Evidence: sources cited in Halloween answers

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These articles use completed ChatGPT and Perplexity API outputs collected October 9, 2026: 612 and 556 saved answers to the same 30 authored US-focused questions. Repeated answers are not independent shopper samples. No AI Overview result is used.

The articles and existing short research summary are completed focused outputs. A more extensive Halloween flagship report remains unfinished; these source notes do not claim otherwise.

H2-01: Target source occurrence and task breadth

Target-family sources appeared on six of seven seller-selection questions in both configurations, and five of six acquisition/value questions in ChatGPT. Across all 30 questions, equal-question citation-presence rates were 40.3% for ChatGPT and 26.7% for Perplexity.

Scope: shared30_complete_CG_P;target.com; seller selection; acquisition and value decision

Interpretation limit: Not shopper/citation share; explicit domain grouping

See the complete exact questionnaire and source tables below for the full-panel comparison.

H2-02: Walmart advice without Walmart citations

Walmart-family citations appeared in none of the 556 Perplexity answers. On the budget question, Walmart and Target were each purchase or comparison options in 8/8 answers; Target had a source link in 8/8 and Walmart in 0/8.

Scope: HALLOWEEN-06-1 Perplexity e0–e7;full30Psourceinventory

Interpretation limit: No inference about origin of advice, current operations or first priority

HALLOWEEN-06-1
For a shopper in the United States, where should I compare Halloween costumes if I want the complete outfit to cost under $40?

Read the 8 saved answers supporting this case. Full-cell recurrence uses the complete cases; selected examples remain separately labeled.

H2-03: Morphsuits source-only reuse and exact quote

All 16 Perplexity reuse/value answers cited Morphsuits, while none named it in the body or offered a named retailer choice. The distinct texts shared one ten-URL citation set containing five Morphsuits links.

Scope: HALLOWEEN-10-2 Perplexity e0–e15;quote f8a2abe274da95ed6c99_perplexity_20261009_211736:e14

Interpretation limit: Quote is e14 example, not universal buy-cheap code; no source influence inferred

HALLOWEEN-10-2
For a shopper in the United States, how can I compare the long-term value of a cheap costume and a more expensive reusable one?

Read the 16 saved answers supporting this case. Full-cell recurrence uses the complete cases; selected examples remain separately labeled.

H2-04: Agency sources and care-cost reversal

All 48 ChatGPT reuse/value answers cited both the FTC and EPA; none selected a named retailer. One saved example shows hypothetical cleaning costs reversing an initially attractive cost-per-wear calculation.

Scope: HALLOWEEN-10-2 ChatGPT all48;calculation e33

Interpretation limit: Agencies not retailcompetitors; no endorsement/verified economics

HALLOWEEN-10-2
For a shopper in the United States, how can I compare the long-term value of a cheap costume and a more expensive reusable one?

Read the 48 saved answers supporting this case. Full-cell recurrence uses the complete cases; selected examples remain separately labeled.

H2-05: Decor source families versus retail shopping comparison

Home Depot and Lowe’s source families each appeared in 23/28 ChatGPT display-planning answers. Principal-host-only counting yields 21/28 each. Seven of the 28 answers explicitly offered named retailer comparisons.

Scope: HALLOWEEN-09-1 ChatGPT all28

Interpretation limit: Distinct09-1case,not09-2;no ownership/page influenceverification

HALLOWEEN-09-1
For a shopper in the United States, how should I compare Halloween inflatables, static yard props and animatronics for a first outdoor display?

Read the 28 saved answers supporting this case. Full-cell recurrence uses the complete cases; selected examples remain separately labeled.

Questionnaire and source tables

Each question was asked repeatedly. The following table separates unique questions from saved-answer counts.

IDExact questionChatGPT answersPerplexity answers
HALLOWEEN-01-1For a shopper in the United States, where can I find Halloween costume ideas beyond the same popular characters?816
HALLOWEEN-01-2For a shopper in the United States, which websites should I compare for Halloween costume tutorials that show the materials and steps clearly?812
HALLOWEEN-01-3For a shopper in the United States, how should I choose between a classic Halloween costume and a current pop-culture costume?1616
HALLOWEEN-02-1For a shopper in the United States, where should I compare coordinated Halloween costumes for a family with adults and children?88
HALLOWEEN-02-2For a shopper in the United States, what group Halloween costume ideas let everyone choose a different level of effort and spending?824
HALLOWEEN-02-3For a shopper in the United States, how can I plan a family Halloween costume theme when everyone wants something different?848
HALLOWEEN-03-1For a shopper in the United States, which online stores should I compare for adult Halloween costumes at different budgets?88
HALLOWEEN-03-2For a shopper in the United States, what are the tradeoffs between a specialist costume retailer and a general retailer for Halloween shopping?1648
HALLOWEEN-03-3For a shopper in the United States, how should I choose between a handmade custom Halloween costume and a ready-made outfit when timing and total cost matter?3216
HALLOWEEN-04-1For a shopper in the United States, when is a DIY Halloween costume actually cheaper than buying a complete outfit?4816
HALLOWEEN-04-2For a shopper in the United States, what Halloween costumes can I make using clothes and household items I already own?2020
HALLOWEEN-04-3For a shopper in the United States, where should I look for secondhand costumes and accessories, and what should I check before buying?88
HALLOWEEN-05-1For a shopper in the United States, which retailers should I compare for plus-size Halloween costumes with useful sizing information?88
HALLOWEEN-05-2For a shopper in the United States, how can I choose a Halloween costume that is comfortable for a long evening of walking?3616
HALLOWEEN-05-3For a shopper in the United States, what costume features should I look for if I want to avoid masks, itchy fabrics and complicated fastenings?4848
HALLOWEEN-06-1For a shopper in the United States, where should I compare Halloween costumes if I want the complete outfit to cost under $40?88
HALLOWEEN-06-2For a shopper in the United States, how can I compare the total cost of Halloween costumes once accessories and shipping are included?2416
HALLOWEEN-06-3For a shopper in the United States, for a group costume, is buying matching outfits or coordinating ordinary clothes usually better value?4816
HALLOWEEN-07-1For a shopper in the United States, what are my best options for a Halloween costume if I only have two days left?812
HALLOWEEN-07-2For a shopper in the United States, how can I check nearby costume availability and pickup options when I need an outfit today?824
HALLOWEEN-07-3For a shopper in the United States, what should I check about seasonal costume return policies before buying?4816
HALLOWEEN-08-1For a shopper in the United States, what are some Halloween decorating ideas for a small apartment without much storage?816
HALLOWEEN-08-2For a shopper in the United States, which retailers should I compare for reusable indoor Halloween decorations on a budget?88
HALLOWEEN-08-3For a shopper in the United States, how can I decorate a rental for Halloween without permanent attachments or bulky props?816
HALLOWEEN-09-1For a shopper in the United States, how should I compare Halloween inflatables, static yard props and animatronics for a first outdoor display?2848
HALLOWEEN-09-2For a shopper in the United States, which stores should I compare for outdoor Halloween decorations with clear dimensions and setup information?88
HALLOWEEN-09-3For a shopper in the United States, what should I check about weather suitability, power requirements and storage before buying a Halloween yard display?2416
HALLOWEEN-10-1For a shopper in the United States, how should I compare renting an elaborate Halloween costume for one night with buying one?4816
HALLOWEEN-10-2For a shopper in the United States, how can I compare the long-term value of a cheap costume and a more expensive reusable one?4816
HALLOWEEN-10-3For a shopper in the United States, what are practical ways to swap, donate or repurpose Halloween costumes after the holiday?88

Source-family rates give questions equal weight unless an answer-weighted rate is explicitly named. A citation does not establish the source of advice, current page contents or independent retrieval. Current retailer terms and model-stated product claims were not verified.

Download the claim map · Download the saved case answers