Our research process

  1. Define the buyer and task. We specify the company size, location, constraints, and workflow the comparison is meant to support.
  2. Build a relevant shortlist. We identify products that serve that use case using vendor sites, product documentation, and market research. Inclusion is not a claim that every available product was examined.
  3. Verify decision-critical facts. We check current availability, published pricing, billing period, entry-plan limitations, integrations, and support information against primary vendor sources where possible.
  4. Test a defined workflow when access is available. A hands-on test must name the plan or environment used and the task completed. A vendor demo is identified as a demo, not an independent test.
  5. Compare trade-offs for the stated use case. We explain why a strength or limitation matters to that buyer instead of treating a long feature list as analysis.
  6. Review and publish limitations. We check sources and links, state what was not verified, and invite documented corrections.

Evidence labels used on Clearpick

LabelWhat it meansWhat it does not mean
Tested by Clearpick We accessed the product and completed the scenario described in the guide. It does not imply a production deployment or long-term use unless stated.
Verified in official documentation The claim was checked against a primary vendor page or document on the stated date. It does not mean we reproduced the feature inside the product.
Reported by the vendor The vendor states the claim, but Clearpick could not independently reproduce it. It is not an independent performance or reliability finding.
Not verified The information needs confirmation or the relevant access was unavailable. It should not be used as the sole basis for a purchase decision.

Criteria and scoring

Clearpick does not apply one fixed scorecard to every software category. An ERP decision and an appointment-scheduling decision have different risks. Each substantially reviewed comparison should publish the criteria that matter to its stated use case.

Use-case fit

Whether the product can complete the buyer's essential workflows and serve the intended team size.

Core capabilities

The required features, important limitations, integrations, export options, and geographic availability.

Usability

Setup steps, clarity of the workflow, administration effort, and training requirements when observed.

Realistic cost

Plan price, billing commitment, user or usage charges, required add-ons, and implementation costs when known.

Support and documentation

Published support channels, help resources, service terms, and limitations visible to the evaluated plan.

Risk and portability

Data export, access controls, contractual constraints, and compliance documentation relevant to the use case.

If a page publishes numerical scores, it must also publish its criteria, weights, and supporting evidence. Without that table, readers should treat ordering as an editorial shortlist rather than a laboratory-style ranking.

Pricing checks

A useful price record includes the currency, billing period, minimum seats or usage, required commitment, relevant add-ons, and verification date. Public list prices can change without notice and may vary by country. “Contact sales” is reported as such; we do not estimate a private quote unless a reliable, dated source is identified.

Updates and corrections

Software changes too quickly for an undated claim of permanent accuracy. We display a review date only after a substantive check of the page's important claims. We do not change dates merely to make an article look fresh, and we do not promise a review interval we cannot consistently meet.

To report an error, email contact@clearpick.io with the page URL, the disputed claim, and a primary source if available. A confirmed factual correction may change a recommendation when the corrected fact affects the stated decision criteria.

Editorial independence and AI use

Vendors cannot pay to improve a position or remove a documented limitation. Any future affiliate relationship will be disclosed on affected pages. Clearpick may use AI-assisted tools for research organization, outlining, or language editing, but those tools are not sources and do not replace factual verification or editorial responsibility.

Read more about the editorial team, our transparency policy, and our funding model.