Pricing clarity
Is the pricing page honest about what each plan includes? Are limits, overages, and add-on costs clearly stated?
Methodology
How PlatformPick works
Every recommendation on PlatformPick is backed by a documented process. Here is exactly how we make decisions, where data comes from, and what we do when something is wrong.
How PlatformPick makes decisions
We base every recommendation on verifiable, publicly available data — not personal preference, paid placement, or popularity. If we cannot point to an official source for a claim, we do not make the claim.
Rankings reflect fit for a specific use case (stage, budget, team size) rather than a single universal score. A tool that is best for a solo founder may not be best for a scaling DTC brand, and we treat those as separate questions.
Data sources we use
All tool data comes from official sources: pricing pages, product documentation, help centers, and published changelogs. We do not use user-submitted reviews, third-party aggregators, or press releases as primary sources.
When a tool updates its pricing or features, we update the page and record a new lastVerified date. If we cannot verify a claim against an official source, we remove it rather than leave stale data live.
How we verify pricing
Pricing is the most time-sensitive data on the site. We check the first batch of ready pages weekly and review the top 30 most-visited pages monthly against official pricing pages.
When a discrepancy is found, we update the page immediately and flag it for a full re-review. Pages with pricing data older than 90 days are moved back to noindex until re-verified.
How we verify official logos
Tool logos are sourced from official brand asset pages, press kits, or high-resolution favicons. We do not use screenshots or third-party logo databases.
Each logo is stored with a source note so we can trace it back to its origin. If a brand updates its logo, we update ours on the next verification cycle.
How affiliate links work
Some links on PlatformPick are affiliate links. If you click one and make a purchase, we may earn a commission at no extra cost to you. Affiliate relationships are disclosed near any purchase action on the page.
Affiliate status does not influence rankings, Fit Scores, or editorial conclusions. A tool we earn nothing from can rank above a tool we have an affiliate deal with — and frequently does. We do not accept paid placement in editorial picks.
Why we do not show fake ratings
Many comparison sites display star ratings and AggregateRating schema without a real rating mechanism behind them. We do not do this. If we have not collected verified ratings through a documented process, we do not display a rating.
Fake ratings mislead users and inflate search appearance in ways that are not backed by real data. Our Fit Score is a structured assessment, not a star rating, and it is documented below.
Fit Score
What PlatformPick Fit Score means
Every tool on PlatformPick receives a Fit Score — a structured assessment across seven dimensions that matter most to small ecommerce teams. The score is not a star rating or an aggregate of user reviews. It reflects what we found in official documentation, pricing pages, and help centers.
Free plan usefulness
Does the free plan let you test the real workflow, or is it just an account creation with no meaningful access?
Shopify fit
How deeply does the tool integrate with Shopify? We check native app quality, event sync, and checkout-level access.
Automation depth
Can the tool run multi-step workflows, conditional logic, and triggers beyond basic welcome emails?
Ease of use
How quickly can a non-technical operator set up and run the tool without developer help?
Hidden cost risk
Are there per-seat fees, usage overages, required add-ons, or transaction fees that inflate the real monthly cost?
Small team fit
Is the tool designed for teams of 1–5 people, or does it assume a dedicated ops or marketing team to run it?
How often data is updated
Ready pages are reviewed on a rolling schedule: weekly for the first batch of live pages, monthly for the top 30 by traffic. Stack and comparison pages are reviewed whenever a tool in the stack changes its pricing or plans.
Every ready page shows a lastVerified date so you can see exactly when data was last checked. If that date is more than 90 days old, the page is moved back to draft until it is re-verified.
When a page stays noindex
A page stays noindex when its data is incomplete, unverified, or below our quality bar. This includes pages missing pricing data, pages with outdated verification dates, and pages that cover a tool we have not fully researched yet.
We would rather have fewer indexed pages with accurate data than many pages with stale or incomplete information. Noindex is not permanent — it is a quality gate that a page passes when the data is ready.
Contact and correction policy
If you find an error — wrong pricing, outdated plan details, a broken link, or a factual mistake — please let us know. We take corrections seriously and will update the page within 48 hours of a verified report.
You can reach us via the contact page. Include the URL of the page, what is wrong, and a link to the official source if you have one. We will confirm the fix and update the lastVerified date.