Kids and Family Graphic Apparel: AI Visibility Market Discovery Index
Tracking how AI platforms recommend kids and family graphic apparel. This public AI Visibility Market Discovery Index is updated monthly since July 2026.

On this page
- 01Benchmark Summary
- 02Current Benchmark at a Glance
- 03Research Scope and Qualification
- 04Current Brand Standings
- 05How to Read the Standings
- 06Company Spotlight: Pixie and Elf
- 07Recommendation Coverage Movement
- 08Largest Increase: Tilly & Wilbur
- 09Category Leader: Tilly & Wilbur
- 10Recommendation Placement Snapshot
- 11Buyer-Intent Distribution
- 12Historical Measurement Record
Benchmark Summary
Tilly & Wilbur led the Kids and Family Graphic Apparel vertical in October 2026 with valid recommendation coverage of 67.6%, up from 28.0% in July 2026. The gap to the next brand was 24.2 points over Pixie and Elf, which held valid recommendation coverage of 43.4% in October 2026, up from 38.7% in July 2026.
This was not a quiet month. Tilly & Wilbur recorded the largest coverage increase, moving from 48.0% in September 2026 to 67.6% in October 2026, a rise beyond normal month-to-month variation and the brand's third consecutive monthly gain since July 2026. No brand recorded a coverage decline beyond normal variation in the current month. Three2Tango Tees recorded the largest coverage decline across the full series, falling from 5.3% in July 2026 to 1.1% in October 2026, with decreases in each of the three months since baseline even as that cumulative movement remained within normal variation.
The benchmark began with 225 prompt-surface observations in October 2026 and produced 182 qualified observations after qualification.
AI recommendation trend
valid recommendation coverage, Jul 2026 to Oct 2026
- Tilly & Wilbur67.6%
- Pixie and Elf43.4%
- Triple One Designs3.3%
- Babies2Infinity1.7%
- Three2Tango Tees1.1%
- House of Hide0.0%
Current Benchmark at a Glance
Measure | Jul 2026 | October 2026 | Movement |
|---|---|---|---|
Qualified benchmark observations | 75 | 182 | Up 107 |
Tracked brands | 6 | 6 | No change |
Qualified surface breadth | 4 | 5 | Up 1 |
Recommendation-shaped answer share | 53.3% | 92.3% | Up 39.0 points |
Valid recommendation shortlist share | 42.7% | 92.9% | Up 50.2 points |
Leader by valid recommendation coverage | Pixie and Elf (38.7%) | Tilly & Wilbur (67.6%) | Changed |
Qualified surface breadth counts the canonical AI and search surface families with at least one qualified observation: ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode. October 2026 reached five families.
For the strategic interpretation of this benchmark, read CiteWorks Studio's analysis of How AI Search Is Recommending Kids and Family Graphic Apparel
Research Scope and Qualification
The public benchmark is narrower than the raw collection universe by design.
Research stage | Jul 2026 | October 2026 | What it represents |
|---|---|---|---|
Source prompt-surface observations | 208 | 225 | Total prompts collected across surfaces |
Unique questions | 190 | 208 | Distinct questions after deduplication |
Brand / competitor mentions | 112 | 221 | Prompts mentioning a tracked brand |
Relevant observations | 76 | 186 | On-topic, in-scope observations |
Irrelevant observations | 36 | 35 | Out-of-scope observations |
Qualified benchmark observations | 75 | 182 | Public denominator for brand metrics |
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Brand-level percentages use the qualified observations as the public denominator, not the raw collection. See the AI Visibility Market Discovery Methodology.
Current Brand Standings
Questions This Section Answers
- Which kids and family graphic apparel brands received valid recommendations in October 2026, and how do they rank?
- How large is the recommendation gap between Tilly & Wilbur and Pixie and Elf?
- Where does Pixie and Elf sit on rank-one rate compared with Tilly & Wilbur?
Brand | Presence rate | Valid recommendation coverage | Top-three rate | Rank-one rate | Net sentiment |
|---|---|---|---|---|---|
Tilly & Wilbur | 70.9% | 67.6% | 65.9% | 55.5% | 0.98 |
Pixie and Elf | 46.2% | 43.4% | 42.9% | 22.5% | 0.94 |
Triple One Designs | 3.9% | 3.3% | 2.8% | 1.1% | 0.86 |
Babies2Infinity | 2.2% | 1.7% | 1.7% | 1.7% | 0.75 |
Three2Tango Tees | 1.1% | 1.1% | 1.1% | 1.1% | 1.00 |
House of Hide | 0.5% | 0.0% | 0.0% | 0.0% | 0.00 |
How to Read the Standings
- Presence rate: Share of qualified observations in which the brand appeared in any capacity.
- Valid recommendation coverage: Share of qualified observations in which the brand received a valid recommendation.
- Top-three rate: Share of qualified observations in which the brand appeared in the top three recommended positions.
- Rank-one rate: Share of qualified observations in which the brand was the first recommendation.
- Net sentiment: Positive minus negative sentiment, scaled by mentions. This reflects benchmark framing of the brand, not independently measured customer sentiment.
For formulas and denominator rules, see AI Visibility Market Discovery Metric Definitions.
Company Spotlight: Pixie and Elf
Pixie and Elf held valid recommendation coverage of 43.4% in October 2026, up from 38.7% at baseline, with a top-three rate of 42.9%, a rank-one rate of 22.5%, and net sentiment of 0.94. Presence rate fell sharply over the same period, from 84.0% in July 2026 to 46.2% in October 2026, while rank-one rate declined from 29.3% to 22.5%.
Tilly & Wilbur achieves 67.6% on valid recommendation coverage, compared with 43.4% for Pixie and Elf, a 24.2-point gap. The placement data sharpens the picture further: Tilly & Wilbur's rank-one rate rose from 12.0% to 55.5% across the same four months, while Pixie and Elf's rank-one rate moved in the opposite direction, falling from 29.3% to 22.5%. Pixie and Elf still appears across a substantial share of qualified observations, but that presence is converting into top-choice recommendations at a declining rate while its closest competitor's conversion is accelerating. The more important issue is what that gap means for Pixie and Elf's recommendation position going forward, since coverage alone is masking a widening first-choice gap.
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Highest-priority diagnostic: Why has Pixie and Elf's rank-one rate fallen from 29.3% to 22.5% while Tilly & Wilbur's rank-one rate rose from 12.0% to 55.5% over the same four months, and what is driving Tilly & Wilbur's faster conversion of presence into first-choice recommendations?
Recommendation Coverage Movement
Questions This Section Answers
- Which brands recorded meaningful recommendation coverage movement since the July 2026 baseline?
- How did Tilly & Wilbur move past Pixie and Elf to become the category leader?
- What happened to Three2Tango Tees' recommendation coverage across the series?
Brand | Jul 2026 | October 2026 | Movement since baseline |
|---|---|---|---|
Tilly & Wilbur | 28.0% | 67.6% | Up 39.6 points |
Pixie and Elf | 38.7% | 43.4% | Up 4.7 points |
Triple One Designs | 2.7% | 3.3% | Up 0.6 points |
Babies2Infinity | 0.0% | 1.7% | Up 1.7 points |
Three2Tango Tees | 5.3% | 1.1% | Down 4.2 points |
House of Hide | 0.0% | 0.0% | No change |
Three2Tango Tees declined in each of the three months since July 2026, from 5.3% to 3.5% to 2.0% to 1.1%. The cumulative movement stayed within normal variation, and the change from September 2026 to October 2026 was within normal variation as well. Pixie and Elf moved upward beyond normal variation from 28.9% in September 2026 to 43.4% in October 2026, after declining from 41.4% in August 2026 to 28.9% in September 2026. Triple One Designs moved downward from 4.0% in September 2026 to 3.3% in October 2026, within normal variation.
Largest Increase: Tilly & Wilbur
Tilly & Wilbur rose from 28.0% valid recommendation coverage in July 2026 to 67.6% in October 2026, an increase beyond normal variation. The brand moved upward in each of the three months since baseline, reaching 35.6% in August 2026, 48.0% in September 2026, and 67.6% in October 2026. Supporting signals moved in the same direction, with rank-one rate rising from 12.0% in July 2026 to 55.5% in October 2026, top-three rate rising from 28.0% to 65.9%, and net sentiment rising from 0.82 to 0.98.
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Category Leader: Tilly & Wilbur
Tilly & Wilbur held the leadership position it took from Pixie and Elf, which led at baseline with 38.7% in July 2026. Tilly & Wilbur's coverage climbed beyond normal variation for the primary metric, while Pixie and Elf's coverage rose from 38.7% in July 2026 to 43.4% in October 2026, an increase that stayed within normal variation across the series. Pixie and Elf's presence rate fell from 84.0% in July 2026 to 46.2% in October 2026, even as its coverage and net sentiment held steady or rose.
Recommendation Placement Snapshot
Questions This Section Answers
- How did first-position recommendation rates change for the two leading brands between July and October 2026?
Coverage alone does not show how prominently a brand is recommended. Tilly & Wilbur and Pixie and Elf formed the leading cluster on placement.
Brand | October 2026 top-three rate | October 2026 rank-one rate | Jul 2026 top-three rate | Jul 2026 rank-one rate |
|---|---|---|---|---|
Tilly & Wilbur | 65.9% | 55.5% | 28.0% | 12.0% |
Pixie and Elf | 42.9% | 22.5% | 37.3% | 29.3% |
Tilly & Wilbur's rank-one rate rose from 12.0% in July 2026 to 55.5% in October 2026, while Pixie and Elf's rank-one rate declined from 29.3% in July 2026 to 22.5% in October 2026. Comparable coverage can still hide different first-position rates.
Buyer-Intent Distribution
All qualified observations in October 2026 fell into the Brand Recommendation class.
Buyer-intent class | Jul 2026 | October 2026 |
|---|---|---|
Brand Recommendation | 75 | 182 |
Pricing & Value | 0 | 0 |
Multi-Brand Comparison | 0 | 0 |
Total qualified observations | 75 | 182 |
The current public series measures the Brand Recommendation class only and does not yet contain qualified observations in the Pricing & Value or Multi-Brand Comparison classes.
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Historical Measurement Record
Measurement | Qualified observations | Coverage leader | Leader coverage | Largest coverage movement |
|---|---|---|---|---|
Baseline (Jul 2026) | 75 | Pixie and Elf | 38.7% | Tilly & Wilbur, up 39.6 points |
Aug 2026 | 87 | Pixie and Elf | 41.4% | Tilly & Wilbur, up 39.6 points |
Sep 2026 | 152 | Tilly & Wilbur | 48.0% | Tilly & Wilbur, up 39.6 points |
Oct 2026 | 182 | Tilly & Wilbur | 67.6% | Tilly & Wilbur, up 39.6 points |
Evidence and Source Layer
Questions This Section Answers
- What do the observed citations and attributable sources tell us about the benchmark, and what do they not prove?
This benchmark is built from prompt-level observations that retain the query, AI/search surface, answer, brand outcome, recommendation placement, sentiment, and, where exposed, citations or attributable evidence sources. Source presence is evidence about the information environment. It is not automatically proof that the source caused the recommendation.
Scope Boundaries
This public benchmark does not measure market share, attributable sales, every possible AI response, organic-search ranking, social mention volume, private or sponsored channels, or causality from a metric movement alone. It records the observed behavior of AI and search surfaces within the qualified observation set.
Top 10 Cited Domains
Across all AI platform responses in October 2026, the benchmark observed 1,364 citations drawn from 402 unique domains.
Rank | Domain | Citations | Share | Platforms citing |
|---|---|---|---|---|
1 | google.com | 283 | 20.7% | AI Mode, AI Overviews |
2 | etsy.com | 77 | 5.6% | Copilot, AI Mode, AI Overviews |
3 | tillyandwilbur.com.au | 56 | 4.1% | ChatGPT, Copilot, Gemini, AI Mode, AI Overviews |
4 | pixieandelf.com.au | 54 | 4.0% | ChatGPT, Copilot, Gemini, AI Mode, AI Overviews |
5 | bestandless.com.au | 41 | 3.0% | AI Mode, AI Overviews |
6 | houseofhide.com.au | 31 | 2.3% | Copilot, Gemini, AI Mode, AI Overviews |
7 | amazon.com.au | 29 | 2.1% | AI Mode, AI Overviews |
8 | target.com.au | 27 | 2.0% | ChatGPT, Gemini, AI Mode, AI Overviews |
9 | facebook.com | 22 | 1.6% | AI Mode, AI Overviews |
10 | lowes.com.au | 18 | 1.3% | Gemini, AI Mode, AI Overviews |
Citations were concentrated in a small number of domains: the top 10 domains together accounted for roughly 43.8% of the 1,364 citations observed, with google.com alone carrying 283 citations. Three tracked brands' own domains appeared in the top 10, with tillyandwilbur.com.au at rank 3, pixieandelf.com.au at rank 4, and houseofhide.com.au at rank 6. The remaining top-cited sources were a mix of marketplace and retail sites, including etsy.com, amazon.com.au, and target.com.au, along with the social platform facebook.com.
About This Benchmark
The LLM Authority Index AI Visibility Market Discovery Index is a neutral, industry-level benchmark tracking how AI and search surfaces recommend brands across buyer-intent classes. It is built from prompt-level observations that are audited monthly, with all brand metrics expressed against a qualified public denominator.
- AI Visibility Market Discovery Methodology
- AI Visibility Market Discovery Metric Definitions
- AI Visibility Market Discovery Research Standards
- Modeled AI Visibility Authority Value
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