Research Agenda
Market Proof Lab's research agenda documents the four active proof disciplines, the categories currently in the coverage pipeline, the criteria for coverage initiation, and the categories the Lab has determined it will not cover and why. Publishing the research agenda before coverage begins ensures that coverage decisions are transparent and can be assessed independently — researchers and organizations should not encounter Lab coverage of a category without prior notice that it was under consideration.
Four Active Proof Disciplines
The Lab's four proof disciplines address distinct categories of evidence gap. Every validation output published by Market Proof Lab is produced under one of these four disciplines, applying the discipline-specific methodology described below. All four disciplines share the same seven-class proof framework and three-state claim classification system documented in the methodology.
Vendor Proof Analysis
Market Signal Review
Trust Signal Benchmarks
Proof Framework Development
Coverage Initiation Criteria
Market Proof Lab initiates coverage in a category when all of the following criteria are met. These criteria are applied before any category is added to active coverage, and the coverage initiation decision is documented in the changelog.
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01
Verifiable evidence asymmetry exists. Vendor capability claims in the category cannot be independently confirmed through standard public-source research. Categories where vendor claims are already well-documented from independent public sources — where the evidence record is adequate — are deprioritized in favor of categories where the gap is larger.
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02
Sufficient public evidence is available. The category must have enough publicly accessible evidence to support structured analysis. Categories where the available public evidence is too thin to support meaningful proof classification are not initiated, regardless of market size or decision-maker demand.
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03
The category has meaningful decision-maker impact. The evidence asymmetry causes real harm — decision-makers acting on unverifiable vendor claims face material risk. Categories where the stakes of acting on unverified claims are higher are given coverage priority.
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04
The Lab's research capacity is adequate. Coverage is not initiated if the research team cannot apply the proof framework with sufficient rigor to the category. Coverage initiated with inadequate research capacity produces lower-quality validation outputs that undermine the Lab's proof standards.
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05
No undisclosed commercial conflict exists. Coverage is not initiated in a category where an undisclosed commercial relationship between the Lab and a vendor in that category would affect proof classification decisions. The conflict must be resolved before coverage begins, or the potential conflict must be fully disclosed.
Coverage Pipeline
The following categories are under consideration for coverage initiation. Pipeline status means the Lab has assessed that coverage initiation criteria may be met, but has not yet completed the proof framework design required to formally initiate coverage. Pipeline categories may be initiated, deprioritized, or removed based on evidence environment assessment and research capacity.
AI and Machine Learning Tools for Business
High evidence asymmetry: vendor capability claims for AI-powered business tools frequently cannot be independently verified from public sources, and the speed of market development means the evidence record lags significantly behind vendor marketing claims. Coverage initiation pending proof framework design for AI capability claim assessment.
Marketing Technology Platforms
Substantial evidence asymmetry in performance and ROI claim categories. Independent evidence for marketing technology performance claims is typically sparse — most available evidence is vendor-produced or sourced from vendor-commissioned case studies. Coverage initiation pending assessment of available independent evidence sources.
HR Technology and People Operations Software
Significant evidence asymmetry in outcome and compliance claim categories. People operations software vendors make substantial claims about employee outcomes, retention, and compliance that are frequently unverifiable from public sources. Coverage initiation pending evaluation of regulatory records and practitioner community evidence availability.
Cybersecurity Products and Services
Very high evidence asymmetry: security capability claims are among the most difficult to independently verify from public sources, and the stakes of acting on unverified security claims are among the highest. Coverage initiation pending determination of what public evidence sources are adequate for meaningful proof classification in this category.
Categories Not Covered
The following categories have been assessed and determined to be outside current Lab coverage scope. The rationale for exclusion is documented for each category. Exclusion decisions are reviewed annually and can be reversed if the evidence environment or the Lab's research capacity changes.
Consumer Product Reviews
Rationale: consumer product reviews are well-served by existing independent review ecosystems (Class 2 evidence sources are abundant and mature). The marginal value of Lab proof validation is low where adequate independent evidence already exists. Coverage would be initiated only if a specific consumer product category exhibited documented evidence asymmetry not addressed by existing review ecosystems.
Categories Where Public Evidence Is Structurally Insufficient
Rationale: some categories — particularly in early-stage markets, classified sectors, or markets where standard practices are confidential — have insufficient publicly accessible evidence to support meaningful proof classification. The Lab does not initiate coverage in these categories because the output quality would be too low to be useful. We document this as an exclusion rather than simply not covering the category, so that the absence of coverage is interpretable.
Individual Professional Assessments
Rationale: Market Proof Lab does not assess individual professionals' credentials, competence, or reputation. The Lab's proof framework is designed for organizational and product-level claims, not individual-level assessments. Individual assessments require privacy analysis and ethical frameworks outside the Lab's current research scope.
The research agenda is updated when coverage is initiated, categories are added to the pipeline, or pipeline categories are removed. All agenda changes are documented in the changelog. To suggest a category for coverage consideration, or to flag evidence asymmetry in a specific market, contact [email protected]. Category suggestions are assessed against the coverage initiation criteria described above.