How we rank, score, and disclose

Every product score (out of 5) is a weighted blend:

• Fit35%Team-size, budget, and use-case alignment for our target SMB operator.
• Quality25%Documentation, support depth, integration coverage, product maturity.
• Value15%What you get per pound vs the realistic alternatives.
• Confidence15%How well-sourced our pricing and feature data is — out of 100.
• Freshness10%When facts were last verified; high-volatility categories penalised more.

Sponsored placements never alter the organic score. Sponsored modules are visually separated and carry the “Sponsored placement” label.

Each pricing and feature snapshot is scored against five factors:

• · 35 points — first-party source quality (vendor pricing or docs page)
• · 20 points — source freshness (last checked within category-specific tolerance)
• · 20 points — multi-source agreement
• · 15 points — manual editor verification
• · 10 points — category volatility adjustment

Tiers: 80+ high, 60–79 medium, below 60 low. Low-confidence claims are explicitly labelled and not used in scoring.

Every pricing block is tagged:

• Exact — captured directly from the vendor pricing page on the recorded date.
• Estimated — inferred from a recent vendor blog or partner page; not always reflected on the public pricing page.
• Contact sales — the vendor does not publish a price for this plan.

Every claim that affects ranking — pricing, plans, integrations, security, feature claims — must trace back to a captured source. We prefer first-party sources (vendor pricing, docs, security pages). Third-party sources are used as supporting evidence and ranked at a lower trust tier.

Every category page, comparison, alternatives, and product page lists its sources at the bottom, with the URL and capture date.

The verified badge means three things have happened:

• · The vendor confirmed editorial fields from a domain-verified email.
• · Their public pricing and integration pages were captured.
• · No unresolved data dispute exists.

Verification does not mean endorsement. Verified vendors can still rank below unverified ones if the data demands it.

• · No open public reviews. Review fraud is widespread; we’d rather have nothing than something noisy.
• · No black-box AI recommendations. The quiz uses transparent rules — we publish the inputs.
• · No sponsored content disguised as editorial. Sponsorship is always labelled.
• · No ranking change in exchange for payment. Paid placements appear in clearly separated modules.

Some links to vendor sites are affiliate links. When that’s the case we say so on the page. Affiliate availability never affects which tool we recommend, what we say about it, or where it ranks.

• · No anonymous reviews.
• · No vendor-funded editorial verdicts.
• · No ranking manipulation in exchange for payment.
• · No AI-generated reviews submitted without human verification.