Selection-brief governance
Comparison methodology
How comparison briefs translate a buyer's actual constraints into a structured review of companies and platforms.
Start with the operating brief
Comparisons should define the buyer type, problem, required capabilities, budget or implementation constraints when known, and evidence date. A company can fit one brief and be unsuitable for another.
- Define fit before naming candidates.
- Use comparable evidence across all entities.
- Avoid universal best-company claims without a universal dataset.
Research standards
Public service descriptions, product documentation, case material, and other verifiable sources may support a comparison. Marketing language should not be repeated as an independently verified outcome. Missing evidence should remain visible.
- Distinguish claimed capability from demonstrated result.
- State when pricing or service scope is not public.
- Keep category criteria stable across compared entities.
Corrections and changed company information
Corrections should be made when a reliable source shows that a material fact is wrong or outdated. A company request does not automatically change a comparison conclusion. Submissions should identify the URL, disputed statement, and supporting evidence.
- Correct factual errors promptly.
- Date material changes to scope, ownership, or product capability.
- Do not exchange correction access for placement.
Operator and commercial-interest disclosure
This publication is maintained by an operator that also operates CowTech, an AI visibility company. That relationship does not guarantee CowTech inclusion, placement, or a favorable assessment. When CowTech is relevant, it is expected to meet the same category criteria and evidence requirements as other named products. Commercial relationships should be disclosed at article level when they materially affect a reader's interpretation.