Editorial Policy

Every guide, tool explainer and topic hub on this site is written and edited by a named human, not generated in bulk. The editorial voice is Pritam Brar, founder of jaggaro — the independent studio, Jaggaro, that builds and operates SnapToolz. His background is in building the very tools these articles describe: file-format internals, WebAssembly, and applied cryptography. You can read his full profile and credentials on the author page, and every long-form guide carries a visible byline and a last-updated date.

We write from primary sources, not from other blogs. When an article makes a technical claim, it is checked against the specification or authority that actually defines the thing — the relevant RFC for a format or protocol (e.g. RFC 7519 for JWTs, RFC 8259 for JSON), NIST and OWASP for security guidance, the W3C and WHATWG for web platform behaviour, and recognised public-health and consumer-finance authorities for health and money topics.

• Where a specific standard, figure or regulation matters, we link the primary source directly so you can verify it yourself.
• We do not invent statistics. If we can't source a number, we don't publish it as fact.
• Claims about how our own tools behave are written against the actual implementation, not marketing copy.

Before a guide ships, its claims are tested against real files and real specifications, and its trade-offs are stated honestly. We name competing tools and approaches fairly — local-first processing genuinely beats the cloud on privacy and latency, but the cloud still wins for jobs measured in terabytes or for models measured in billions of parameters, and we say so. We would rather lose a click than overstate a benefit.

Some of our tools touch decisions that affect health, finances or legal standing — a BMI figure, a loan EMI estimate, a document you're about to sign. For these we do two things. First, the tool and its companion guide are explicit about limits: a BMI value is a population screening proxy, not a diagnosis; a loan estimate is for planning, not a lending quote. Second, these results carry a plain-language disclaimer that they are not professional advice and that you should consult a qualified clinician, financial professional or lawyer for decisions that matter.

SnapToolz uses AI inside a few tools (background removal, image upscaling, voice transcription). Those outputs are probabilistic, so they carry an explicit "AI output may be wrong — review it" notice. Our written content is a different matter: it is human-authored and human-edited. We do not publish auto-generated filler articles to pad the site.

When we get something wrong, we fix it and update the page's last-reviewed date rather than quietly deleting it. Spotted an error? Email hellojaggaro@gmail.com and we'll correct it.

SnapToolz is free to use and supported by advertising. Advertisers never influence editorial content: we don't accept payment for coverage, our tool recommendations are based on fit rather than commercial relationships, and the guides cross-link to whichever tool actually solves the reader's problem — including the honest advice to use a different tool, or no tool, when that's the right call. How we test and verify the claims behind those recommendations is documented in our methodology.