Core principles
Brightfield Research operates on a default of independence. That default means: in the absence of a disclosed relationship, readers may assume that no material commercial relationship exists between Brightfield Research and the subjects, sources, reviewers, or sponsors relevant to a published output. Independence is the baseline. Any departure from it is disclosed.
The principle of independence default does more than require disclosure of relationships. It requires that Brightfield Research design its operating model to minimize the number of commercial relationships that require disclosure. A publication that discloses extensive commercial relationships has not solved the problem of commercial influence; it has made that influence visible. Brightfield Research aims to minimize the influence, not merely to disclose it.
This means Brightfield Research does not pursue advertising-based revenue models, does not offer branded content or sponsored placement packages, and does not enter commercial arrangements with organizations whose subject matter falls within active research coverage areas. Where commercial arrangements are entered in categories adjacent to or outside active coverage, they are disclosed in the publication's general commercial relationships disclosure, which is updated at least quarterly.
Readers who believe a disclosure has been omitted are encouraged to contact the editorial desk at [email protected]. A submission identifying a potential undisclosed relationship will be reviewed within 14 calendar days and the outcome communicated to the submitter.
Commercial relationships
Pay-to-rank is prohibited
No organization can pay Brightfield Research for any of the following: a favorable research conclusion; a higher position in a comparative or ranked output; inclusion in a research output that would not include them based on the editorial criteria; omission from a research output that would include them based on the editorial criteria; or a more positive characterization of their evidence quality than the evidence supports.
This prohibition is absolute. It does not have exceptions for preferred commercial partners, long-term advertising relationships, sponsorship arrangements, or any other commercial arrangement. If a payment or commercial arrangement is contingent on a specific editorial outcome, it is refused. If a payment or commercial arrangement is discovered after the fact to have been intended to influence an editorial outcome, it is returned and the relationship is terminated.
What constitutes a material relationship
A material relationship for disclosure purposes is any financial or commercial relationship between Brightfield Research and an organization that: could reasonably create an appearance of editorial conflict; provides or has provided financial benefit to Brightfield Research; involves Brightfield Research providing services to or receiving services from the organization in exchange for consideration; or involves an equity, ownership, or revenue-sharing arrangement.
Material relationships include advertising purchases, content syndication arrangements, affiliate commission structures, data licensing agreements, consulting engagements, and research partnerships. They include past relationships where the financial benefit was received within the 24-month period prior to a research output being published about or including the organization in question.
Material relationships do not include: a subject submitting evidence through the standard evidence submission process; a subject responding to a fact-check inquiry from the editorial team; a subject subscribing to publicly available Brightfield Research publications on the same terms as any other reader; or a subject providing public information about their products or services in response to public research inquiries.
Submitted evidence
Brightfield Research accepts evidence submissions from any party, including organizations that are subjects of published or forthcoming research. Evidence submissions are reviewed by the editorial team and assessed for quality, relevance, and verifiability using the same framework applied to all other evidence in the research process.
How submission is used
Submitted evidence is used in the same way as evidence collected through the editorial team's own research process. It is assessed for source class, interpretive weight, and verifiability. It is incorporated into the research output where it meets the evidentiary standards. It is excluded where it does not. It is noted as a source gap where it was expected but not received.
Submitting evidence does not entitle the submitting party to review a draft of the research output before publication. It does not entitle the submitting party to approve or modify the conclusions reached from the evidence. It does not create any obligation on the part of the editorial team to reach a conclusion favorable to the submitting party. Evidence submission is an evidence input, not an editorial negotiation.
Source disclosed in source notes
Where submitted evidence is used in a published output, the source notes for that output identify that the evidence was submitted directly by the organization or party in question. This disclosure is consistent with Brightfield Research's general principle that the provenance of evidence affects its interpretive weight. Readers are entitled to know that a piece of evidence originated with the subject of the research rather than with an independent source.
Identifying submitted evidence as such does not mean it is treated as less reliable than independently gathered evidence in all cases. A subject's own documentation is often the most authoritative source for facts about that subject's history, structure, and operational characteristics. What it means is that the interpretive weight applied is appropriate to the source type, and that readers can evaluate the evidence with that provenance in mind.
Submission does not guarantee conclusions
An organization that submits evidence to Brightfield Research has no grounds to expect that the submission will result in favorable conclusions, inclusion in a research output, or any specific editorial outcome. Evidence is assessed on its merits. Where submitted evidence supports a conclusion favorable to the submitting party, that conclusion is reached because the evidence supports it, not because it was submitted. Where submitted evidence does not support a favorable conclusion, the conclusion is not adjusted to accommodate the submission.
Reviewer conflicts
Brightfield Research maintains a roster of independent reviewers who contribute subject-matter expertise to the assessment of research outputs in specific categories. Reviewers are not editorial staff. They contribute expertise, not editorial authority. Their assessments are advisory to the editorial team, which retains final authority over all published conclusions.
Full disclosure required before engagement
Before a reviewer is engaged on any specific research initiative, full disclosure of all potential conflicts is required. Conflicts that must be disclosed include: any current or recent employment relationship with a subject of the research (within the 36-month period prior to engagement); any financial interest in a subject of the research, including equity holdings, consulting fees, and advisory arrangements; any personal relationship with officers or principals of a subject of the research that a reasonable person would characterize as more than professional; any published work or publicly expressed opinion about a subject of the research that could reasonably indicate a pre-existing positive or negative disposition; and any commercial relationship between the reviewer and Brightfield Research beyond the standard reviewer compensation arrangement.
Disclosure is required before engagement begins, not after. A reviewer who discloses a conflict after reviewing research materials has created a more difficult editorial situation than one who discloses before engagement. Brightfield Research does not engage reviewers where the conflict disclosure reveals a relationship that would compromise the independence of the review, regardless of the reviewer's stated ability to manage the conflict.
Published on profile pages
Where conflicts are disclosed and the reviewer is engaged despite those conflicts (because the conflict is judged not to compromise independence), the disclosed conflicts are published on the reviewer's profile page. Readers reviewing research outputs can examine the reviewer's profile to assess whether disclosed relationships affect their confidence in the review. Conflicts are not hidden from profile pages to protect the reviewer's commercial relationships or reputation.
Sponsored research
Brightfield Research may, in some circumstances, accept sponsorship for research initiatives. This section describes the conditions under which sponsored research is possible and the requirements that apply when it occurs.
Sponsored research is research where an external organization has provided financial support for the research initiative, either through a direct payment or through the provision of data, access, or other resources with material value. Sponsorship does not include standard evidence submission, standard reviewer compensation, or the provision of publicly available information.
Where sponsored research is published, the sponsorship is disclosed prominently on the published output. The disclosure appears at the top of the output, before the research findings, in a format that makes the sponsorship relationship unmistakably clear to any reader. The disclosure states the sponsor's name, the nature of the sponsorship, and an explicit statement that the sponsor did not control the research conclusions.
Sponsor cannot control conclusions
A sponsor of Brightfield Research has no authority over the research conclusions of the initiative they have sponsored. Sponsorship is an arrangement for funding research, not for purchasing research conclusions. A sponsor who enters an agreement with Brightfield Research for a sponsored research initiative is entering an agreement to fund independent research that will be conducted according to Brightfield's published methodology and editorial standards. The conclusions of that research are determined by the evidence. They are not negotiated with the sponsor.
Where a sponsor attempts to influence research conclusions, the editorial team documents the attempt, declines the influence, and, at its discretion, discloses the attempt in the published output or terminates the sponsorship arrangement. Where a sponsorship arrangement is terminated before publication, Brightfield Research may publish the research it has already conducted without the sponsor's support, or may decline to publish if the research was insufficiently complete to meet publication standards.
Disclosure format
Disclosures appear in a consistent location and format across all Brightfield Research publications. The format is designed to make disclosures findable, readable, and unambiguous. A disclosure buried in a footnote, in small type, or in a location that requires the reader to actively search for it does not meet Brightfield Research's disclosure requirements.
Commercial disclosures appear in the commercial disclosure section of every published output, immediately following the source notes section. Where a commercial relationship is material to a specific claim in the body of the text, an inline disclosure appears at the point of the claim, in addition to the general disclosure section at the end of the output.
Reviewer conflict disclosures appear on the reviewer's profile page and are linked from the research output where the reviewer's contribution is noted. The inline reference to the reviewer's contribution includes the link to the profile where conflicts are disclosed.
Sponsored research disclosures appear at the top of the sponsored output, before the research findings, in a visually distinct format that cannot be missed by a reader who encounters the page from any entry point, including search engine results pages that land users directly in the body of the research.
Current disclosure status
The following represents the current commercial disclosure status of Brightfield Research as of June 2026. This status is updated quarterly. Readers who believe this statement is inaccurate are encouraged to contact the editorial team.