What people post about, what they ask Pinterest to change, and what the simulator says each change would buy and cost.
Loading the evidence and the saved run.
Public r/Pinterest posts since January 2024, each sorted by a local model into one main subject. No model plays a user here.
Short passages picked by a model and checked against the post. They are examples, not a sample.
Most posts do not say what the author was using Pinterest for. Where they do, this is where each subject was mentioned.
Stated in the post. Most posts state nothing, and saying so in a complaint venue is not a rate of leaving.
Different venues expose different failures. A wider listening record, collected 18 October 2026; never a survey of Pinterest users.
A search can fail before the first result.
In Japan’s captured App Store sample, 22 of 50 written reviews report trouble typing Japanese into search. A language-specific failure can disappear inside an English help-desk picture.
34 themes · 74 retained voice excerpts (8 SNIPPET) · 14 ranked request candidates. Examples overlap; these are not unique people.
Five country review pages were captured, at 50 written reviews each. All other reading and discovery volumes stay separate below. Browse the strip for dates, method and bias.
50 written reviews captured; 1–3 star text read in full, 4–5 star text skimmed.
3–17 Oct 2026
Retained source records: ≥8 READ; ≥0 SNIPPET. These are lower bounds from quotes, not full collection totals.
Self-selected written reviews; one page per country, different windows; not representative of ratings or users.
50 written reviews captured; 1–3 star text read in full, 4–5 star text skimmed.
27 Sep–9 Oct 2026
Retained source records: ≥5 READ; ≥0 SNIPPET. These are lower bounds from quotes, not full collection totals.
Self-selected written reviews; one page per country, different windows; not representative of ratings or users.
50 written reviews captured; 1–3 star text read in full, 4–5 star text skimmed.
25 Sep–16 Oct 2026
Retained source records: ≥4 READ; ≥0 SNIPPET. These are lower bounds from quotes, not full collection totals.
Self-selected written reviews; one page per country, different windows; not representative of ratings or users.
50 written reviews captured; 1–3 star text read in full, 4–5 star text skimmed.
1–25 Aug 2026
Retained source records: ≥2 READ; ≥0 SNIPPET. These are lower bounds from quotes, not full collection totals.
Self-selected written reviews; one page per country, different windows; not representative of ratings or users.
50 written reviews captured; 1–3 star text read in full, 4–5 star text skimmed.
18 Aug–8 Sep 2026
Retained source records: ≥2 READ; ≥0 SNIPPET. These are lower bounds from quotes, not full collection totals.
Self-selected written reviews; one page per country, different windows; not representative of ratings or users.
About 22 reviews reported read; exact denominator not supplied.
Aug–Oct 2026 in collection note; retained examples also include 25 Jul
Retained source records: ≥6 READ; ≥0 SNIPPET. These are lower bounds from quotes, not full collection totals.
Complaint-selected; alleged scam stores are reviewers’ reports, not adjudicated findings.
About 10 reviews reported read; no verbatim examples retained in the supplied corpus. Exact source page URL not supplied; no link reconstructed.
Collection 18 Oct 2026; individual reading dates not supplied
No verbatim source record retained; theme allocation unavailable.
Self-selected reviews; no per-theme split can be recovered.
Aggregator summary plus 6 Google Play quotations reported read.
Retained example 15 Feb 2026; collected 18 Oct 2026
Retained source records: ≥1 READ; ≥0 SNIPPET. These are lower bounds from quotes, not full collection totals.
Secondary quotations, not direct Google Play access; summary is not another review.
One study page read; study reports 42 download-button reviews.
Study published 15 Oct 2026; study window 15 Aug–14 Oct 2026
Retained source records: ≥1 READ; ≥0 SNIPPET. These are lower bounds from quotes, not full collection totals.
42 is the study’s count, not 42 original reviews read by this project.
100 posts listed, not a verified count read. Titles/top comments reviewed; 31 threads with comments across all Reddit venues, allocation not recorded.
Search since Jan 2025; collected 18 Oct 2026
Retained source records: ≥4 READ; ≥0 SNIPPET. These are lower bounds from quotes, not full collection totals.
Title/full-text selection for Pinterest; archive scores captured early. Tool-seller-heavy venue: scheduler/vendor promotion may contaminate anecdotes.
78 posts listed, not a verified count read. Titles/top comments reviewed; 31 threads with comments across all Reddit venues, allocation not recorded.
Search since Jan 2025; collected 18 Oct 2026
Retained source records: ≥5 READ; ≥0 SNIPPET. These are lower bounds from quotes, not full collection totals.
Title/full-text selection for Pinterest; archive scores captured early. Tool-seller-heavy venue: scheduler/vendor promotion may contaminate anecdotes.
65 posts listed, not a verified count read. Titles/top comments reviewed; 31 threads with comments across all Reddit venues, allocation not recorded.
Search since Jan 2025; collected 18 Oct 2026
Retained source records: ≥5 READ; ≥0 SNIPPET. These are lower bounds from quotes, not full collection totals.
Title/full-text selection for Pinterest; archive scores captured early. Removal rules and self-selection affect what is visible.
52 posts listed, not a verified count read. Titles/top comments reviewed; 31 threads with comments across all Reddit venues, allocation not recorded.
Search since Jan 2025; collected 18 Oct 2026
Retained source records: ≥1 READ; ≥0 SNIPPET. These are lower bounds from quotes, not full collection totals.
Title/full-text selection for Pinterest; archive scores captured early. Removal rules and self-selection affect what is visible.
52 posts listed, not a verified count read. Titles/top comments reviewed; 31 threads with comments across all Reddit venues, allocation not recorded.
Search since Jan 2025; collected 18 Oct 2026
Retained source records: ≥1 READ; ≥0 SNIPPET. These are lower bounds from quotes, not full collection totals.
Title/full-text selection for Pinterest; archive scores captured early. Removal rules and self-selection affect what is visible.
32 posts listed, not a verified count read. Titles/top comments reviewed; 31 threads with comments across all Reddit venues, allocation not recorded.
Search since Jan 2025; collected 18 Oct 2026
Retained source records: ≥1 READ; ≥0 SNIPPET. These are lower bounds from quotes, not full collection totals.
Title/full-text selection for Pinterest; archive scores captured early. Removal rules and self-selection affect what is visible.
31 posts listed, not a verified count read. Titles/top comments reviewed; 31 threads with comments across all Reddit venues, allocation not recorded.
Search since Jan 2025; collected 18 Oct 2026
Retained source records: ≥4 READ; ≥0 SNIPPET. These are lower bounds from quotes, not full collection totals.
Title/full-text selection for Pinterest; archive scores captured early. Tool-seller-heavy venue: scheduler/vendor promotion may contaminate anecdotes.
30 posts listed, not a verified count read. Titles/top comments reviewed; 31 threads with comments across all Reddit venues, allocation not recorded.
Search since Jan 2025; collected 18 Oct 2026
Retained source records: ≥3 READ; ≥2 SNIPPET. These are lower bounds from quotes, not full collection totals.
Title/full-text selection for Pinterest; archive scores captured early. Removal rules and self-selection affect what is visible.
20 posts listed, not a verified count read. Titles/top comments reviewed; 31 threads with comments across all Reddit venues, allocation not recorded.
Search since Jan 2025; collected 18 Oct 2026
Retained source records: ≥4 READ; ≥0 SNIPPET. These are lower bounds from quotes, not full collection totals.
Title/full-text selection for Pinterest; archive scores captured early. Tool-seller-heavy venue: scheduler/vendor promotion may contaminate anecdotes.
15 posts listed, not a verified count read. Titles/top comments reviewed; 31 threads with comments across all Reddit venues, allocation not recorded.
Search since Jan 2025; collected 18 Oct 2026
Retained source records: ≥1 READ; ≥0 SNIPPET. These are lower bounds from quotes, not full collection totals.
Title/full-text selection for Pinterest; archive scores captured early. Removal rules and self-selection affect what is visible.
15 posts listed, not a verified count read. Titles/top comments reviewed; 31 threads with comments across all Reddit venues, allocation not recorded.
Search since Jan 2025; collected 18 Oct 2026
No verbatim source record retained; theme allocation unavailable.
Title/full-text selection for Pinterest; archive scores captured early. Removal rules and self-selection affect what is visible.
14 posts listed, not a verified count read. Titles/top comments reviewed; 31 threads with comments across all Reddit venues, allocation not recorded.
Search since Jan 2025; collected 18 Oct 2026
Retained source records: ≥1 READ; ≥0 SNIPPET. These are lower bounds from quotes, not full collection totals.
Title/full-text selection for Pinterest; archive scores captured early. Removal rules and self-selection affect what is visible.
5 threads read; roughly 60 stories listed, comment-text denominator unavailable.
Retained examples 23 Feb 2026; collected 18 Oct 2026
Retained source records: ≥1 READ; ≥0 SNIPPET. These are lower bounds from quotes, not full collection totals.
Technical and non-user view; one thread supplies the retained examples.
7 search snippets reported seen; source posts not opened.
Retained dated snippets Dec 2025–Jul 2026, plus an undated snippet
Retained source records: ≥0 READ; ≥4 SNIPPET. These are lower bounds from quotes, not full collection totals.
SNIPPET only; search may mix the post and replies.
2 topics read plus about 10 topic snippets; exact per-category denominator unavailable.
Retained topics Jun–Oct 2026; request examples also Sep 2025
Retained source records: ≥2 READ; ≥4 SNIPPET. These are lower bounds from quotes, not full collection totals.
Support forum over-represents breakage; distinguish topic text from a search excerpt.
Native expandable cells show counts per venue and the short passages behind them. Segment and theme are AI-reader labels, unaudited. A dash means no count established, not no problem. Non-users discussing image-search login walls sit under pinners for this display.
| Theme | Pinners | Shoppers | Creators | Advertisers |
|---|---|---|---|---|
| Japanese typingcomplaint · V01 | App Store JP22/5022 of 50 captured written reviews; 3–17 Oct 2026. 3 illustrative excerpts below.
| — | — | — |
| Ad load, including searchcomplaint · V02 | App Store DE31/5031 of 50 captured written reviews; 1–25 Aug 2026. 31 of 50 DE reviews mention ads generally; the search-specific subset was not counted. 1 illustrative excerpts below.
App Store GB≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
Trustpilot≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — | — | — |
| AI exclusioncomplaint · V03 | App Store JP≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
r/weddingplanning≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — | — | — |
| Accidental store tapscomplaint · V04 | App Store JP≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
r/crafts≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
Threads≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — | — | — |
| Search workaroundscomplaint · V05 | r/crafts≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
Threads≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — | — | — |
| Age-check failurescomplaint · V06 | App Store AU≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
App Store FR≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
App Store GB≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — | — | — |
| Unwanted messagescomplaint · V07 | App Store GB≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
App Store JP≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — | — | — |
| Saved-pin accesscomplaint · V08 | App Store JP≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
Threads≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — | — | — |
| Saving violation noticescomplaint · V09 | aix app: Google Play quotations≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
App Store JP≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — | — | — |
| Boards into actionask · V10 | r/ChatGPT≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
r/weddingplanning≥2At least 2 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — | — | — |
| Query meaningcomplaint · V11 | r/femalefashionadvice≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — | — | — |
| App reliabilitycomplaint · V12 | App Store AU≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
App Store GB≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — | — | — |
| Visual inspirationpraise · V13 | App Store JP≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
r/weddingplanning≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
Trustpilot≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — | — | — |
| Paid ad-free tierask · V14 | App Store AU≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
Trustpilot≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — | — | — |
| Login walls on webcomplaint · V15 | Hacker News≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — | — | — |
| Seeking alternativesask · V16 | r/crafts≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
Threads≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — | — | — |
| Store trustcomplaint · V17 | — | App Store DE≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
Trustpilot≥2At least 2 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — | — |
| Identify a productask · V18 | — | r/femalefashionadvice≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
r/InteriorDesign≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
r/weddingplanning≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — | — |
| Check a storeask · V19 | — | r/femalefashionadvice≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
Trustpilot≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — | — |
| Destination mismatchcomplaint · V20 | — | r/femalefashionadvice≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
r/GenZ≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — | — |
| Buying from adspraise · V21 | — | r/PPC≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
r/shopify≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — | — |
| Lens reliabilitycomplaint · V22 | — | Trustpilot≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — | — |
| Traffic cliffscomplaint · V23 | — | — | App Store GB≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
r/Blogging≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — |
| AI-label errorscomplaint · V24 | — | — | r/Blogging≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — |
| Traffic conversioncomplaint · V25 | — | — | r/Blogging≥2At least 2 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
r/Etsy≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — |
| Copied designscomplaint · V26 | — | — | r/Etsy≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — |
| Lasting trafficpraise · V27 | — | — | r/DigitalMarketing≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — |
| Invited feature penaltycomplaint · V28 | — | — | App Store FR≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
| — |
| Paid traffic qualitycomplaint · V29 | — | — | — | Pinterest Business Community≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
r/PPC≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
r/shopify≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
|
| Attributioncomplaint · V30 | — | — | — | r/DigitalMarketing≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
r/PPC≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
r/shopify≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
|
| Account managementcomplaint · V31 | — | — | — | Pinterest Business Community≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
r/PPC≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
|
| Catalog synccomplaint · V32 | — | — | — | Pinterest Business Community≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
r/shopify≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
|
| Billingcomplaint · V33 | — | — | — | Pinterest Business Community≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
r/shopify≥1At least 1 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
|
| Visual nichespraise · V34 | — | — | — | r/DigitalMarketing≥2At least 2 source-text record(s) represented by the retained excerpts below; same-date reviews and same-thread passages conservatively collapsed. This is a lower bound, not the venue’s theme total.
|
Interpretation: these venues shift the emphasis of the 20,842-post main-topic picture above. They do not contradict it statistically. Samples, dates, source units and coding differ.
22 of 50 JP App Store reviews in the captured 3–17 Oct 2026 window report Japanese search-input trouble. This local failure is obscured by an English complaint taxonomy; it is not an estimate of affected users.
Denominator: 50 JP written reviews; lower-star text read in full, higher-star text skimmed.
検索で文字変換が出来ない なので探したいものが探せなくなりました
Our translation (unaudited): Can't convert characters in search, so I can no longer find what I want to find
READ · App Store JP · 2026-10-06Written review; date locates the example in the captured country feed
検索するために文字打ったら濁点打つたびに^ ^この絵文字でてきます
Our translation (unaudited): When I type to search, every dakuten mark turns into this ^ ^ emoji
READ · App Store JP · 2026-10-12Written review; date locates the example in the captured country feed
最近濁点が入力できないので他のとこで打ってコピペして検索しています
Our translation (unaudited): Lately I can't enter dakuten, so I type elsewhere and paste it in to search
READ · App Store JP · 2026-10-12Written review; date locates the example in the captured country feed
Trustpilot reviewers allege scam or bait-and-switch advertised stores. The retained evidence is 2 Trustpilot records and 1 DE App Store record. A copied garment complaint is evidence of a report, not proof against a merchant.
Denominator: About 22 Trustpilot reviews reported read; exact denominator unavailable. DE sample: 50 written reviews.
there are about 8 of the same dress from different vendor names but all.have the same design.for their webpage
READ · Trustpilot · 2026-10-09Review listing; author and review identifier omitted
They kept answering with a perfect PR pitch about how wonderful they are, but they will not ban that company from advertising.
READ · Trustpilot · 2026-09-02 (experience date; posted date not shown)Review listing; author and review identifier omitted
How can you just show advertisement for fake sites like all the time?
READ · App Store DE · 2026-08-01Written review; date locates the example in the captured country feed
Three retained thread titles ask other communities to identify an outfit, bedframe or wedding dress. This suggests a handoff problem; it does not establish how frequently Pinterest fails or constitute a direct feature request to Pinterest.
Denominator: Retained lower bound: 1 record each in fashion, interiors and wedding communities. Posts listed: 65, 52 and 30 respectively; read denominators not recorded.
I found this image on Pinterest, does anybody know where this bedframe is from?
READ · r/InteriorDesign · 2025-03-16Thread title: I found this image on Pinterest, does anybody know where this bedframe is from?
Found this outfit on Pinterest, any idea which brand its from or where they it was bought?
READ · r/femalefashionadvice · 2025-08-17Thread title: Found this outfit on Pinterest, any idea which brand its from or where they it was bought?
Need help finding this wedding dress from Pinterest. Plz help!
READ · r/weddingplanning · 2025-06-01Thread title: Need help finding this wedding dress from Pinterest. Plz help!
Advertisers report both weak conversion and attribution disputes, while some praise visual purchase niches. These are self-reports, with promotion risk in marketing communities. They cannot establish campaign effectiveness.
Denominator: r/PPC: 20 posts listed; r/shopify: 31; r/DigitalMarketing: 78. These are discovery volumes, not verified read counts; category-level forum denominator unavailable.
Pinterest has the lowest quality traffic on the internet.
READ · r/shopify · 2025-11-01thread 'Pinterest drives 60% of my Shopify traffic now'
The ads spent CA$622.02 and did not produce any sales for my Shopify store.
READ · Pinterest Business Community · 2026-06-04topic 'Pinterest Ads Spent CA$622.02 With Zero Sales — Refund Review'
6.6k outbound traffic and only 3 sales implies the buying intent of the audiences in this platform
READ · r/PPC · 2025-08-04thread '[ Pinterest Ads ] $7k ad spend with $156 sales. Seriously?'
I stopped trusting any single platform’s ROAS once Pinterest started claiming 10x on weeks where site-wide MER barely moved.
READ · r/DigitalMarketing · 2026-06-02thread 'Is Pinterest Ads ROAS Actually Accurate?...'
Spent millions on Pinterest and never found any ways to justify the spend
READ · r/PPC · 2026-07-03thread 'Losing clients over Pinterest attribution even when it's working'
Pinterest is driving traffic but my dashboard says it makes no money
READ · r/shopify · 2026-07-03Thread title: Pinterest is driving traffic but my dashboard says it makes no money
Vintage jewelry pins consistently get 4-6% click through, my knitted goods pins are at like 1.5%.
READ · r/DigitalMarketing · 2026-05-19thread 'I tested pinterest marketing for small business across two etsy shops...'
Pinterest works for visual niches. Hypnotism is not visual.
READ · r/DigitalMarketing · 2026-06-01thread 'So I just spent a week running ads on Pinterest and…'
JUDGMENT ranking, not measured demand. Consequence, Search & Shopping fit, evidence strength each scored 1–3 by this reviewer. Score = 2 × consequence + fit + evidence. Ties: evidence strength, then collector order. This is an ordinal editorial priority, not an impact estimate. The list also preserves complaint-derived and inferred needs; each is labelled rather than promoted to an explicit feature request.
A score orders this reviewer’s attention; it is not a forecast, a conversion rate or a customer vote. Evidence counts below cover retained supporting records by venue, not every text collected. Open a row for scores, reasoning and quotes.
Judgment: Ad reduction is directly requested in two retained venues. The German sample counts ad mentions generally; search-specific frequency is unknown.
Consequence 3/3 · Search & Shopping fit 3/3 · evidence strength 3/3. Counts cover retained supporting source records per venue, not all requests in the collection.
Reduce the amount of ads!
READ · App Store GB · 2026-10-01Written review; date locates the example in the captured country feed
PLEASE QUIT IT WITH THE DAMN ADS!!
READ · Trustpilot · 2026-10-08Review listing; author and review identifier omitted
Judgment: A basic search task is blocked; a single-country sample has the clearest denominator.
Consequence 3/3 · Search & Shopping fit 3/3 · evidence strength 3/3. Counts cover retained supporting source records per venue, not all requests in the collection.
検索で文字変換が出来ない なので探したいものが探せなくなりました
Our translation (unaudited): Can't convert characters in search, so I can no longer find what I want
READ · App Store JP · 2026-10-06Written review; date locates the example in the captured country feed
Judgment: Reference quality matters to search; original-language evidence is retained but filter effectiveness is not tested.
Consequence 3/3 · Search & Shopping fit 3/3 · evidence strength 2/3. Counts cover retained supporting source records per venue, not all requests in the collection.
AIを減らす、という選択肢しかないけど、普通に除外検索させてほしい。
Our translation (unaudited): There's only an option to reduce AI; I want to be able to exclude it in search
READ · App Store JP · 2026-10-14Written review; date locates the example in the captured country feed
I wish there were more efficient ways to detect AI generated content
READ · App Store AU · 2026-09-27Written review; date locates the example in the captured country feed
Judgment: Potential financial harm and shopping trust; allegations and truncated request wording need checking.
Consequence 3/3 · Search & Shopping fit 3/3 · evidence strength 2/3. Counts cover retained supporting source records per venue, not all requests in the collection.
please can you try and stop th
READ · Trustpilot · 2026-07-25Review listing; author and review identifier omitted
Judgment: Attribution influences ad spending, but the retained text expresses a concern rather than specifying a fix.
Consequence 3/3 · Search & Shopping fit 3/3 · evidence strength 1/3. Counts cover retained supporting source records per venue, not all requests in the collection.
we have a concern on the accuracy of the ROAS they report to us
READ · r/DigitalMarketing · 2026-05-28thread 'Is Pinterest Ads ROAS Actually Accurate?...'
Judgment: An explicit saved-library request supports planning; the broader cross-app workflow remains interpretation.
Consequence 2/3 · Search & Shopping fit 3/3 · evidence strength 2/3. Counts cover retained supporting source records per venue, not all requests in the collection.
I want to connect my Pinterest account so it can actually help me manage the ridiculous amount of stuff I’ve saved
READ · r/ChatGPT · 2026-10-17thread 'Can we please get a Pinterest plugin for ChatGPT?...'
Judgment: Unintended navigation interrupts search; direct evidence is one original-language placement request.
Consequence 2/3 · Search & Shopping fit 3/3 · evidence strength 2/3. Counts cover retained supporting source records per venue, not all requests in the collection.
せめて右側だけに出すなどしてほしい。
Our translation (unaudited): At least show them only on the right side
READ · App Store JP · 2026-10-13Written review; date locates the example in the captured country feed
Judgment: Losing access to saved material interrupts return visits; several distinct controls are bundled.
Consequence 2/3 · Search & Shopping fit 2/3 · evidence strength 2/3. Counts cover retained supporting source records per venue, not all requests in the collection.
pintrest change back the original download button to where it was
READ · secondary quotation · Unstar: Google Play study · 2026-10-15Review listing; author and review identifier omitted
今までは設定でオンにしたボードごとのタブがホーム画面で見られたのにいきなり変わった（無くなった）。
Our translation (unaudited): The per-board tabs I could turn on for the home screen suddenly disappeared
READ · App Store JP · 2026-10-05Written review; date locates the example in the captured country feed
Judgment: Product identity is central to shopping, but the feature need is inferred from other-community behaviour.
Consequence 2/3 · Search & Shopping fit 3/3 · evidence strength 1/3. Counts cover retained supporting source records per venue, not all requests in the collection.
I saw this Pinterest coat and I need help finding it
READ · r/femalefashionadvice · 2025-09-28Thread title: I saw this Pinterest coat and I need help finding it
Judgment: Catalog availability matters to shopping; the direct bulk-removal request is SNIPPET with editorial ellipsis.
Consequence 2/3 · Search & Shopping fit 3/3 · evidence strength 1/3. Counts cover retained supporting source records per venue, not all requests in the collection.
I need to remove specific product categories ... from my Pinterest catalog, but I can’t find a way to do this in bulk
SNIPPET · editorial ellipsis · Pinterest Business Community · 2025-09-08topic 'Help with product category removal from Shopify-synced catalog' (ellipsis mine)
Judgment: Access can fail completely, but stated age does not establish eligibility or the cause.
Consequence 2/3 · Search & Shopping fit 1/3 · evidence strength 2/3. Counts cover retained supporting source records per venue, not all requests in the collection.
Even though I am 13 it still would not let me sign up
READ · App Store GB · 2026-10-01Written review; date locates the example in the captured country feed
Judgment: Repeated unwanted contact erodes control; reports do not verify unsubscribe state.
Consequence 2/3 · Search & Shopping fit 1/3 · evidence strength 2/3. Counts cover retained supporting source records per venue, not all requests in the collection.
I unsubscribe from emails 5 times and each time they would use another email to spam me
READ · App Store GB · 2026-10-05Written review; date locates the example in the captured country feed
Judgment: Creator supply matters to search; the direct review request is only a topic-title snippet.
Consequence 2/3 · Search & Shopping fit 2/3 · evidence strength 1/3. Counts cover retained supporting source records per venue, not all requests in the collection.
Significant Drop in Impressions and Outbound Clicks Over the Last Two Months – Requesting Manual Review
SNIPPET · Pinterest Business Community · 2026-06-28topic title
Judgment: Willingness to pay is stated, but no price or purchase commitment is observed.
Consequence 2/3 · Search & Shopping fit 1/3 · evidence strength 1/3. Counts cover retained supporting source records per venue, not all requests in the collection.
I even suggested that they should make Pinterest an add free members club
READ · Trustpilot · 2026-10-02Review listing; author and review identifier omitted
INT synthesis. Ways of serving a job and alternatives describe overlapping tasks, not a ranking of winners. Evidence is separate: CR = company-reported; SV = survey; READ/SNIPPET = source access. Survey answers remain under their own question, sample and date.
Pinterest said search would continue to fragment into verticals (Q2 2026 call, CR · READ). It said Assistant was available to most US users by late July, which does not establish adoption. Google announced a summer Universal Cart rollout (Google announcement; company claim, conservatively SNIPPET); delivery across surfaces was not established here.
| Job | How Pinterest serves it | Main alternatives · interpretation | Evidence · labels | Open problem · interpretation |
|---|---|---|---|---|
| Outfits and style | Visual references, boards and product discovery; Assistant is an available feature per Pinterest, not measured adoption. | TikTok, Instagram, Google image search, ChatGPT visual shopping (job-overlap judgment). | 3 labelled evidence recordsCR · READ · Pinterest · 2026-08-04. Pinterest Assistant available to 'the vast majority of U.S. users' by end of July 2026 Source SV · READ · Tubefilter · 2025-09-10. Fashion and beauty queries more likely on social video engine than elsewhere (WARC/TikTok); cooking +23% Source CR · READ · OpenAI · 2026-03-24. ChatGPT launches visual shopping with image-as-inspiration upload and Agentic Commerce Protocol for discovery Source | Interpretation: Find the actual item behind a saved look, with usable stock and size information. |
| Home and interiors | Boards; Pinterest announced Restyle beta for room-photo editing and a limited Ask Pinterest web experiment. | Instagram, TikTok, stores, Google AI Mode planning (job-overlap judgment). | 4 labelled evidence recordsCR · READ · TechCrunch · 2026-06-17. Ask Pinterest: experimental standalone web app, limited access Source CR · READ · Pinterest · 2026-09-17. Restyle (room photo redesign) beta announced for US and Canada; no usage Source SV · READ · Furniture News (Sofology survey) · 2025-11-19. UK adults using Pinterest for interiors ideas (Instagram 24%, TikTok 13%, stores 30%; Pinterest 44% of 25-34) Source SV · READ · The Independent (Compare the Market) · 2025-06-17. UK under-35 homeowners' top home inspiration source: Instagram 41% (TikTok 36%); Pinterest not in top five Source | Interpretation: Carry inspiration into an actionable room plan; Restyle usage and comparative outcomes remain unknown. |
| Recipes and meals | Saved visual recipe references and search; food trends appear in Pinterest’s Predicts materials. | Food blogs, YouTube, Google, TikTok (job-overlap judgment from supplied synthesis). | 2 labelled evidence recordsCR · READ · Pinterest · 2025-12-09. Predicts 2026: 21 trends released 9 Dec 2025; trends 'growing 4.4x faster than they were seven years ago' Source Predicts 55%/42% survey footnotes were not opened; no behavior inferred from those percentages. SV · READ · Tubefilter · 2025-09-10. Fashion and beauty queries more likely on social video engine than elsewhere (WARC/TikTok); cooking +23% Source | Interpretation: Reach usable instructions from an image; neither source quality nor meal completion is measured here. |
| Weddings | Collect visual references and build a planning board. | TikTok, The Knot, Zola and AI tools for early questions (job-overlap judgment). | 2 labelled evidence recordsSV · SNIPPET · Zola · 2026-01-26. Couples entering full wedding planning before the proposal (Zola, 11,500+ couples) Source SV · READ · HomePage News (The Knot study) · 2026-02-23. The Knot 2026: Pinterest most used platform for wedding inspiration; TikTok usage grew 2.5x Source | Interpretation: Turn a large inspiration board into a vendor brief. Different surveys do not establish a first-spark winner. |
| Beauty | Visual beauty references and saved looks; Predicts includes beauty trends. | TikTok, Instagram, YouTube tutorials (job-overlap judgment). | 2 labelled evidence recordsCR · READ · Pinterest · 2025-12-09. Predicts 2026: 21 trends released 9 Dec 2025; trends 'growing 4.4x faster than they were seven years ago' Source Predicts 55%/42% survey footnotes were not opened; no behavior inferred from those percentages. SV · READ · Tubefilter · 2025-09-10. Fashion and beauty queries more likely on social video engine than elsewhere (WARC/TikTok); cooking +23% Source | Interpretation: Distinguish achievable references from synthetic images and connect a look to instructions. |
| Gifts | Pinterest says holiday activity begins as early as September; saved ideas can support a shortlist. | Amazon, Google, social feeds, ChatGPT and Etsy (job-overlap judgment). | 5 labelled evidence recordsCR · READ · Pinterest · 2026-07-30. Holiday activity on Pinterest 'spikes as early as September' Source SV · READ · eMarketer · 2026-02. Start product searches on Google (Envision Horizons, n=1,035 US) Source SV · READ · eMarketer · 2026-02. Start product searches on Amazon (Envision Horizons) Source SV · READ · Sprout Social · 2025-11-04. Social media as a source of holiday gift ideas (AI chatbots 12%) Source CR · SNIPPET · TechCrunch · 2026-05-05. Etsy app in ChatGPT in beta; 100M+ listings Source | Interpretation: Move from an idea for a person to a trustworthy purchase. Shopping-start surveys have different wording and bases. |
| Travel | Save destination references and planning ideas (interpretation of the supplied jobs synthesis). | Friends and family, Google, travel sites, AI and social media (job-overlap judgment). | Interpretation: Carry an image into a feasible itinerary. Pinterest was not mentioned in ABTA’s release; that is not a measured rank. |
Thirty asks, ranked by how strong the complaint record is. Evidence strength describes that record. It does not validate a simulated effect.
Several asks are for things that already exist but leak. Open a row to see what ships today beside how users say it works.
Each mark is one change run in the same simulated worlds, with and without it. Across is the change in decisions reached on Pinterest. Up is the change in revenue at fixed yield.
Whiskers cover nine simulated worlds in ten. "Decisions" counts projects decided on Pinterest. A change can move a decision onto Pinterest without more projects getting decided overall, so each block also shows projects decided anywhere. Neither measure is a single score for a good product. Hover or tab to a mark for its numbers, and press it to jump to its block.
Two asks have both ranges above no change and both typical effects beyond the simulation's noise check: keep my place, and search for the words I typed. Three more have positive typical effects: find my saved pin and fewer ad taps that lead nowhere cross no change on revenue, and stop showing what I said no to has a decision effect too small to tell from simulation noise. Run together on the same 48 paired worlds, their typical gains nearly add up. Adding a 25% cut in search ads on top buys more decisions, and at the typical world the revenue roughly cancels out; the range runs from a 3% fall to a 4% rise.
| Shipped together | Decisions on Pinterest | Projects decided anywhere | Revenue at fixed yield |
|---|---|---|---|
| Keep my place | +8.0% 4.7 to 14.2 | +1.1% 0.5 to 3.5 | +5.1% 3.1 to 9.2 |
| Search for the words I typed | +5.0% 2.4 to 9.3 | +1.2% 0.4 to 2.6 | +0.2% 0.1 to 0.4 |
| Both | +13.0% 9.0 to 21.4 | +2.6% 1.0 to 6.3 | +5.4% 3.3 to 9.4 |
| Both, and 25% fewer search ads | +18.3% 13.8 to 25.5 | +3.4% 1.4 to 7.8 | −0.4% −3.0 to +3.9 |
A one-off run on 13 October 2026, same seed and worlds as the cards above. Ranges cover nine simulated worlds in ten. Every size is assumed, so read this as how the rules combine, not as what would happen. The engine does have overlap and saturation (a visit has a fixed budget and stops once the project is decided), so other combinations may add up less neatly. The revenue gain from keeping your place rests on one assumption: a lost-position step shows no ads, so removing it adds ad impressions: 5.2% at the typical world, 3.0% to 9.1% across nine worlds in ten. If losing your place really re-shows pins and ads, that gain shrinks.
Public complaints say what fails. They do not say how often, or how much a fix would help. These inputs are assumed, each as a low, middle and high value.
For each ask the engine can run: what it does for users, what it does for money, what is assumed, and the trade-off. All changes are against a paired baseline with the same starting people.
A generic engagement lift would give these asks a number without representing their cause. They stay visible with the missing mechanism beside them.
The public record supplies failures and competing accounts. The simulator supplies assumed changes and computes their consequences.