Methodology
How we recommend
What the quiz is doing under the hood: where the product data comes from, how the scoring picks a winner, and how we make money. Short version on the last one — we earn a commission on some links, and it has no bearing on the ranking.
How the quiz actually works
Most comparison sites rank tools in a fixed order and call it a recommendation. We do something different, and the difference matters.
Each product is rated 1 to 5 across a set of capability dimensions — how deep its automation goes, how easy it is to learn, how well it integrates with course platforms, how it handles segmentation, and so on. Those ratings are written once, in one file, and describe the product rather than any particular reader.
Your quiz answers don't pick products. They express demand across those same dimensions. Answering “I'm building automated sales funnels” adds weight to automation and segmentation; answering “I want to get going quickly” adds weight to ease of use and subtracts a little from automation, because those genuinely trade off. Your score for each product is then the sum of your weights multiplied by that product's ratings.
The practical consequence is that we cannot quietly favour a product for one audience. A product's ratings are shared across every quiz on this site, so inflating one to win a recommendation here would distort its results everywhere else too.
Why we rule tools out rather than mark them down
If you tell us your budget is zero, we remove the tools without a free plan from your results entirely. We don't give them a scoring penalty and let them climb back into your top three on the strength of other answers.
This sounds like a technicality and isn't. Under a penalty system, a reader who said they would spend nothing can still be shown a paid-only product because it scored well elsewhere — which is worse than useless to them. When a constraint removes tools from your results, we say which ones and why, so filtering is never silent. If it leaves fewer than three options, you get fewer than three rather than a padded list.
How we make money
We earn a commission when someone signs up to a tool through our links, at no extra cost to you. The programs pay very different rates, and that pay has no bearing on the ranking — it isn't in the scoring code, and it isn't in any quiz configuration.
One consequence worth stating plainly: some tools we have affiliate relationships with almost never come out on top for a given audience, and we've left it that way. Where a program hasn't approved us, or we've chosen not to join, we link to the product directly and earn nothing — marked as such on the recommendation cards.
Every recommendation states a downside
Each result carries a caveat generated from your own answers — specifically, the thing you told us you needed that this product is weakest at. Every card also lists its trade-offs, including for the one we ranked first.
This is deliberate. A recommendation engine that only says positive things is an advertisement with extra steps, and you would be right to distrust one.
Where the ratings come from
Our ratings are researched, not hands-on tested. We haven't personally run a business on every one of these tools, and we aren't going to pretend otherwise — plenty of sites imply a depth of first-hand use they don't have. What we do instead is compile each rating from published sources and score it against a fixed rubric.
The evidence behind those ratings isn't equally strong across the board, so it's worth knowing which is which. Deliverability comes from third-party inbox-placement testing, so it's genuinely measured. Pricing and free-plan limits come from the vendors' own pages. Ease of use draws on aggregate review-platform sentiment. Judgements about automation depth, segmentation and reporting are the softest — the features are documented facts, but grading how far each one goes involves our interpretation.
Pricing and features also move constantly, and stale numbers are the most common way sites like this quietly become misleading. Every product carries the date its pricing was last checked, shown on the card, and we recheck quarterly. If a rating doesn't match your experience of a tool you've actually used, we'd genuinely like to hear it.
What we don't do
- No countdown timers, fake scarcity, or "limited offer" framing.
- No "sponsored top pick" slots. Position cannot be bought.
- No email capture to see your results. The quiz is anonymous.
- No accounts, and no selling of data we don't collect.
If we've got something wrong
Prices move, products change, and we will sometimes be out of date or simply mistaken. If you spot something wrong — a stale price, a feature rating that doesn't match your experience of a tool, or a recommendation that doesn't make sense — we would rather know. Corrections make this more useful to the next person.