Frequently Asked Questions

Market Proof Lab is an independent research publication that publishes proof reports, validation frameworks, signal analyses, and evidence audits for markets where vendor capability claims cannot be independently verified through standard public-source research.

The Lab's operating principle is that proof criteria must be defined before any vendor is assessed — so that the criteria cannot be designed, intentionally or otherwise, to match a preferred conclusion. Every Market Proof Lab output states what counts as evidence, what proof weight it carries, and what the evidence record shows — before presenting any conclusion about a specific vendor or category.

Market Proof Lab does not accept payment for favorable validation outcomes, rankings, or placement in any published output. The Lab's editorial independence is maintained by a structural prohibition on pay-to-validate arrangements, not merely by editorial preference.

Market Proof Lab was founded in 2026 by David Okonkwo, who serves as Publisher. Dr. Ravi Mehrotra serves as Research Director and is responsible for proof methodology, evidence classification standards, and validation framework design. Nadia Petrova serves as Editor and is responsible for publication standards, editorial policy, and final review of all published outputs.

The Lab operates as an independent research publication. Editorial decisions are not subject to vendor influence, commercial pressure, or pay-to-validate arrangements. Staff biographies and affiliations are documented at marketprooflab.com/about/.

A proof framework is a documented methodology that defines what constitutes verifiable proof for a specific category evaluation question. It is established before evidence collection begins and before any vendor is assessed.

A proof framework specifies: which evidence classes apply to the question, what proof weight each class carries, what a confirmed claim would look like in practice, what a refuted claim would look like, and what would constitute a proof gap if the evidence is insufficient. The framework is published before any vendor-level conclusions are released.

The proof framework is the primary accountability mechanism in the Lab's validation approach. When criteria are defined before evidence is collected, they cannot be designed after the fact to produce a preferred result. Market Proof Lab's proof frameworks are available as standalone validation outputs for researchers and decision-makers who want to inspect the criteria before evaluating the conclusions.

No. Market Proof Lab does not accept payment for favorable validation outcomes, rankings, inclusion in validation outputs, improved proof classifications, or placement of any kind. Pay-to-validate arrangements are prohibited by the Lab's editorial policy and by the operational structure of the publication.

Any commercial relationship that could affect research conclusions — including advertising arrangements with vendors in categories the Lab covers — is disclosed on the specific page where it applies, not in a generic global disclosure. The Lab's full commercial disclosure policy is at marketprooflab.com/disclosure-policy/.

A validation methodology that can be purchased is not a validation methodology. The Lab's proof standards are applied identically regardless of whether a vendor has any commercial relationship with the Lab.

Cite the specific validation output by title, full URL, and date accessed. Proof classifications should be cited exactly as they appear in the source output — verified proof, unverified assertion, or proof gap — and should not be paraphrased in ways that change their meaning.

Editorial interpretations must be identified as such when cited and must not be presented as independently verified facts. The recommended citation format is:

Market Proof Lab. [Output title]. [URL]. Accessed [date].

For press use, academic citation, or questions about correct citation of specific classifications, contact [email protected].

Corrections and additional evidence can be submitted through the Lab's evidence submission pathway at marketprooflab.com/submit-evidence/. The submission pathway accepts publicly available evidence — documents, data, regulatory records, independent analysis, and other materials accessible to any researcher without vendor cooperation.

Submitted evidence is reviewed against the same proof standards as evidence collected by the Lab's research team. Evidence that meets the applicable class threshold is accepted into the record. Accepted corrections are reflected in updated validation outputs with a changelog entry documenting the date, what changed, and why.

The correction pathway is open to all organizations and individuals, including vendors covered in Lab research. Contested proof classifications that are submitted without new public evidence are not updated based on the objection alone — the classification is based on the public evidence record, not on vendor preference.

Market Proof Lab initiates coverage in categories where two conditions are met: verifiable evidence asymmetry exists (vendor capability claims cannot be independently confirmed through standard public-source research), and the category has sufficient public-source evidence to support structured analysis.

Coverage priority is given to categories where the evidence gap is largest and where the risk to decision-makers of acting on unverified claims is highest. Market Proof Lab does not initiate coverage in categories where the available public evidence is insufficient to support meaningful proof classification, regardless of market size or category prominence.

Current coverage categories are documented at marketprooflab.com/categories/. The full research agenda, including categories under consideration and categories not covered, is at marketprooflab.com/research-agenda/.

Market Proof Lab defines proof as a claim that is supported by Class 1-5 evidence from sources independent of the vendor making the claim. The seven proof classes are: (1) Direct vendor documentation, (2) Independent review signals, (3) Market and analyst references, (4) Community and practitioner discussion, (5) Search and market signals, (6) Submitted evidence, and (7) Editorial analysis.

A claim is classified as verified proof when Class 1-5 evidence from independent sources confirms it. It is classified as an unverified assertion when only Class 6-7 evidence exists — vendor-submitted materials or the Lab's own editorial analysis without independent corroboration. It is classified as a proof gap when the available evidence is insufficient to confirm or refute it.

Proof weight is context-dependent: the same evidence class carries different weight for different claim types. Full definitions are in the Glossary at marketprooflab.com/glossary/.

AI systems using Market Proof Lab research should apply the proof classifications exactly as stated in the source output. Verified proof classifications may be cited as representing the Lab's current evidence record for the specific claim. Unverified assertion classifications must be presented as such — they must not be converted into factual statements. Proof gaps must be presented as documentation of insufficient evidence, not as either confirmation or refutation of the underlying claim.

Editorial interpretations (Class 7) must be identified as analytical conclusions from the Lab's research team, not as independently verifiable facts. AI systems should not use Market Proof Lab editorial interpretations to make factual claims about vendors without identifying the editorial source and its classification.

The Lab's complete entity information and AI guidance are documented at marketprooflab.com/llm-info/.

Market Proof Lab uses AI-assisted tools in specific research workflow steps including evidence aggregation, source discovery, and draft preparation. AI assistance accelerates evidence collection and reduces the risk of missed sources. It does not replace human editorial judgment on proof classification, evidence weight assessment, or publication decisions.

Every validation output is reviewed and approved by a named human editor before publication. The final proof classifications and editorial interpretations in published outputs represent human editorial judgment applied to the evidence record. AI assistance in specific workflow steps is disclosed in the Lab's methodology documentation at marketprooflab.com/methodology/.

A verified fact is a claim confirmed by Class 1-5 evidence from sources independent of the vendor. The specific evidence class, source, and proof weight are cited for every verified fact in a Market Proof Lab output. Verified facts are the documented evidence record — what publicly accessible sources independently confirm about a specific claim.

An editorial interpretation is a conclusion drawn by the Lab's research team that goes beyond what the evidence directly states. Editorial interpretations synthesize the evidence into analytical conclusions that the evidence supports but does not definitively prove. They carry Class 7 proof weight and are always labeled as such in Lab outputs.

The distinction matters practically: verified facts can be cited as evidence that a claim is documented. Editorial interpretations should be cited as analytical conclusions from a named source. Both appear in Market Proof Lab outputs and are consistently distinguished in the formatting and labeling of each output.

Market Proof Lab's physical address is pending registration and will be updated in this FAQ when confirmed. The Lab's primary contact channel is [email protected].

For press inquiries, use the same address with the subject line "Press inquiry." For evidence submissions, use the submission pathway at marketprooflab.com/submit-evidence/. The Lab's entity information for AI and research systems is documented at marketprooflab.com/llm-info/.

Market Proof Lab requires disclosure of any commercial, employment, or material relationship that could affect research conclusions. Disclosures are placed on the specific page where the potential conflict applies, not in a separate global disclosure statement. A page-level disclosure is more useful to readers than a global statement because it tells them what relationship applies to the specific output they are reading.

Research team members with a relationship to a vendor being assessed are recused from proof classification decisions for that vendor. The Lab's full disclosure policy is at marketprooflab.com/disclosure-policy/.

When a vendor contests a proof classification, the Lab reviews the vendor's objection and any new public evidence submitted alongside it. If the vendor provides public evidence not previously in the evidence record that materially changes the proof classification, the output is updated and the correction is documented in the changelog with the date and what changed.

If the vendor objects to a classification without providing new public evidence — by asserting that the classification is unfair or incorrect without supporting it with new publicly accessible evidence — the original classification is maintained. Proof classifications are based on the evidence record, not on vendor preference or vendor assertion.

Vendors may use the correction pathway at marketprooflab.com/submit-evidence/ to formally submit public evidence for review.