Two independent scores
Every product gets two separate scores, because quality and affordability are fundamentally different questions:
Quality Score (1–10)
How good is this tool at its job? The Quality Score is the equal-weighted average of four intrinsic categories:
Ease of Use
25% of QualityVisual builder, coding requirements, templates, onboarding, mobile app
Features & Integrations
25% of QualityIntegration count, branching, loops, error handling, webhooks, data transforms, version control, parallel execution
Reliability & Support
25% of QualityUptime SLA, auto-retry, execution history, documentation quality, community, open-source traction
Ecosystem & Scalability
25% of QualityCompany stability, marketplace, API quality, third-party plugins, years in market
Rounded to nearest 0.5
Affordability Score (1–10)
How accessible is this tool for individuals and small teams? Affordability is scored independently — it is not folded into the Quality Score. A tool can be excellent and expensive (Workato: Quality 9.0, Affordability 2.0) or mediocre and cheap.
Factors: free tier generosity, paid plan cost, enterprise-only penalties, lifetime deals, self-hosted free options.
How comparisons work
On every comparison page, we compare two products across all five categories (the four quality categories plus affordability). Each category produces a section winner based on whichever product scores higher in that category.
The "Our Pick" badge goes to whichever product wins more categories. If it's a tie, we say "it depends" and explain the tradeoffs — we never force a winner.
Tie → "It depends on your priorities"
This means Our Pick can go to the product with the lower overall Quality Score, if it wins more individual categories. The category-by-category verdict matters more than the aggregate number.
Where the data comes from
Every score is calculated from a structured set of product facts — things like integration count, pricing tiers, whether a visual builder exists, API quality, and company status. These facts are:
- Extracted from official sources — product websites, pricing pages, documentation, and changelogs
- Verified against multiple sources — we cross-reference claims with user reports, GitHub data, and independent reviews
- Stored as structured data — not prose summaries. Each fact is a specific field (e.g.,
integration_count: 1700) that feeds directly into the scoring function - Updated periodically — products change their pricing and features. We re-extract and re-score when significant changes occur
The scoring functions themselves are deterministic code — given the same facts, they always produce the same score. There is no editorial judgment, curve grading, or subjective adjustment in the scoring step.
Our principles
Deterministic over subjective
Same facts → same score. Always. We use scoring functions, not editorial judgment.
Quality and price are separate questions
A $999/mo enterprise tool can be excellent. A free tool can be mediocre. We score both dimensions independently.
Category wins over aggregate scores
Our Pick is based on who wins more head-to-head categories, not who has a higher average. This produces more nuanced recommendations.
No pay-to-play
We may earn affiliate commissions from some links, but this never influences scores, rankings, or recommendations. We frequently recommend tools we don't earn from.
Ties are honest
When two products are genuinely close, we say "it depends" instead of manufacturing a winner. About 15% of our comparisons result in ties.