Real ChatGPT answer + Gemini simulation · index seedDdBJtbdhSuwcompleteAI OverviewRetail and ecommerce · returns and shipping policiesinformational
How do companies calculate restocking fees legally and ethically for custom or made-to-order products?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search36 queries10/30/2026
Download run
Gemini unique queries
34
2 in ≥ half the passes · stability 35%
ChatGPT real searches predicted
50%
1 of 2 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
How do companies calculate restocking fees legally and ethically for custom or made-to-order products?
34 unique queries · 3 passes
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence. 34 queries are still being classified.
What the models actually searched
Each model answered the query with its own web search. These are the searches it ran, matched to the closest simulated query.
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
34 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
legal limits on restocking fees for custom products REFORMULATION | Google ↗ AI Mode ↗ | Understand the legal boundaries and regulations regarding charging restocking fees on personalized goods. | — | web_article | legal limits and calculations | 2x of 3 | |
ftc guidelines on return policies and restocking fees ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check federal trade commission oversight regarding merchant return policies. | — | pdf_whitepaper | ethical guidelines and compliance | 2x of 3 | |
how to determine legal restocking fee for custom items REFORMULATION | Google ↗ AI Mode ↗ | Find the legal limits and guidelines for charging restocking fees on bespoke products. | — | web_article | legal limits and calculations | 1x of 3 | |
are restocking fees legal for custom made orders REFORMULATION | Google ↗ AI Mode ↗ | Verify whether businesses are legally permitted to charge any restocking fee on personalized goods. | — | faq_page | legal limits and calculations | 1x of 3 | |
ethical guidelines for custom product return fees RELATED | Google ↗ AI Mode ↗ | Understand what constitutes a fair and transparent restocking fee from a customer ethics standpoint. | — | faq_page | ethical guidelines and compliance | 1x of 3 | |
how to ethically calculate a restocking fee for made to order items REFORMULATION | Google ↗ AI Mode ↗ | Find guidelines on determining a fair and reasonable percentage for restocking fees on custom items. | — | how_to_steps | legal limits and calculations | 1x of 3 | |
can a business charge a 50 percent restocking fee on custom orders IMPLICIT | Google ↗ AI Mode ↗ | Determine if high percentage restocking fees for made-to-order goods are legally permissible. | — | forum/qna | legal limits and calculations | 1x of 3 | |
are restocking fees legal for custom made furniture RELATED | Google ↗ AI Mode ↗ | See real-world applications of restocking fee legality in a common custom-product industry. | — | faq_page | legal limits and calculations | 1x of 3 | |
how to calculate a fair restocking fee for handmade goods IMPLICIT | Google ↗ AI Mode ↗ | Learn the mathematical formula or business logic used to determine a reasonable restocking fee percentage. | — | how_to_steps | legal limits and calculations | 1x of 3 | |
custom furniture return policy restocking fee percentage comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare average restocking fee rates across different custom manufacturing industries. | — | comparison_table | legal limits and calculations | 1x of 3 | |
what costs can be included in a restocking fee calculation IMPLICIT | Google ↗ AI Mode ↗ | Determine which operational expenses businesses are legally allowed to recoup through restocking fees. | — | checklist | legal limits and calculations | 1x of 3 | |
custom furniture restocking fee vs standard product return fee COMPARATIVE | Google ↗ AI Mode ↗ | Compare how custom-built items justify higher restocking fees compared to mass-produced goods. | — | comparison_table | legal limits and calculations | 1x of 3 | |
restocking fee vs cancellation fee for custom manufacturing COMPARATIVE | Google ↗ AI Mode ↗ | Differentiate between charging a restocking fee versus a cancellation fee for bespoke orders. | — | comparison_table | legal limits and calculations | 1x of 3 | |
made to order goods consumer protection laws return policy ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify specific consumer protection laws affecting bespoke and made-to-order merchandise. | — | pdf_whitepaper | ethical guidelines and compliance | 1x of 3 | |
ecommerce return policy best practices for bespoke manufacturing ENTITY EXPANSION | Google ↗ AI Mode ↗ | Discover industry standards and ethical frameworks used by custom manufacturing e-commerce sites. | — | buyers_guide | ethical guidelines and compliance | 1x of 3 | |
ecommerce store owner guide to calculating manufacturing return deductions PERSONALIZED | Google ↗ AI Mode ↗ | Find step-by-step business guidance on how to calculate direct loss deductions for returned custom goods. | — | how_to_steps | ethical guidelines and compliance | 1x of 3 | |
small business owner guide to ethical refund policies for custom orders PERSONALIZED | Google ↗ AI Mode ↗ | Access professional advice tailored for small business owners on balancing profitability with ethical customer service. | — | case_study | ethical guidelines and compliance | 1x of 3 | |
what costs can be legally included in a restocking fee REFORMULATION | Google ↗ AI Mode ↗ | List the permissible overhead, labor, and material costs deductible in a restocking fee. | — | checklist | legal limits and calculations | 1x of 3 | |
small business return policy template custom goods PERSONALIZED | Google ↗ AI Mode ↗ | Find a practical template to implement compliant restocking fee terms for a small custom business. | — | web_article | ethical guidelines and compliance | 1x of 3 | |
consumer rights regarding cancelled custom orders and deposits RELATED | Google ↗ AI Mode ↗ | Understand what consumers are entitled to when they cancel a custom-made order before completion. | — | forum/qna | ethical guidelines and compliance | 1x of 3 | |
reasonable percentage for custom product restocking fee RELATED | Google ↗ AI Mode ↗ | Identify industry standards for acceptable restocking fee percentages on bespoke items. | — | forum/qna | legal limits and calculations | 1x of 3 | |
ucc rules on cancellation charges for custom manufactured goods RELATED | Google ↗ AI Mode ↗ | Examine Uniform Commercial Code provisions regarding cancelled custom orders. | — | web_article | ethical guidelines and compliance | 1x of 3 | |
what costs can be recovered in a custom product restocking fee IMPLICIT | Google ↗ AI Mode ↗ | Identify the legitimate operational expenses that justify charging a restocking fee, such as labor and raw materials. | — | checklist | legal limits and calculations | 1x of 3 | |
are restocking fees legal for personalized products IMPLICIT | Google ↗ AI Mode ↗ | Verify the legality of enforcing any return fee on goods customized with names or unique designs. | — | faq_page | legal limits and calculations | 1x of 3 | |
consumer protection laws custom order refunds ENTITY EXPANSION | Google ↗ AI Mode ↗ | Learn how consumer rights laws exempt or regulate custom-built merchandise. | — | web_article | ethical guidelines and compliance | 1x of 3 | |
handling customer disputes over restocking fees legally RELATED | Google ↗ AI Mode ↗ | Learn how to resolve chargebacks and customer complaints regarding non-refundable custom orders. | — | web_article | legal limits and calculations | 1x of 3 | |
restocking fee vs liquidation value calculation for custom inventory COMPARATIVE | Google ↗ AI Mode ↗ | Contrast how businesses calculate restocking fees versus the scrap value of un-resellable custom returns. | — | calculator/tool | legal limits and calculations | 1x of 3 | |
can you charge a 50 percent restocking fee on custom orders RELATED | Google ↗ AI Mode ↗ | Evaluate whether high fee percentages typically applied to custom items cross ethical or legal lines. | — | faq_page | legal limits and calculations | 1x of 3 | |
state laws on restocking fees for personalized merchandise REFORMULATION | Google ↗ AI Mode ↗ | Research specific state-level statutes that restrict or regulate restocking fees on custom goods in the US. | — | dataset | legal limits and calculations | 1x of 3 | |
ftc regulations on restocking fees and custom merchandise ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check if the Federal Trade Commission has specific rules on restocking fees for custom goods. | — | web_article | legal limits and calculations | 1x of 3 | |
restocking fee calculator for e-commerce merchants IMPLICIT | Google ↗ AI Mode ↗ | Access a tool to compute fair restocking deductions based on actual handling and material costs. | — | calculator/tool | legal limits and calculations | 1x of 3 | |
how to write a fair return policy for custom products REFORMULATION | Google ↗ AI Mode ↗ | Learn best practices for drafting legally compliant and ethically sound return terms for custom orders. | — | buyers_guide | ethical guidelines and compliance | 1x of 3 | |
legal precedents on restocking fees for bespoke goods ENTITY EXPANSION | Google ↗ AI Mode ↗ | Review case law or legal rulings regarding contested restocking fees on custom merchandise. | — | case_study | legal limits and calculations | 1x of 3 | |
ethical pricing and policy transparency for custom makers ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore ethical guidelines for clearly communicating potential restocking fees to clients prior to purchase. | — | glossary/definition | ethical guidelines and compliance | 1x of 3 |
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
Geminix = pass, y = cumulative unique queries
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-3.5-flash-lite | 1 | 12 | 12 | — | 911 / 1,391 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 911 / 1,388 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 911 / 1,428 |