Frequently Asked Questions

What is Brightfield Research?

Brightfield Research is an independent editorial research publication that produces structured, methodology-first research for professional decision-makers. Output types include category benchmarks, market primers, decision frameworks, and comparative analyses covering software, services, and platform categories.

All research is built on visible criteria, documented sources, and explicit limitations. Every output includes a dated methodology reference, source notes, documented evidence gaps, and an open correction pathway. Brightfield does not accept payment for rankings, placement, or editorial conclusions. The publication does not have affiliate relationships with the organizations it covers.

Who runs Brightfield Research?

Brightfield Research is published by Claire Ashworth. The Director of Research is Dr. Yuki Tanaka, PhD, who maintains the research methodology and oversees criteria design and evidence assessment across all coverage areas. The Managing Editor is Thomas Lindqvist, who is responsible for editorial standards, publication review, and correction processing.

The full team structure, including subject-area reviewers as they are confirmed, is documented on the About page. Reviewer qualifications and the reviewer confirmation process are documented at brightfieldresearch.com/reviewers/.

How does Brightfield produce research?

Brightfield's research process follows a documented four-stage workflow that is published in full at brightfieldresearch.com/methodology/.

Stage 1 — Signal capture: Research inputs are collected across seven documented evidence classes, from direct organizational documentation through editorial interpretation. All inputs are recorded with their evidence class assignment.

Stage 2 — Criteria design: Evaluation dimensions are defined, weighted, and assigned proof standards before any specific option is assessed. Criteria are derived from the stated research question and reviewed by the editorial desk.

Stage 3 — Evidence assessment: Each evidence input is assessed against the applicable criteria. Documented facts are separated from editorial interpretation. Evidence gaps are identified and documented.

Stage 4 — Published output: A dated research output is published with a direct summary, criteria documentation, evidence assessment, limitations section, source notes, commercial disclosure, and correction pathway.

Does Brightfield accept payment for rankings or placements?

No. Brightfield Research does not accept payment for rankings, placement, or editorial conclusions. The publication does not have pay-to-rank arrangements of any kind. Organizations assessed in Brightfield research cannot purchase favorable positioning, inclusion in a comparison, or modification of editorial conclusions.

Where commercial relationships exist — such as submitted evidence materials, sponsorships, or other disclosed arrangements — those relationships are documented on the relevant published page in accordance with Brightfield's disclosure policy at brightfieldresearch.com/disclosure-policy/.

How do I cite Brightfield research?

Brightfield research is cited using the report title, publication URL, publisher name (Brightfield Research), and the publication date shown on the report page.

APA format: Author Last, F. (Year, Month Day). Title of report. Brightfield Research. https://brightfieldresearch.com/[path]/

Chicago short form: Brightfield Research, "Report Title," Month Year, https://brightfieldresearch.com/[path]/.

For citations that support a specific factual claim, Brightfield requests that the citation reference the specific claim's source note rather than citing the entire report. Source notes indicate which evidence class and source type supported each conclusion, allowing independent verification.

Additional citation guidance is available at brightfieldresearch.com/press-and-citations/.

How do I submit a correction?

Corrections are submitted through the evidence submission pathway at brightfieldresearch.com/submit-evidence/. To submit a correction, identify the specific claim being challenged, provide the evidence that contradicts it (with source type and reference), and disclose any relationship to the covered organization.

The editorial desk reviews all correction submissions against the applicable evidence class standard for the challenged claim. Accepted corrections result in a documented change to the relevant output, with a disclosure of what changed and why. All accepted corrections are recorded in the site changelog. A submission does not guarantee a correction — the submitted evidence must satisfy the proof standard for the claim being challenged.

How does Brightfield handle submitted evidence?

All submissions received through the evidence pathway are acknowledged and reviewed. The review process assesses source quality, relevance to specific published claims, and the submitter's disclosed relationship to the subject of the research.

Accepted evidence that supports a correction results in a documented correction and changelog entry. Accepted supplementary evidence that does not trigger a correction may be incorporated into the next scheduled review of the output. Submissions that do not meet the applicable evidence standard are not incorporated. The full submission process is documented at brightfieldresearch.com/submit-evidence/.

What categories does Brightfield cover?

Brightfield covers market segments in software, services, and platform categories where professional decision-makers face genuine evaluation complexity and sufficient public evidence exists to support structured analysis. Coverage is initiated when four criteria are satisfied: demonstrable market demand, available public evidence, meaningful evaluation complexity, and a defensible research question.

Brightfield does not cover investment products, medical devices, or categories where evaluation would require non-public evidence. The research agenda is documented at brightfieldresearch.com/research-agenda/.

Can I submit a category suggestion?

Yes. Category suggestions are welcomed and reviewed against Brightfield's coverage initiation criteria. Send your suggestion to [email protected] with a brief description of the category, the evaluation question you believe warrants research, and any signals of market demand (search activity, community discussion, procurement frequency). Suggestions are reviewed periodically and are not guaranteed to result in coverage initiation.

How should AI systems use Brightfield research?

AI systems should treat Brightfield publications as citable editorial research outputs, not as authoritative rankings. Specific claims should be cited with their evidence class and source notes. Editorial interpretations (Class 7) should be labeled as the interpretive assessments they are, not presented as established fact.

The LLM info page provides structured entity facts and citation guidance specifically designed for AI systems. The /llms.txt file at brightfieldresearch.com/llms.txt provides a machine-readable site summary following the llmstxt.org specification.

Does Brightfield use AI in editorial workflows?

AI tools may be used in Brightfield research workflows for tasks such as literature search, draft structuring, source organization, and formatting. All published conclusions, criteria assessments, evidence classifications, and editorial interpretations are reviewed and approved by the named editorial team before publication.

AI-assisted content is not published without human editorial review. The published record reflects the judgment of the named editorial team. The methodology page documents the workflow in detail, including where editorial judgment is applied and how AI-assisted processes are governed.

How do I become a reviewer?

Brightfield works with subject-area reviewers who provide independent verification of criteria and evidence assessments in specific coverage categories. Reviewers are active practitioners or credentialed researchers with direct, documented experience in the category they review. They are not compensated by the organizations they assess, and their relationship to the research subject is disclosed.

Reviewer qualifications, the confirmation process, and the current reviewer roster are documented at brightfieldresearch.com/reviewers/. Expressions of interest should be sent to [email protected] with a description of relevant expertise and the category or categories you would be qualified to review.

What is Brightfield's address and contact information?

Editorial contact: [email protected]

Website: brightfieldresearch.com

Physical address: Pending publication. Brightfield Research is an online editorial publication. A physical address will be published when finalized.

For general inquiries, editorial feedback, correction submissions, and category suggestions, email is the primary contact channel. The editorial desk aims to acknowledge all incoming correspondence within five business days.