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Opportunity brief · Nov 2, 2026

TP: True Profit Analytics

Net Profit Analytics for Shopify. Instantly know your true Net profit. Profit calculator, P&L report, LTV, Product Analytics & Marketing Attribution.

Revenue$34k–226kEstimated
OpportunityNot scoredThe revenue range is wider than 3×, too uncertain to rank an opportunity on.
1–2★ ratings1%complaints from Aug 2023–Sep 2026, 63% in the last 24 months
Build difficultyMediumShopify API integration, accurate fee/ad/return attribution, billing logic, and reliable support are the main build and operating risks.

The pitch, and what the numbers say

TP: True Profit Analytics — Analytics · https://trueprofit.io?utm_source=app-store

Estimated revenue: reviews × installs-per-review × paying share × entry price; every input is on the full x-ray.

Why users leave

The free diagnosis shows the top complaint. The full brief has every cluster, the build ideas and the buyers.

Bugs/Reliability · 62% of complaints read

Persistent bugs break P&L and LTV: $0.00 handling fees, login failures, wrong ad spend and returns, and customer counts include non-purchasers.

“This specific instance is the second time the bug of this nature has happened, whereby the Profit & Loss Report shows a bunch of transactions that have a handling fee of $0.00.”
+ 2 more complaint clusters, with verbatim quotes — in the full brief

What a challenger would build

3 build ideas, each answering a complaint above — in the full brief

Closest alternatives

Who is buying right now

1 buyer thread in the same market in the last 30 days, with links and excerpts in the full brief.

Get the full TP: True Profit Analytics brief

Full 1-star breakdown with verbatim quotes, the build blueprint and every live thread — on every product.

How to read this

Sources: the product's public listing and reviews, its published price, and public forum threads. Revenue is an estimate unless marked verified by the founder; the formula and its inputs are on the full x-ray. Complaints are grouped by a language model and each quote is a verbatim excerpt, linked to the original review. Build difficulty is a model's reading of the listing and the complaints, not a measurement. Figures are a snapshot of Nov 2, 2026. Corrections: corrections.

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