Accuracy and assumptions
The simulator and illustrative examples output directional numbers from the inputs you provide. We label assumptions (for example contribution vs. revenue LTV, attribution windows, margin definitions) so you can line them up with your own finance view—not replace it.
Sources and citations
Where we cite benchmarks or third-party stats, we name the source and timeframe when it helps you verify or cite in turn. Methodology for a specific guide or tool may link to deeper references from the same page.
Updates
Tools and hubs evolve as we consolidate flows (for example the Ecommerce Simulator). When a standalone URL is retired, we use permanent redirects to the replacement so bookmarks and external links keep working.
Independence and affiliates
Editorial picks on the site are chosen for usefulness. Where we use affiliate or sponsored links, we disclose it on the page. See also our terms of use and privacy policy.
AI-assisted content
Some copy may be drafted or refined with AI; we edit for clarity, factual consistency with our methodology, and usefulness for operators. Interactive tools and numeric logic are implemented in code and reviewed like any other product change.
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