EDITORIAL STANDARD · METHODOLOGY
Nolina Editorial and Research Methodology
Nolina separates observed facts, vendor claims, estimates, inference, and unavailable data so a reader can see what supports each conclusion and when it was last checked.
THE SHORT VERSION
Key takeaways
- Primary and vendor-authored sources document current product facts; they are not independent performance proof.
- Semrush volumes and traffic are estimates and remain separate from first-party Search Console data.
- Unavailable product data is labeled not reportable rather than published as zero.
Nolina publishes content about its own product, competitors, and outbound operating practices. That creates an obvious incentive to overstate certainty. This methodology defines how claims are sourced, labeled, reviewed, and corrected.
Source order
- 01
Primary source
Official policy, regulation, documentation, source material, or direct product behavior.
- 02
Vendor-authored source
Used to document what a competitor says the product does, not independent proof that it performs well.
- 03
Independent research
Used when method, sample, date, and limitations can be inspected.
- 04
Estimate or inference
Used only with an explicit label and without being written as observed fact.
Evidence labels
| Label | Meaning |
|---|---|
| Verified | Checked against a current source on the visible date. |
| Vendor claim | The vendor states the capability; performance is not independently established. |
| Estimate | Third-party modeled data such as keyword volume or organic traffic. |
| Inference | A conclusion drawn from cited facts and identified as such. |
| Unverified | A relevant claim that could not be confirmed. |
| Not reportable | A defined metric without a qualifying cohort or safe denominator. |
Author, reviewer, and real dates
Nolina Research is the authoring desk. Alexander, Co-Founder at Nolina, reviews product and positioning claims. Each article shows its publication date, reviewer, and last-verified date. A date changes only after the sources and material product claims are rechecked.
Competitor comparisons record the review date and cite official pages. Products change; old citations do not prove current behavior.
Corrections and original data
Material errors are corrected in place and the verification date is updated. Original-data reports publish definitions, denominators, exclusions, privacy thresholds, and version changes. Missing data is never converted to zero.
Search topics are initially prioritized with Semrush estimates. Google recommends Search Console as the source of truth for search performance and Analytics for on-site behavior; Nolina follows that separation once first-party properties are connected.
COMMON QUESTIONS
Frequently asked questions
Who writes and reviews Nolina content?
Nolina Research prepares the material. Alexander, Co-Founder at Nolina, reviews product claims, positioning boundaries, and the visible last-verified date.
How are competitor claims verified?
Comparisons use official product pages and vendor documentation to describe positioning and available capabilities. Undocumented controls are labeled unverified rather than assumed absent.
How is keyword data used?
Semrush estimates inform topic priority and search intent. Once available, Search Console impressions and clicks become the source of truth for Nolina’s actual search performance.
How can a correction be requested?
Use the Nolina contact page and include the page URL, claim, and supporting source. Material corrections update the visible verification date.
SOURCE NOTES
Sources and further reading
- Using Search Console and Google Analytics Data for SEOGoogle Search Central ↗
- Semrush API OverviewSemrush ↗
- Artificial Intelligence Risk Management FrameworkNIST ↗
Vendor-authored sources are used to document definitions, workflows, or platform policies—not as independent proof of product performance.
TURN THE FRAMEWORK INTO A SEARCH