Sources & Methodology
How ExpertNetworks.net gathers, weighs, labels, and updates information across provider profiles, pricing pages, and industry news.
Public-source research. Clear labeling. Corrections over ego.
What this page covers
This page explains how information is collected, how different source types are weighed, how claims are labeled, and how corrections are handled. The goal is not to imply perfect certainty. The goal is to make public information more usable, more comparable, and more honest about its limits.
How we gather and weigh information
ExpertNetworks.net compiles information from publicly available materials, including company websites, product pages, regulatory filings, press releases, industry reports, and independent news coverage. Not all public sources carry the same evidentiary weight.
Primary sources
Company websites, official product pages, regulatory filings, public records.
Independent reporting
Reputable journalism, trade reporting, public interviews, analyst coverage.
Company-originated
Press releases, investor updates, marketing materials, sponsored content.
Editorial synthesis
Comparative analysis and clearly labeled inferences drawn from public evidence.
In general, official disclosures, current product materials, and independently reported facts are weighted more heavily than promotional content or unattributed summaries.
What we track
Profiles aim to capture the fields buyers actually compare: structure, pricing, compliance, service model, content access, and operating focus.
How claims are labeled
Every factual claim in a network profile is assigned one of four labels. This system matches the site's verification framework.
Verified
Directly supported by primary public sources or multiple credible sources.
E.g., founding year from incorporation records, headquarters from regulatory filings.
Positioned
Company-originated claim or marketing framing, presented as such.
E.g., expert count from company website, service descriptions from product pages.
Inferred
Editorial conclusion drawn from available public evidence.
E.g., pricing model estimated from job postings, geographic scope from office locations.
Estimated
Approximate figure used when definitions vary or precise disclosure is unavailable.
E.g., employee count from LinkedIn, expert network market size from analyst reports.
Labels are assigned per field, not per profile. A single network may have its founding year marked as verified, its expert count as positioned, and its pricing model as inferred — because each data point has a different evidence basis.
Expert counts, employee counts, and other approximate figures
Scale metrics are often the least standardized fields in the category. Expert counts are frequently self-reported and may refer to registered, available, active, or vetted experts. Employee counts may vary across company disclosures, LinkedIn-derived estimates, and third-party databases.
Common issues
- Different definitions of "expert" across providers
- Self-reporting without standardized methodology
- Stale or infrequently updated figures
- Conflicting estimates across third-party databases
How we handle them
- Use the most commonly cited current figure
- Note approximation and source where possible
- Prefer primary sources over aggregated estimates
- Avoid false precision — directional is better than wrong
Where exact comparability is not possible, figures are treated as directional unless otherwise noted.
News curation and source disclosure
News items are curated from independent journalism, trade reporting, industry analysis, and selected company-originated announcements. When a news item originates from a press release wire service or another company-distributed channel, it is labeled clearly as company-originated rather than treated as equivalent to independent reporting.
What we exclude
We generally avoid promotional material presented as if it were neutral reporting. Company announcements may still be included when they contain material facts — such as funding rounds, acquisitions, product launches, or major leadership changes — but their origin is disclosed clearly.
Inclusion criteria
To be listed, a company should generally:
We do not charge for inclusion and do not accept payment for favorable profiles.
Corrections and revisions
How factual errors are handled.
If you identify a factual error, contact us with supporting public evidence. Corrections are reviewed against publicly available documentation, not against marketing preference. Material inaccuracies are revised clearly, with an updated timestamp. Accuracy matters more than speed.
Limitations
This directory is a curated and expanding subset of the market, not a complete census. Coverage depth varies by provider, and some fields are easier to verify than others. Where data is partial, approximate, or inconsistent across sources, the aim is to label that uncertainty rather than hide it.
Last updated: March 2026
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