Methodology

How We Test & Verify Our Calculators & Tools

The process behind every formula and tool on NexLove.org — what we check, how, and what to do if something looks wrong.

Formula verification against independent sources

Every calculator on NexLove is built from a documented, standard formula, not an internally invented approximation. Before a calculator ships, its formula is checked against at least one independent, authoritative reference — for a financial calculator, that means the standard amortization or compound-interest formula used across textbooks and financial institutions; for a unit converter, the official conversion constant; for a health calculator like BMI, the formula published by major health organizations. We don't design our own variant formulas and present them as the standard one.

Worked examples, checked by hand

Before publishing a calculator, we run at least one worked example through the formula manually (or with an independent calculation tool, not the code being tested) and confirm the calculator's output matches. For content that cites specific numbers — a blog article explaining how an EMI or compound-interest calculation works, for example — those worked examples are verified the same way before publishing, not estimated or rounded from memory.

Client-side execution, tested in a real browser

Because nearly every tool on NexLove runs entirely in your browser rather than on a server, testing happens against the actual browser APIs being used — the Canvas API for image tools, the File API for file handling, WebAssembly for heavier processing — not just a server-side simulation of what a browser might do. A tool that works in our test environment is checked against real files of varying sizes and formats before it's considered done, not just a single happy-path example.

What we explicitly don't do

Known limitations we're upfront about

Some tools have genuine, inherent limitations we disclose rather than paper over. Our Background Remover uses color-based removal, which works well on solid backgrounds but isn't a substitute for AI-based subject detection on busy or complex scenes — this is explained directly on the tool's page and in its accompanying guide, not left for someone to discover by trial and error. Similarly, our PDF to Word converter is explicit that complex multi-column layouts may need manual cleanup after conversion, rather than implying a guaranteed pixel-perfect result.

Corrections

If you find an error in a calculator's formula, a factual mistake in a guide, or a tool that produces an incorrect result, we want to know. Corrections are made directly to the live page — not quietly, and not left unfixed once verified. Report an issue through our bug report form, and if it's confirmed, we'll fix it and note the correction where relevant.