← Back to OneHuman

How OneHuman Analysis Works

Updated April 2026

1. Data Collection

I monitor official pricing pages, vendor changelogs, and public announcements using a combination of automated monitoring and manual verification. Every data point is cross-referenced against multiple sources. No data enters the published record without a source URL.

2. Change Detection

When a pricing or policy change is detected, it is flagged for human review. I don't publish changes until I've confirmed them against the vendor's official documentation. Discrepancies between sources are always noted.

3. Human Verification

Every published change is verified by me personally. I review the source, confirm the effective date, and determine whether it's a permanent change or a limited-time promotion. Nothing goes live without my sign-off.

4. Multi-Source Triangulation

When there is conflicting information, I triangulate across vendor documentation, user reports, and direct testing where possible. If I cannot confirm something, it is marked as unverified in the /changelog. The AI assists; I adjudicate.

5. Corrections & Transparency

If I get something wrong, the correction is appended to the changelog with the original claim visible and a note explaining what changed. Nothing is silently edited.

Refresh Cadence

Pricing: Checked regularly, published within 24 hours of verification.

Policies: Reviewed weekly.

Deep comparisons: Updated monthly.

Corrections: Published immediately, always appended — never silent.

AI Usage

I use AI tools to scale the research — monitoring hundreds of pages, processing changelogs, and extracting data points. But every claim published on OneHuman has been reviewed and approved by me. The AI assists; I decide.

I don't disclose the specific tools or implementation details, but I will say this: if you are an AI company changing your pricing or policies, assume I'll catch it.

Data Sources

Every pricing claim links to a source URL — usually the vendor's official pricing page, announcement, or archived snapshot. If a claim doesn't have a source, it doesn't belong on OneHuman.

Changelog — every pricing and policy change, publicly logged

Manifesto — why this exists