Editorial Standards
The Rules Every Page on RevXForge Has to Follow
RevXForge’s editorial standards require evidence before assertion, primary sources over secondary summaries where practical, explicit metric definitions, visible dates, transparent corrections, identified authorship and disclosed commercial relationships — applied consistently across research, benchmarks, reports and educational content alike.
Evidence Before Assertion
No claim gets published on RevXForge because it sounds right or matches conventional wisdom. Every factual claim traces back to a defined source — a dataset, a survey, a research partner or a properly attributed third-party study. Where evidence doesn’t exist to support a claim we’d otherwise want to make, the claim doesn’t get made; a gap in a page is preferable to a confident-sounding statement with nothing behind it.
Primary Sources Before Secondary Summaries
Where practical, RevXForge cites and links the original source of a finding rather than a summary of that source written by a third party. A secondary summary can introduce its own errors or misrepresent a nuance in the original data, so going to the primary source directly — and linking to it — reduces that risk and lets a reader verify the claim themselves.
Every Metric Gets Defined
“Conversion rate” measured from MQL to close and “conversion rate” measured from SQL to close are different statistics that happen to share a name. Every page that uses a specific metric defines exactly what it means by that metric — the numerator, the denominator and the stage boundaries — rather than assuming a shared understanding that often doesn’t actually exist across readers or even across other publications.
Visible Dates and Update History
Every research page, benchmark and report displays when it was published and when it was last updated. Where a figure changes meaningfully between updates, the change is logged rather than silently overwritten, so a reader who cited an earlier version can understand what changed.
Corrections Policy
Material errors are corrected as soon as they’re identified, whether flagged internally or reported through the Contact page. A correction is noted on the page itself — what changed, and when — rather than quietly edited away as though the error never existed. Minor corrections, such as a typo or a broken link with no effect on the substance of a finding, are fixed without a formal correction note, since flagging every typo would make substantive corrections harder to notice among the noise.
Authorship and Review
Research, benchmark and report pages identify the relevant author or reviewer where practical, consistent with a normal editorial standard for content making factual, sourced claims. This isn’t universal across every short educational page, but it applies wherever a claim carries enough weight that a reader would reasonably want to know who stands behind it.
Disclosure of Commercial Relationships
Where a commercial relationship — a data-sharing partnership, a research-partner arrangement, or any other connection — could plausibly affect how a reader should interpret a piece of content, that relationship is disclosed directly on the relevant page. This is treated as a baseline requirement, not an optional nicety, and it applies even where the relationship wouldn’t obviously bias the finding, because a reader should be able to make that judgment for themselves with the full information.
Our AI Use Policy
AI assistance is used as part of RevXForge’s content production process, including drafting support for research, benchmark and educational pages. That assistance never replaces human fact-checking, source verification or final editorial review — every factual claim published on the site has been checked by a human against its underlying source before publication, regardless of how the initial draft was produced. Where AI-generated illustrative or derived figures appear (as opposed to sourced data), they’re labeled as such consistent with the evidence hierarchy described on Methodology.
What Happens When Standards Aren’t Met
If a page is found to fall short of these standards — an unsourced claim slipped through, a metric definition was missing, a commercial relationship wasn’t disclosed — it’s corrected under the same corrections policy described above, and the underlying process is reviewed to understand how the gap occurred, not just to patch the individual page.
Why These Standards Exist at All
RevXForge’s usefulness depends entirely on whether a reader can trust a figure enough to act on it — hire against it, price against it, forecast against it. Standards that exist only as a page nobody reads don’t accomplish that; they have to actually shape what gets published, every time, including on pages that will never get much traffic and where cutting a corner would go mostly unnoticed. That consistency is the actual point of publishing this page at all.
Common Questions
What are RevXForge’s editorial standards?
They require evidence before assertion, primary sources where practical, explicit metric definitions, visible publish and update dates, transparent corrections, identified authorship where relevant, and disclosure of commercial relationships that could affect interpretation.
How does RevXForge handle errors once they’re published?
Material errors are corrected as soon as identified, with a note on the page indicating what changed and when, rather than being silently edited. Minor issues like typos are fixed without a formal correction note.
Does RevXForge use AI to write its content?
AI assistance is used in drafting some content, but it never replaces human fact-checking, source verification or final editorial review. Every published factual claim is checked by a human against its source regardless of how the draft was produced.
Does RevXForge disclose commercial relationships in its content?
Yes. Any commercial relationship that could plausibly affect how a reader should interpret a page — such as a data-sharing partnership — is disclosed directly on that page.
Who is responsible for fact-checking RevXForge’s research?
Research, benchmark and report pages identify the relevant author or reviewer where practical, and every factual claim goes through human verification against its underlying source before publication.
For the specific process behind how a figure is sourced, segmented and verified before publication, see Methodology. For the external sources referenced across the site, see Sources. To flag an error directly, use the corrections channel on Contact.