + use-case tags

Recurring terms belt, gucci

Image playbook LOW n=7

Preferred hero: model-worn
Image count: 3–5

Order

hero (model-worn)
front + hardware/detail
second angle or interior
size reference / worn
lifestyle context

Rules

background: plain (4/5 of top listings)
lighting: natural (4/5 of top listings)
phone-camera aesthetic reads as authentic in this niche

Video playbook LOW n=0

Duration: 6.0–9.0s
Hook: product worn in the first second

Structure

0-1s: product worn in the first second

Rules

few videos in sample (n=0); playbook built from the top-quartile structure only

All insights (16)

Listing traits

Feature	Value	Association	n	Confidence	Source	median with / without
desc length bucket	none	x3.37	12	LOW	market_observation	206.5 / 60.5
tag count bucket	none	x3.37	12	LOW	market_observation	206.5 / 60.5
title product type position	early	x3.21	14	LOW	market_observation	185.2 / 57.0
title length bucket	short	x1.67	8	LOW	market_observation	206.5 / 123.2
title has style term	True	x1.48	5	LOW	market_observation	214.0 / 144.3
title length bucket	medium	x0.6	11	LOW	market_observation	123.2 / 206.5
tags have product term	True	x0.52	5	LOW	market_observation	102.3 / 198.2
title has color	True	x0.48	11	LOW	market_observation	123.2 / 256.5
desc mentions dimensions	True	x0.41	6	LOW	market_observation	81.4 / 199.0
tags have audience	True	x0.41	6	LOW	market_observation	81.4 / 199.0
desc hook short	True	x0.3	7	LOW	market_observation	60.5 / 206.5
desc keyword density high	True	x0.3	7	LOW	market_observation	60.5 / 206.5
desc mentions material	True	x0.3	7	LOW	market_observation	60.5 / 206.5
tag count bucket	few	x0.3	7	LOW	market_observation	60.5 / 206.5
title has material	True	x0.3	7	LOW	market_observation	60.5 / 206.5
desc length bucket	short	x0.28	6	LOW	market_observation	54.8 / 199.0

Image traits

Feature	Value	Association	n	Confidence	Source	median with / without

Video traits

Feature	Value	Association	n	Confidence	Source	median with / without

Golden House · Gym flared leggings

Listing playbook HIGH n=106

Title pattern: {style} {color} {feature} {product type}
Title length: 6–8 words
Description length: 21–31 words

Title rules

state the material in the title (x1.18 median engagement, n=18, MEDIUM)

Description rules

describe material, size and dispatch plainly

Tags pilates, women, workout, gym girl, flares, flared leggings, yoga, gym, athleisure, activewear

product + style + use-case tags

Recurring terms leggings, waist, flared, high, gym, pilates, women, workout

Image playbook HIGH n=102

Preferred hero: model-worn
Image count: 4–6

Order

hero (model-worn)
front + hardware/detail
second angle or interior
size reference / worn
lifestyle context

Rules

has_video=True: x1.4 median engagement (n=57, HIGH)
background_type=room: x1.22 median engagement (n=33, HIGH)
lighting=natural: x1.16 median engagement (n=44, HIGH)
background: room (10/25 of top listings)
lighting: natural (15/25 of top listings)
phone-camera aesthetic reads as authentic in this niche

Avoid

background_type=street: x0.81 (n=25)
lighting=flash: x0.85 (n=32)
detail_shots=True: x0.86 (n=30)
size_reference=True: x0.86 (n=29)

Video playbook HIGH n=57

Duration: 9.2–14.2s
Hook: outfit reveal

Structure

0-1s: outfit reveal
1-3s: front + hardware close-up
3-5.5s: fit / movement demo
5.5-7.5s: full outfit / lifestyle

Rules

fit_demo=True: x1.6 (n=36, MEDIUM)
movement=True: x1.52 (n=37, MEDIUM)
hook=outfit reveal: x1.44 (n=12, MEDIUM)
hook=text hook: x1.34 (n=11, MEDIUM)
text_overlay=True: x1.19 (n=31, MEDIUM)

All insights (59)

Listing traits

Feature	Value	Association	n	Confidence	Source	median with / without
title product type position	early	x1.19	87	MEDIUM	market_observation	332.7 / 280.0
desc length bucket	medium	x1.19	39	HIGH	market_observation	349.0 / 294.0
title has material	True	x1.18	18	MEDIUM	market_observation	368.2 / 313.2
tags have product term	True	x1.16	33	HIGH	market_observation	353.3 / 304.4
desc tone	casual	x1.16	10	MEDIUM	market_observation	364.9 / 313.2
desc mentions material	True	x1.15	62	HIGH	market_observation	341.8 / 298.1
tag count bucket	some	x1.13	59	HIGH	market_observation	340.3 / 302.2
desc mentions dimensions	True	x1.13	45	HIGH	market_observation	340.3 / 302.2
title has emoji	True	x1.13	19	MEDIUM	market_observation	357.6 / 316.1
tags have use case	True	x1.13	98	LOW	market_observation	322.5 / 284.4
title descriptive words	1	x1.12	25	MEDIUM	market_observation	349.0 / 310.3
tags have style term	True	x1.12	100	LOW	market_observation	317.4 / 284.4
desc mentions fit	True	x1.11	44	HIGH	market_observation	325.7 / 292.0
tags have audience	True	x1.1	71	HIGH	market_observation	317.9 / 290.1
desc emoji count bucket	some	x1.09	30	HIGH	market_observation	335.3 / 307.3
desc tone	emoji	x1.09	30	HIGH	market_observation	335.3 / 307.3
title has style term	True	x1.07	48	HIGH	market_observation	321.9 / 302.1
title length bucket	medium	x1.03	78	MEDIUM	market_observation	321.9 / 313.2
desc mentions condition	True	x1.03	8	LOW	market_observation	322.5 / 313.2
title has color	True	x1.02	93	MEDIUM	market_observation	317.9 / 310.3
title length bucket	long	x1.0	27	MEDIUM	market_observation	316.1 / 316.8
desc has cta	True	x0.98	57	HIGH	market_observation	310.3 / 317.9
tag count bucket	few	x0.97	43	HIGH	market_observation	316.1 / 327.0
title has condition	True	x0.95	40	HIGH	market_observation	307.3 / 321.9
title product type position	late	x0.95	7	LOW	market_observation	302.2 / 316.8
desc emoji count bucket	none	x0.92	76	HIGH	market_observation	307.3 / 335.3
desc length bucket	short	x0.9	63	HIGH	market_observation	302.2 / 337.1
desc tone	plain	x0.89	66	HIGH	market_observation	303.3 / 342.6
desc mentions shipping	True	x0.88	49	HIGH	market_observation	292.0 / 332.7
title product type position	absent	x0.85	12	MEDIUM	market_observation	273.2 / 322.5

Image traits

Feature	Value	Association	n	Confidence	Source	median with / without
has video	True	x1.4	57	HIGH	market_observation	381.8 / 273.1
background type	room	x1.22	33	HIGH	market_observation	353.3 / 290.2
lighting	natural	x1.16	44	HIGH	market_observation	346.1 / 299.2
model worn	True	x1.16	93	LOW	market_observation	317.9 / 273.1
studio	True	x1.12	15	MEDIUM	market_observation	349.0 / 310.3
number of images	top quartile (>= 6)	x1.11	33	HIGH	market_observation	343.2 / 310.3
background type	studio	x1.04	16	MEDIUM	market_observation	330.2 / 316.4
lighting	studio	x1.01	26	MEDIUM	market_observation	321.5 / 317.4
background type	plain	x0.94	28	MEDIUM	market_observation	302.1 / 322.5
phone camera	True	x0.93	65	HIGH	market_observation	304.4 / 327.0
mirror shot	True	x0.92	52	HIGH	market_observation	304.0 / 330.2
human presence	True	x0.91	92	MEDIUM	market_observation	317.4 / 347.1
detail shots	True	x0.86	30	HIGH	market_observation	292.0 / 338.7
size reference	True	x0.86	29	MEDIUM	market_observation	286.6 / 333.5
lighting	flash	x0.85	32	HIGH	market_observation	286.2 / 336.9
background type	street	x0.81	25	MEDIUM	market_observation	268.6 / 332.7

Video traits

Feature	Value	Association	n	Confidence	Source	median with / without
fit demo	True	x1.6	36	MEDIUM	market_observation	458.6 / 286.6
movement	True	x1.52	37	MEDIUM	market_observation	439.8 / 288.3
hook	outfit reveal	x1.44	12	MEDIUM	market_observation	502.7 / 349.0
hook	text hook	x1.34	11	MEDIUM	market_observation	471.0 / 351.2
text overlay	True	x1.19	31	MEDIUM	market_observation	407.3 / 341.8
closeups	True	x1.11	37	MEDIUM	market_observation	387.4 / 348.6
hook	squat test	x1.05	15	MEDIUM	market_observation	387.4 / 367.6
shots	top quartile (>= 6)	x0.98	18	MEDIUM	market_observation	375.2 / 381.8
first product visible s	top quartile (>= 1.6)	x0.95	16	MEDIUM	market_observation	367.6 / 387.4
cta	True	x0.94	22	MEDIUM	market_observation	367.6 / 389.8
model presence	True	x0.94	52	LOW	market_observation	367.6 / 389.8
duration	top quartile (>= 13.5)	x0.82	15	MEDIUM	market_observation	316.8 / 388.6
hook	fit demo	x0.74	19	MEDIUM	market_observation	316.8 / 426.7

Daily Collective · Jewellery

Listing playbook HIGH n=95

Title pattern: {color} {feature} {style} {product type}
Title length: 6–8 words
Description length: 22–29 words

Title rules

include a style/aesthetic term in the title (x1.79 median engagement, n=90, LOW)

Description rules

give dimensions / measurements (x1.29, n=34, HIGH)
end with a CTA (x1.3, n=52, HIGH)
open with a short hook (x1.79, n=90, LOW)

Tags dainty, women, gift, gold, silver, stacking, waterproof, minimalist, everyday, jewellery

include style terms (x1.2, n=67, MEDIUM)
include aesthetic terms (x1.23, n=24, MEDIUM)

Recurring terms gold, minimalist, dainty, silver, thin, women, gift, ring

Image playbook HIGH n=90

Preferred hero: model-worn, macro detail, studio product-only
Image count: 4–6

Order

hero (model-worn)
front + hardware/detail
second angle or interior
size reference / worn
lifestyle context

Rules

macro=True: x1.69 median engagement (n=53, HIGH)
lighting=studio: x1.18 median engagement (n=19, MEDIUM)
model_worn=True: x1.16 median engagement (n=37, HIGH)
background: room (12/22 of top listings)
lighting: natural (15/22 of top listings)

Avoid

background_type=studio: x0.86 (n=18)
lighting=natural: x0.87 (n=68)

Video playbook MEDIUM n=15

Duration: 9.9–12.3s
Hook: stacking

Structure

0-1s: stacking
1-3s: front + hardware close-up
3-5s: full outfit / lifestyle

Rules

few videos in sample (n=15); playbook built from the top-quartile structure only

All insights (58)

Listing traits

Feature	Value	Association	n	Confidence	Source	median with / without
desc hook short	True	x1.79	90	LOW	market_observation	304.7 / 170.0
desc keyword density high	True	x1.79	90	LOW	market_observation	304.7 / 170.0
title has style term	True	x1.79	90	LOW	market_observation	304.7 / 170.0
desc length bucket	medium	x1.34	39	HIGH	market_observation	318.7 / 238.4
title length bucket	long	x1.34	12	MEDIUM	market_observation	371.1 / 276.3
desc has cta	True	x1.3	52	HIGH	market_observation	319.4 / 246.1
desc mentions dimensions	True	x1.29	34	HIGH	market_observation	319.5 / 246.9
title product type position	late	x1.24	42	HIGH	market_observation	314.9 / 254.1
tags have aesthetic term	True	x1.23	24	MEDIUM	market_observation	339.0 / 276.3
tags have style term	True	x1.2	67	MEDIUM	market_observation	313.9 / 261.9
tag count bucket	some	x1.13	45	HIGH	market_observation	311.0 / 275.0
tags have product term	True	x1.12	33	HIGH	market_observation	311.0 / 277.2
title has condition	True	x1.1	43	HIGH	market_observation	313.9 / 285.1
tags have audience	True	x1.09	34	HIGH	market_observation	308.4 / 281.7
desc emoji count bucket	none	x1.08	71	MEDIUM	market_observation	303.5 / 281.1
desc tone	plain	x1.08	65	HIGH	market_observation	303.5 / 281.1
desc mentions fit	True	x1.08	40	HIGH	market_observation	305.5 / 281.7
title product type position	absent	x1.07	8	LOW	market_observation	304.4 / 284.4
title has emoji	True	x1.04	18	MEDIUM	market_observation	295.6 / 284.4
desc tone	casual	x1.0	6	LOW	market_observation	286.9 / 285.9
tags have use case	True	x0.97	65	HIGH	market_observation	285.9 / 293.9
title has size	True	x0.97	21	MEDIUM	market_observation	285.9 / 293.9
desc mentions shipping	True	x0.96	55	HIGH	market_observation	284.4 / 294.7
tag count bucket	few	x0.96	45	HIGH	market_observation	284.4 / 294.7
desc mentions condition	True	x0.94	17	MEDIUM	market_observation	276.3 / 294.7
desc emoji count bucket	some	x0.93	24	MEDIUM	market_observation	281.1 / 303.5
desc tone	emoji	x0.93	24	MEDIUM	market_observation	281.1 / 303.5
desc mentions material	True	x0.9	45	HIGH	market_observation	276.3 / 307.6
title length bucket	medium	x0.88	80	MEDIUM	market_observation	280.3 / 318.7
title descriptive words	1	x0.88	39	HIGH	market_observation	268.4 / 305.5
desc length bucket	short	x0.84	51	HIGH	market_observation	255.5 / 304.6
title product type position	early	x0.8	45	HIGH	market_observation	246.9 / 308.4
desc length bucket	none	x0.56	5	LOW	market_observation	170.0 / 304.7
tag count bucket	none	x0.56	5	LOW	market_observation	170.0 / 304.7

Image traits

Feature	Value	Association	n	Confidence	Source	median with / without
macro	True	x1.69	53	HIGH	market_observation	361.1 / 213.9
mirror shot	True	x1.32	5	LOW	market_observation	401.3 / 304.2
lighting	studio	x1.18	19	MEDIUM	market_observation	331.7 / 281.7
background type	street	x1.18	8	LOW	market_observation	348.5 / 294.3
model worn	True	x1.16	37	HIGH	market_observation	331.2 / 284.4
studio	True	x1.15	46	HIGH	market_observation	316.3 / 275.0
has video	True	x1.15	15	MEDIUM	market_observation	327.8 / 285.9
phone camera	True	x1.13	25	MEDIUM	market_observation	311.0 / 276.3
background type	room	x1.12	35	HIGH	market_observation	320.3 / 285.9
human presence	True	x1.12	35	HIGH	market_observation	320.5 / 285.9
size reference	True	x1.05	34	HIGH	market_observation	309.1 / 295.6
number of images	top quartile (>= 6)	x0.99	34	HIGH	market_observation	301.6 / 304.7
background type	plain	x0.93	29	MEDIUM	market_observation	284.4 / 305.2
detail shots	True	x0.89	66	MEDIUM	market_observation	283.0 / 316.3
lighting	natural	x0.87	68	MEDIUM	market_observation	283.0 / 326.0
background type	studio	x0.86	18	MEDIUM	market_observation	263.4 / 308.1

Video traits

Feature	Value	Association	n	Confidence	Source	median with / without
shots	top quartile (>= 6)	x1.3	7	LOW	market_observation	349.3 / 267.9
model presence	True	x1.1	7	LOW	market_observation	349.3 / 316.8
cta	True	x1.0	6	LOW	market_observation	327.5 / 327.8
duration	top quartile (>= 13.5)	x0.83	4	LOW	market_observation	316.8 / 384.0
first product visible s	top quartile (>= 2.3)	x0.77	4	LOW	market_observation	267.9 / 349.3
hook	unboxing	x0.7	8	LOW	market_observation	267.9 / 384.0
product demo	True	x0.59	8	LOW	market_observation	278.9 / 472.2
text overlay	True	x0.58	10	LOW	market_observation	223.2 / 384.0

Afterdark Drop · Y2K shoulder bag

Listing playbook HIGH n=112

Title pattern: {color} {feature} {style} {product type}
Title length: 6–8 words
Description length: 21–28 words

Title rules

size in title (x1.39 median engagement, n=5, LOW)

Description rules

state material (x1.26, n=67, HIGH)
give dimensions / measurements (x1.19, n=40, HIGH)
describe fit (x1.17, n=53, HIGH)
end with a CTA (x1.15, n=60, HIGH)
open with a short hook (x1.55, n=107, LOW)
tone: emoji (x1.43, n=26)

Tags y2k, baguette bag, summer, grunge, streetwear, women, 2000s, going out, mcbling, shoulder bag

include style terms (x1.32, n=104, LOW)
include use-case terms (x1.19, n=40, HIGH)

Recurring terms y2k, shoulder, baguette bag, summer, grunge, streetwear, women, 2000s

Image playbook HIGH n=107

Preferred hero: model-worn, mirror shot
Image count: 4–6

Order

hero (model-worn)
front + hardware/detail
second angle or interior
size reference / worn
lifestyle context

Rules

model_worn=True: x1.52 median engagement (n=77, HIGH)
studio=True: x1.35 median engagement (n=10, MEDIUM)
background_type=studio: x1.2 median engagement (n=16, MEDIUM)
mirror_shot=True: x1.18 median engagement (n=58, HIGH)
lighting=natural: x1.18 median engagement (n=43, HIGH)
detail_shots=True: x1.18 median engagement (n=41, HIGH)
size_reference=True: x1.15 median engagement (n=46, HIGH)
background: plain (9/26 of top listings)
lighting: natural (11/26 of top listings)
phone-camera aesthetic reads as authentic in this niche

Avoid

lighting=studio: x0.73 (n=25)
background_type=street: x0.85 (n=16)

Video playbook MEDIUM n=24

Duration: 6.7–10.8s
Hook: what fits inside

Structure

0-1s: what fits inside
1-3s: front + hardware close-up
3-5s: interior / what fits inside
5-7.5s: fit / movement demo
7.5-9.5s: full outfit / lifestyle

Rules

interior_demo=True: x1.88 (n=10, MEDIUM)

All insights (62)

Listing traits

Feature	Value	Association	n	Confidence	Source	median with / without
desc hook short	True	x1.55	107	LOW	market_observation	299.2 / 193.0
desc keyword density high	True	x1.55	107	LOW	market_observation	299.2 / 193.0
desc mentions condition	True	x1.55	107	LOW	market_observation	299.2 / 193.0
desc emoji count bucket	some	x1.43	26	MEDIUM	market_observation	385.5 / 269.3
desc tone	emoji	x1.43	26	MEDIUM	market_observation	385.5 / 269.3
title has size	True	x1.39	5	LOW	market_observation	383.3 / 276.4
tags have style term	True	x1.32	104	LOW	market_observation	296.6 / 224.0
desc mentions material	True	x1.26	67	HIGH	market_observation	321.0 / 255.0
title length bucket	long	x1.26	10	MEDIUM	market_observation	358.1 / 284.9
desc mentions dimensions	True	x1.19	40	HIGH	market_observation	323.5 / 271.1
tags have use case	True	x1.19	40	HIGH	market_observation	316.3 / 265.8
desc mentions fit	True	x1.17	53	HIGH	market_observation	311.5 / 265.7
tag count bucket	some	x1.16	77	HIGH	market_observation	311.5 / 269.3
desc has cta	True	x1.15	60	HIGH	market_observation	305.6 / 265.4
title has material	True	x1.14	26	MEDIUM	market_observation	313.3 / 274.6
tags have aesthetic term	True	x1.13	87	MEDIUM	market_observation	299.2 / 265.1
title product type position	absent	x1.1	9	LOW	market_observation	323.7 / 293.5
desc length bucket	short	x1.09	69	HIGH	market_observation	299.2 / 274.0
title product type position	late	x1.05	86	MEDIUM	market_observation	296.3 / 281.6
desc length bucket	medium	x1.04	38	HIGH	market_observation	296.7 / 284.9
tags have season	True	x1.02	48	HIGH	market_observation	293.7 / 287.4
title has condition	True	x1.0	47	HIGH	market_observation	293.5 / 293.9
tag count bucket	few	x0.96	30	HIGH	market_observation	283.9 / 296.3
title has emoji	True	x0.96	28	MEDIUM	market_observation	284.6 / 296.3
desc mentions shipping	True	x0.94	59	HIGH	market_observation	293.5 / 311.5
tags have product term	True	x0.88	37	HIGH	market_observation	275.2 / 311.5
title product type position	early	x0.85	17	MEDIUM	market_observation	255.1 / 299.2
tags have audience	True	x0.81	44	HIGH	market_observation	253.3 / 313.3
title length bucket	medium	x0.8	102	MEDIUM	market_observation	284.9 / 358.1
desc tone	plain	x0.76	71	HIGH	market_observation	272.9 / 357.9
desc tone	casual	x0.76	15	MEDIUM	market_observation	221.9 / 293.9
desc emoji count bucket	none	x0.7	86	MEDIUM	market_observation	269.3 / 385.5
desc length bucket	none	x0.65	5	LOW	market_observation	193.0 / 299.2
tag count bucket	none	x0.65	5	LOW	market_observation	193.0 / 299.2

Image traits

Feature	Value	Association	n	Confidence	Source	median with / without
model worn	True	x1.52	77	HIGH	market_observation	336.8 / 221.5
studio	True	x1.35	10	MEDIUM	market_observation	374.3 / 276.4
background type	studio	x1.2	16	MEDIUM	market_observation	353.3 / 293.5
mirror shot	True	x1.18	58	HIGH	market_observation	318.0 / 269.3
lighting	natural	x1.18	43	HIGH	market_observation	321.0 / 271.1
detail shots	True	x1.18	41	HIGH	market_observation	323.7 / 273.4
size reference	True	x1.15	46	HIGH	market_observation	319.2 / 276.4
has video	True	x1.15	24	MEDIUM	market_observation	336.6 / 293.5
number of images	top quartile (>= 6)	x1.03	40	HIGH	market_observation	308.4 / 299.2
background type	plain	x1.01	41	HIGH	market_observation	299.6 / 296.3
lighting	flash	x0.98	39	HIGH	market_observation	293.5 / 299.4
human presence	True	x0.91	76	HIGH	market_observation	293.7 / 323.7
phone camera	True	x0.91	70	HIGH	market_observation	284.4 / 311.5
background type	room	x0.91	34	HIGH	market_observation	284.9 / 311.5
background type	street	x0.85	16	MEDIUM	market_observation	255.6 / 299.6
lighting	studio	x0.73	25	MEDIUM	market_observation	228.1 / 314.0

Video traits

Feature	Value	Association	n	Confidence	Source	median with / without
interior demo	True	x1.88	10	MEDIUM	market_observation	506.3 / 269.3
first product visible s	top quartile (>= 1.8)	x1.69	6	LOW	market_observation	519.6 / 307.1
hook	product close-up	x1.49	7	LOW	market_observation	445.0 / 299.2
fit demo	True	x1.38	8	LOW	market_observation	434.5 / 315.5
duration	top quartile (>= 13)	x1.07	6	LOW	market_observation	358.9 / 336.6
cta	True	x0.98	8	LOW	market_observation	328.9 / 336.6
closeups	True	x0.78	17	LOW	market_observation	299.2 / 385.0
hook	what fits inside	x0.78	9	LOW	market_observation	299.2 / 385.0
hook	worn hero shot	x0.78	8	LOW	market_observation	290.1 / 371.6
model presence	True	x0.76	15	LOW	market_observation	272.9 / 358.2
shots	top quartile (>= 5)	x0.75	8	LOW	market_observation	307.1 / 408.4
text overlay	True	x0.69	11	MEDIUM	market_observation	265.7 / 385.0

Urban Edit · Belts

Listing playbook LOW n=19

Title pattern: {style} {color} {feature} {product type}
Title length: 3–5 words
Description length: 0–0 words

Title rules

include a style/aesthetic term in the title (x1.48 median engagement, n=5, LOW)
avoid: state the colour in the title (x0.48, n=11, LOW)
avoid: state the material in the title (x0.3, n=7, LOW)

Description rules

optional: state material (x0.3, n=7)
optional: give dimensions / measurements (x0.41, n=6)
optional: open with a short hook (x0.3, n=7)

Tags

product + style + use-case tags

Recurring terms belt, gucci

Image playbook LOW n=7

Preferred hero: model-worn
Image count: 3–5

Order

hero (model-worn)
front + hardware/detail
second angle or interior
size reference / worn
lifestyle context

Rules

background: plain (4/5 of top listings)
lighting: natural (4/5 of top listings)
phone-camera aesthetic reads as authentic in this niche

Video playbook LOW n=0

Duration: 6.0–9.0s
Hook: product worn in the first second

Structure

0-1s: product worn in the first second

Rules

few videos in sample (n=0); playbook built from the top-quartile structure only

All insights (16)

Listing traits

Feature	Value	Association	n	Confidence	Source	median with / without
desc length bucket	none	x3.37	12	LOW	market_observation	206.5 / 60.5
tag count bucket	none	x3.37	12	LOW	market_observation	206.5 / 60.5
title product type position	early	x3.21	14	LOW	market_observation	185.2 / 57.0
title length bucket	short	x1.67	8	LOW	market_observation	206.5 / 123.2
title has style term	True	x1.48	5	LOW	market_observation	214.0 / 144.3
title length bucket	medium	x0.6	11	LOW	market_observation	123.2 / 206.5
tags have product term	True	x0.52	5	LOW	market_observation	102.3 / 198.2
title has color	True	x0.48	11	LOW	market_observation	123.2 / 256.5
desc mentions dimensions	True	x0.41	6	LOW	market_observation	81.4 / 199.0
tags have audience	True	x0.41	6	LOW	market_observation	81.4 / 199.0
desc hook short	True	x0.3	7	LOW	market_observation	60.5 / 206.5
desc keyword density high	True	x0.3	7	LOW	market_observation	60.5 / 206.5
desc mentions material	True	x0.3	7	LOW	market_observation	60.5 / 206.5
tag count bucket	few	x0.3	7	LOW	market_observation	60.5 / 206.5
title has material	True	x0.3	7	LOW	market_observation	60.5 / 206.5
desc length bucket	short	x0.28	6	LOW	market_observation	54.8 / 199.0

Image traits

Feature	Value	Association	n	Confidence	Source	median with / without

Video traits

Feature	Value	Association	n	Confidence	Source	median with / without

Linen Form · Minimalist jewellery

Listing playbook HIGH n=84

Title pattern: {color} {feature} {style} {product type}
Title length: 6–8 words
Description length: 22–29 words

Title rules

no title trait reached a confident association yet; follow the top-quartile pattern

Description rules

optional: state material (x0.87, n=40)
give dimensions / measurements (x1.25, n=30, HIGH)
end with a CTA (x1.33, n=49, HIGH)

Tags dainty, women, gift, gold, silver, stacking, waterproof, minimalist, everyday, jewellery

include style terms (x1.16, n=60, MEDIUM)
include aesthetic terms (x1.18, n=19, MEDIUM)

Recurring terms gold, minimalist, dainty, silver, thin, women, gift, ring

Image playbook HIGH n=83

Preferred hero: macro detail, studio product-only
Image count: 4–6

Order

hero (macro detail)
front + hardware/detail
second angle or interior
size reference / worn
lifestyle context

Rules

macro=True: x1.76 median engagement (n=53, HIGH)
studio=True: x1.18 median engagement (n=46, HIGH)
background_type=room: x1.18 median engagement (n=31, HIGH)
model_worn=True: x1.17 median engagement (n=31, HIGH)
lighting=studio: x1.17 median engagement (n=17, MEDIUM)
background: room (11/20 of top listings)
lighting: natural (14/20 of top listings)

Avoid

background_type=studio: x0.81 (n=17)

Video playbook LOW n=13

Duration: 9.9–12.3s
Hook: unboxing

Structure

0-1s: unboxing
1-3s: front + hardware close-up

Rules

few videos in sample (n=13); playbook built from the top-quartile structure only

All insights (51)

Listing traits

Feature	Value	Association	n	Confidence	Source	median with / without
desc has cta	True	x1.33	49	HIGH	market_observation	327.8 / 246.1
title length bucket	long	x1.32	10	MEDIUM	market_observation	371.1 / 280.3
desc length bucket	medium	x1.29	35	HIGH	market_observation	318.7 / 246.9
title product type position	late	x1.27	40	HIGH	market_observation	319.5 / 250.5
desc mentions dimensions	True	x1.25	30	HIGH	market_observation	319.5 / 254.8
tags have aesthetic term	True	x1.18	19	MEDIUM	market_observation	331.7 / 281.7
tags have style term	True	x1.16	60	MEDIUM	market_observation	317.1 / 272.4
tag count bucket	some	x1.1	43	HIGH	market_observation	311.0 / 281.7
tags have product term	True	x1.1	33	HIGH	market_observation	311.0 / 281.7
tags have audience	True	x1.09	34	HIGH	market_observation	308.4 / 283.8
desc tone	plain	x1.08	56	MEDIUM	market_observation	305.0 / 281.1
desc mentions fit	True	x1.07	35	HIGH	market_observation	305.8 / 284.4
title has size	True	x1.07	19	MEDIUM	market_observation	305.8 / 284.4
desc emoji count bucket	none	x1.06	61	MEDIUM	market_observation	304.2 / 285.9
desc mentions shipping	True	x1.01	54	HIGH	market_observation	297.7 / 295.1
title has condition	True	x1.01	40	HIGH	market_observation	297.8 / 295.1
tags have use case	True	x0.99	64	MEDIUM	market_observation	295.1 / 299.1
desc emoji count bucket	some	x0.94	23	MEDIUM	market_observation	285.9 / 304.2
desc tone	emoji	x0.94	23	MEDIUM	market_observation	285.9 / 304.2
title has emoji	True	x0.94	15	MEDIUM	market_observation	285.9 / 304.2
tag count bucket	few	x0.92	40	HIGH	market_observation	283.0 / 308.4
desc mentions condition	True	x0.9	10	MEDIUM	market_observation	274.5 / 305.0
desc mentions material	True	x0.87	40	HIGH	market_observation	274.5 / 316.3
title descriptive words	1	x0.86	39	HIGH	market_observation	268.4 / 313.9
desc tone	casual	x0.81	5	LOW	market_observation	246.1 / 304.2
desc length bucket	short	x0.8	48	HIGH	market_observation	251.2 / 314.9
title product type position	early	x0.78	44	HIGH	market_observation	250.5 / 319.5
title length bucket	medium	x0.76	74	MEDIUM	market_observation	280.3 / 371.1

Image traits

Feature	Value	Association	n	Confidence	Source	median with / without
macro	True	x1.76	53	HIGH	market_observation	361.1 / 204.4
background type	street	x1.33	7	LOW	market_observation	391.8 / 294.3
studio	True	x1.18	46	HIGH	market_observation	316.3 / 268.4
background type	room	x1.18	31	HIGH	market_observation	327.8 / 278.5
model worn	True	x1.17	31	HIGH	market_observation	331.2 / 283.0
lighting	studio	x1.17	17	MEDIUM	market_observation	331.7 / 283.0
has video	True	x1.15	13	MEDIUM	market_observation	327.8 / 285.1
size reference	True	x1.1	29	MEDIUM	market_observation	313.9 / 285.1
human presence	True	x1.09	30	HIGH	market_observation	313.1 / 285.9
phone camera	True	x1.09	22	MEDIUM	market_observation	307.6 / 281.7
number of images	top quartile (>= 6)	x0.93	33	HIGH	market_observation	284.4 / 305.0
detail shots	True	x0.9	62	MEDIUM	market_observation	283.0 / 313.9
background type	plain	x0.9	28	MEDIUM	market_observation	276.4 / 305.8
lighting	natural	x0.87	65	MEDIUM	market_observation	284.4 / 326.0
background type	studio	x0.81	17	MEDIUM	market_observation	254.1 / 312.5

Video traits

Feature	Value	Association	n	Confidence	Source	median with / without
shots	top quartile (>= 6)	x1.3	7	LOW	market_observation	349.3 / 267.9
model presence	True	x1.1	5	LOW	market_observation	349.3 / 316.8
cta	True	x1.0	4	LOW	market_observation	327.5 / 327.8
duration	top quartile (>= 13.5)	x0.83	4	LOW	market_observation	316.8 / 384.0
first product visible s	top quartile (>= 2.3)	x0.77	4	LOW	market_observation	267.9 / 349.3
hook	unboxing	x0.7	8	LOW	market_observation	267.9 / 384.0
product demo	True	x0.59	8	LOW	market_observation	278.9 / 472.2
text overlay	True	x0.58	8	LOW	market_observation	223.2 / 384.0

Sculpt Collective · Gym flared leggings

Listing playbook HIGH n=101

Title pattern: {style} {color} {feature} {product type}
Title length: 6–8 words
Description length: 21–31 words

Title rules

state the material in the title (x1.16 median engagement, n=18, MEDIUM)

Description rules

describe fit (x1.15, n=41, HIGH)

Tags pilates, women, workout, gym girl, flares, flared leggings, yoga, gym, athleisure, activewear

include style terms (x1.21, n=96, LOW)
include audience terms (x1.16, n=66, HIGH)

Recurring terms leggings, flared, waist, high, pilates, gym, women, workout

Image playbook HIGH n=97

Preferred hero: model-worn
Image count: 5–6

Order

hero (model-worn)
front + hardware/detail
second angle or interior
size reference / worn
lifestyle context

Rules

has_video=True: x1.4 median engagement (n=55, HIGH)
background_type=room: x1.22 median engagement (n=31, HIGH)
background: room (10/24 of top listings)
lighting: natural (14/24 of top listings)
phone-camera aesthetic reads as authentic in this niche

Avoid

background_type=street: x0.78 (n=24)
lighting=flash: x0.85 (n=30)
detail_shots=True: x0.86 (n=28)
size_reference=True: x0.87 (n=27)

Video playbook HIGH n=55

Duration: 9.2–14.2s
Hook: outfit reveal

Structure

0-1s: outfit reveal
1-3s: front + hardware close-up
3-5.5s: fit / movement demo
5.5-7.5s: full outfit / lifestyle

Rules

fit_demo=True: x1.63 (n=35, MEDIUM)
movement=True: x1.55 (n=36, MEDIUM)
hook=outfit reveal: x1.42 (n=12, MEDIUM)
hook=text hook: x1.28 (n=11, MEDIUM)

All insights (58)

Listing traits

Feature	Value	Association	n	Confidence	Source	median with / without
tags have style term	True	x1.21	96	LOW	market_observation	322.5 / 266.5
desc tone	casual	x1.21	9	LOW	market_observation	381.8 / 316.4
tags have product term	True	x1.19	32	HIGH	market_observation	370.4 / 310.3
desc length bucket	medium	x1.17	37	HIGH	market_observation	349.0 / 299.2
tags have audience	True	x1.16	66	HIGH	market_observation	335.3 / 290.1
title has material	True	x1.16	18	MEDIUM	market_observation	368.2 / 316.8
desc mentions material	True	x1.15	61	HIGH	market_observation	343.2 / 299.2
desc mentions fit	True	x1.15	41	HIGH	market_observation	337.1 / 292.0
title product type position	early	x1.14	87	MEDIUM	market_observation	332.7 / 292.2
title has emoji	True	x1.14	18	MEDIUM	market_observation	360.4 / 316.8
tag count bucket	some	x1.13	57	HIGH	market_observation	343.2 / 303.1
tags have use case	True	x1.12	95	LOW	market_observation	327.0 / 291.6
title has style term	True	x1.1	43	HIGH	market_observation	332.7 / 302.1
title descriptive words	1	x1.1	25	MEDIUM	market_observation	349.0 / 317.4
desc emoji count bucket	some	x1.08	29	MEDIUM	market_observation	337.1 / 313.5
desc tone	emoji	x1.08	29	MEDIUM	market_observation	337.1 / 313.5
title has color	True	x1.06	88	MEDIUM	market_observation	330.2 / 310.3
title length bucket	medium	x1.06	75	MEDIUM	market_observation	333.5 / 313.2
desc mentions dimensions	True	x1.06	44	HIGH	market_observation	336.5 / 316.1
desc mentions condition	True	x1.02	8	LOW	market_observation	322.5 / 316.8
desc has cta	True	x1.01	52	HIGH	market_observation	321.5 / 317.9
title length bucket	long	x0.96	25	MEDIUM	market_observation	316.1 / 330.2
desc emoji count bucket	none	x0.93	72	MEDIUM	market_observation	313.5 / 337.1
tag count bucket	few	x0.93	40	HIGH	market_observation	316.4 / 340.0
desc length bucket	short	x0.91	60	HIGH	market_observation	307.3 / 337.1
title has condition	True	x0.91	38	HIGH	market_observation	307.3 / 337.1
desc tone	plain	x0.87	63	HIGH	market_observation	304.4 / 348.6
desc mentions shipping	True	x0.87	46	HIGH	market_observation	291.1 / 333.5
title product type position	absent	x0.82	12	MEDIUM	market_observation	273.2 / 332.7

Image traits

Feature	Value	Association	n	Confidence	Source	median with / without
has video	True	x1.4	55	HIGH	market_observation	387.4 / 275.7
background type	room	x1.22	31	HIGH	market_observation	357.6 / 292.1
model worn	True	x1.21	88	LOW	market_observation	329.8 / 273.1
lighting	natural	x1.14	41	HIGH	market_observation	349.0 / 307.3
number of images	top quartile (>= 6)	x1.11	31	HIGH	market_observation	348.1 / 313.2
studio	True	x1.1	15	MEDIUM	market_observation	349.0 / 317.4
background type	studio	x1.04	16	MEDIUM	market_observation	330.2 / 317.9
background type	plain	x0.98	26	MEDIUM	market_observation	321.5 / 327.0
phone camera	True	x0.96	61	HIGH	market_observation	317.9 / 330.2
mirror shot	True	x0.96	49	HIGH	market_observation	316.8 / 330.2
lighting	studio	x0.96	26	MEDIUM	market_observation	321.5 / 333.5
human presence	True	x0.94	87	MEDIUM	market_observation	327.0 / 347.1
size reference	True	x0.87	27	MEDIUM	market_observation	290.1 / 335.3
detail shots	True	x0.86	28	MEDIUM	market_observation	292.0 / 340.3
lighting	flash	x0.85	30	HIGH	market_observation	288.4 / 340.3
background type	street	x0.78	24	MEDIUM	market_observation	262.2 / 337.1

Video traits

Feature	Value	Association	n	Confidence	Source	median with / without
fit demo	True	x1.63	35	MEDIUM	market_observation	471.0 / 288.4
movement	True	x1.55	36	MEDIUM	market_observation	449.8 / 290.1
hook	outfit reveal	x1.42	12	MEDIUM	market_observation	502.7 / 353.3
hook	text hook	x1.28	11	MEDIUM	market_observation	471.0 / 367.6
text overlay	True	x1.12	31	MEDIUM	market_observation	407.3 / 362.5
closeups	True	x1.11	36	MEDIUM	market_observation	388.6 / 349.0
hook	squat test	x1.0	15	MEDIUM	market_observation	387.4 / 385.8
first product visible s	top quartile (>= 1.7)	x1.0	14	MEDIUM	market_observation	385.8 / 387.4
model presence	True	x0.99	50	LOW	market_observation	384.6 / 389.8
shots	top quartile (>= 6)	x0.97	18	MEDIUM	market_observation	375.2 / 387.4
cta	True	x0.96	21	MEDIUM	market_observation	381.8 / 395.8
duration	top quartile (>= 13.8)	x0.83	14	MEDIUM	market_observation	324.7 / 389.8
hook	fit demo	x0.78	17	MEDIUM	market_observation	332.7 / 426.7

Afterdark Drop · Y2K shoulder bag

Listing playbook HIGH n=112

Title pattern: {color} {feature} {style} {product type}
Title length: 6–8 words
Description length: 21–28 words

Title rules

size in title (x1.39 median engagement, n=5, LOW)

Description rules

state material (x1.26, n=67, HIGH)
give dimensions / measurements (x1.19, n=40, HIGH)
describe fit (x1.17, n=53, HIGH)
end with a CTA (x1.15, n=60, HIGH)
open with a short hook (x1.55, n=107, LOW)
tone: emoji (x1.43, n=26)

Tags y2k, baguette bag, summer, grunge, streetwear, women, 2000s, going out, mcbling, shoulder bag

include style terms (x1.32, n=104, LOW)
include use-case terms (x1.19, n=40, HIGH)

Recurring terms y2k, shoulder, baguette bag, summer, grunge, streetwear, women, 2000s

Image playbook HIGH n=107

Preferred hero: model-worn, mirror shot
Image count: 4–6

Order

hero (model-worn)
front + hardware/detail
second angle or interior
size reference / worn
lifestyle context

Rules

model_worn=True: x1.52 median engagement (n=77, HIGH)
studio=True: x1.35 median engagement (n=10, MEDIUM)
background_type=studio: x1.2 median engagement (n=16, MEDIUM)
mirror_shot=True: x1.18 median engagement (n=58, HIGH)
lighting=natural: x1.18 median engagement (n=43, HIGH)
detail_shots=True: x1.18 median engagement (n=41, HIGH)
size_reference=True: x1.15 median engagement (n=46, HIGH)
background: plain (9/26 of top listings)
lighting: natural (11/26 of top listings)
phone-camera aesthetic reads as authentic in this niche

Avoid

lighting=studio: x0.73 (n=25)
background_type=street: x0.85 (n=16)

Video playbook MEDIUM n=24

Duration: 6.7–10.8s
Hook: what fits inside

Structure

0-1s: what fits inside
1-3s: front + hardware close-up
3-5s: interior / what fits inside
5-7.5s: fit / movement demo
7.5-9.5s: full outfit / lifestyle

Rules

interior_demo=True: x1.88 (n=10, MEDIUM)

All insights (62)

Listing traits

Feature	Value	Association	n	Confidence	Source	median with / without
desc hook short	True	x1.55	107	LOW	market_observation	299.2 / 193.0
desc keyword density high	True	x1.55	107	LOW	market_observation	299.2 / 193.0
desc mentions condition	True	x1.55	107	LOW	market_observation	299.2 / 193.0
desc emoji count bucket	some	x1.43	26	MEDIUM	market_observation	385.5 / 269.3
desc tone	emoji	x1.43	26	MEDIUM	market_observation	385.5 / 269.3
title has size	True	x1.39	5	LOW	market_observation	383.3 / 276.4
tags have style term	True	x1.32	104	LOW	market_observation	296.6 / 224.0
desc mentions material	True	x1.26	67	HIGH	market_observation	321.0 / 255.0
title length bucket	long	x1.26	10	MEDIUM	market_observation	358.1 / 284.9
desc mentions dimensions	True	x1.19	40	HIGH	market_observation	323.5 / 271.1
tags have use case	True	x1.19	40	HIGH	market_observation	316.3 / 265.8
desc mentions fit	True	x1.17	53	HIGH	market_observation	311.5 / 265.7
tag count bucket	some	x1.16	77	HIGH	market_observation	311.5 / 269.3
desc has cta	True	x1.15	60	HIGH	market_observation	305.6 / 265.4
title has material	True	x1.14	26	MEDIUM	market_observation	313.3 / 274.6
tags have aesthetic term	True	x1.13	87	MEDIUM	market_observation	299.2 / 265.1
title product type position	absent	x1.1	9	LOW	market_observation	323.7 / 293.5
desc length bucket	short	x1.09	69	HIGH	market_observation	299.2 / 274.0
title product type position	late	x1.05	86	MEDIUM	market_observation	296.3 / 281.6
desc length bucket	medium	x1.04	38	HIGH	market_observation	296.7 / 284.9
tags have season	True	x1.02	48	HIGH	market_observation	293.7 / 287.4
title has condition	True	x1.0	47	HIGH	market_observation	293.5 / 293.9
tag count bucket	few	x0.96	30	HIGH	market_observation	283.9 / 296.3
title has emoji	True	x0.96	28	MEDIUM	market_observation	284.6 / 296.3
desc mentions shipping	True	x0.94	59	HIGH	market_observation	293.5 / 311.5
tags have product term	True	x0.88	37	HIGH	market_observation	275.2 / 311.5
title product type position	early	x0.85	17	MEDIUM	market_observation	255.1 / 299.2
tags have audience	True	x0.81	44	HIGH	market_observation	253.3 / 313.3
title length bucket	medium	x0.8	102	MEDIUM	market_observation	284.9 / 358.1
desc tone	plain	x0.76	71	HIGH	market_observation	272.9 / 357.9
desc tone	casual	x0.76	15	MEDIUM	market_observation	221.9 / 293.9
desc emoji count bucket	none	x0.7	86	MEDIUM	market_observation	269.3 / 385.5
desc length bucket	none	x0.65	5	LOW	market_observation	193.0 / 299.2
tag count bucket	none	x0.65	5	LOW	market_observation	193.0 / 299.2

Image traits

Feature	Value	Association	n	Confidence	Source	median with / without
model worn	True	x1.52	77	HIGH	market_observation	336.8 / 221.5
studio	True	x1.35	10	MEDIUM	market_observation	374.3 / 276.4
background type	studio	x1.2	16	MEDIUM	market_observation	353.3 / 293.5
mirror shot	True	x1.18	58	HIGH	market_observation	318.0 / 269.3
lighting	natural	x1.18	43	HIGH	market_observation	321.0 / 271.1
detail shots	True	x1.18	41	HIGH	market_observation	323.7 / 273.4
size reference	True	x1.15	46	HIGH	market_observation	319.2 / 276.4
has video	True	x1.15	24	MEDIUM	market_observation	336.6 / 293.5
number of images	top quartile (>= 6)	x1.03	40	HIGH	market_observation	308.4 / 299.2
background type	plain	x1.01	41	HIGH	market_observation	299.6 / 296.3
lighting	flash	x0.98	39	HIGH	market_observation	293.5 / 299.4
human presence	True	x0.91	76	HIGH	market_observation	293.7 / 323.7
phone camera	True	x0.91	70	HIGH	market_observation	284.4 / 311.5
background type	room	x0.91	34	HIGH	market_observation	284.9 / 311.5
background type	street	x0.85	16	MEDIUM	market_observation	255.6 / 299.6
lighting	studio	x0.73	25	MEDIUM	market_observation	228.1 / 314.0

Video traits

Feature	Value	Association	n	Confidence	Source	median with / without
interior demo	True	x1.88	10	MEDIUM	market_observation	506.3 / 269.3
first product visible s	top quartile (>= 1.8)	x1.69	6	LOW	market_observation	519.6 / 307.1
hook	product close-up	x1.49	7	LOW	market_observation	445.0 / 299.2
fit demo	True	x1.38	8	LOW	market_observation	434.5 / 315.5
duration	top quartile (>= 13)	x1.07	6	LOW	market_observation	358.9 / 336.6
cta	True	x0.98	8	LOW	market_observation	328.9 / 336.6
closeups	True	x0.78	17	LOW	market_observation	299.2 / 385.0
hook	what fits inside	x0.78	9	LOW	market_observation	299.2 / 385.0
hook	worn hero shot	x0.78	8	LOW	market_observation	290.1 / 371.6
model presence	True	x0.76	15	LOW	market_observation	272.9 / 358.2
shots	top quartile (>= 5)	x0.75	8	LOW	market_observation	307.1 / 408.4
text overlay	True	x0.69	11	MEDIUM	market_observation	265.7 / 385.0