The same two briefs for every tool
We use an ecommerce finder and a service or B2B plan matcher. The ecommerce brief contains 24 skincare SKUs with attributes for skin type, sensitivity, concern, fragrance, price, compatibility, inventory and market. The target result is a three-product routine with a short explanation for every recommended item.
The second brief contains four software plans. Inputs include team size, required integrations, support level, security requirements, response volume, budget and purchase urgency. The output must choose a plan, explain the choice, retain the buyer's context and provide a suitable next step.
Published scoring weights
| Half | Criterion | Points |
|---|---|---|
| Recommendation | Match accuracy across ordinary and edge-case answer sets | 20 |
| Recommendation | Branching, weights, formulas and exclusion logic | 12 |
| Recommendation | Catalog and product-data handling | 8 |
| Recommendation | Result clarity and explanation | 6 |
| Recommendation | Build, preview and QA controls | 4 |
| After result | Email and contact workflow | 20 |
| After result | Email-capture placement, consent and skip controls | 10 |
| After result | Payment, booking or checkout step | 8 |
| After result | Data and platform connections | 7 |
| After result | Value at the tested response volume | 5 |
Evidence labels
Hands-on tested
This label is used only when we interact with the product surface stated in the review. A public shopper journey is labeled as such. A guided builder tour is not treated as account access. We record the date, surface and scenario tested.
Documentation verified
This label means the feature, limit or price was checked against an official product page, official help page or first-party marketplace listing. We do not turn a documentation check into a first-person product claim.
Current test record
- Research date: 17 August 2026.
- Currency: USD, excluding tax.
- Billing: monthly unless annual billing is stated next to the price.
- Hands-on surfaces: RevenueHunt public skincare storefront quiz, Quizell public guided builder tour.
- Other products: current official documentation and first-party listing verification.
- Plan rule: features are scored at the lowest plan that supports the tested requirement.
Rechecks
Dates are reviewed monthly. Pricing and plan limits are re-verified at least quarterly, and sooner when a vendor announces a pricing or packaging change. Material changes are recorded in the visible change log.