Research Method

We map a system through five lenses: problem, mechanism, implementation, software category and product decision. Pages are separated when the user objective is meaningfully different; related keyword variants are consolidated.

Evidence hierarchy

1. Official vendor documentation for pricing, plans and current features.
2. Direct product and support documentation for implementation details.
3. SERP and audience evidence for intent discovery.
4. Editorial analysis for fit, tradeoffs and operating-model recommendations.

What we do not fabricate

We do not invent firsthand usage, testimonials, conversion rates, customer counts, product capabilities or pricing.