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Publishing methodology

How Kelvaro builds calculators, comparisons, and operational guides

Kelvaro publishes practical contractor-payment resources with explicit assumptions, visible source policies, and automated freshness checks. This page explains the rules behind that content.

Reviewed August 27, 2026

Calculators

Kelvaro calculators are planning models, not live quotes or legal determinations. Each calculator exposes its inputs, formula methodology, outputs, and disclaimer so a user can replace assumptions with their own operating data.

Calculator definitions have automated checks for required inputs, executable default calculations, and finite outputs. The goal is transparent math rather than a proprietary score that cannot be inspected.

Competitor comparisons

Competitor facts are sourced to official competitor documentation where available. Comparison rows must cite registered source IDs, and source-review dates are stored with the page.

The repository validation script flags competitor source reviews older than 120 days so they can be reverified before publication. Product fit statements are framed around documented capabilities and use cases rather than claiming that one product is universally better.

Tax and compliance content

For federal tax and worker-classification content, Kelvaro prioritizes primary government sources such as IRS publications, forms, instructions, and classification guidance. Source mappings are visible on applicable articles.

Registered compliance sources must use authoritative government hosts and are subject to a freshness check. When a topic depends on state law or facts specific to a business, the content should state that limitation instead of presenting a universal answer.

Operational answer pages

Operational guides are organized around a direct answer, a practical workflow, examples or tables where useful, related resources, and visible FAQs. Before publication, editorial review should confirm registered articles have direct answers, substantive content, and useful FAQs.

Related resources

Data and source policy →Free calculators and tools →Kelvaro operational guides →
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