Editorial Standards | SnugGym

SnugGym's editorial standards for research-backed product analysis. Source hierarchy, evidence modes, AI disclosure, and quality control processes.

SnugGym Editorial Team Published

Editorial Standards

Research Methodology

SnugGym evaluates fitness equipment through Research-Backed Editorial Analysis. This means our assessments are based on published specifications, manufacturer documentation, and aggregated user feedback — not hands-on testing we have not conducted.

Our methodology follows a structured evidence pipeline:

  1. Specification Collection: We gather published specifications from manufacturer websites, product manuals, and retailer data sheets. Every specification is verified against at least two independent sources.
  2. Evidence Registration: All sources are logged in an internal Evidence Register with source tier, date accessed, claims supported, and confidence level.
  3. Comparative Analysis: Products are compared on standardized criteria using specification data. We calculate derived metrics (cost-per-pound, decibel estimates, space ratios) from raw data.
  4. User Feedback Integration: We analyze patterns in aggregated user reviews (minimum 50 reviews for pattern claims). Individual reviews are never cited as evidence — only recurring themes across verified purchasers.
  5. Editorial Review: Human editors verify all claims, check calculations, confirm source mappings, and approve content for publication.

Source Hierarchy

All evidence used in SnugGym content is classified into four tiers:

Tier Source Type Examples Citation Weight
Tier 1 Manufacturer specs, official documentation Product manuals, manufacturer websites, ASTM/ISO standards Highest
Tier 2 Independent testing, certified labs Consumer Reports, peer-reviewed studies, certified acoustic testing High
Tier 3 Aggregated user feedback Amazon verified reviews (50+ for patterns), retailer Q&A, established forums Medium
Tier 4 General blogs, unverified sources Personal blogs, Reddit individual comments, social media Low / Context only

Rules:

  • Tier 1 sources are always preferred for specifications
  • Tier 2 sources override Tier 1 when conflict exists on performance claims
  • Tier 3 data must be aggregated and presented as user-reported, not fact
  • Tier 4 sources are never used to support factual claims

Evidence Mode: Research-Backed

SnugGym operates in Research-Backed Editorial Analysis mode. We are transparent about what we have and have not done:

We do:

  • Analyze published specifications across multiple sources
  • Compare products using standardized criteria and scoring rubrics
  • Aggregate and analyze patterns in verified user reviews
  • Calculate derived metrics (cost-per-feature, noise estimates, space ratios)
  • Apply consistent evaluation frameworks across all products

We do not:

  • Claim to have hands-on tested products we have not physically evaluated
  • Publish measurements we did not take
  • Claim ownership or extended use of products
  • Fabricate testing conditions or results
  • Use stock photos to imply hands-on photography

AI-Assisted Disclosure

SnugGym uses AI-assisted research and drafting tools as part of our editorial workflow. All content is reviewed, verified, and edited by human editors before publication. Factual claims are sourced and verified against manufacturer documentation and independent evidence.

AI tool role: Research assistant for specification extraction, comparison table generation, and initial drafting.

Human editor role: Source verification, fact-checking, tone compliance, analytical judgment, and publication approval.

Quality control: AI-generated content is checked for hallucinated specifications, fabricated citations, tone violations, numerical accuracy, and comparison accuracy before publication.

Independence Statement

Affiliate relationships do not influence editorial content:

  • Products are selected for analysis based on user relevance, search demand, and category importance
  • No "sponsored" product placements — all analyzed products earn their place through merit
  • Negative findings are reported honestly; no product gets a pass because it has high affiliate potential
  • Revenue is a byproduct of useful content, not its purpose

SnugGym earns commissions through the Amazon Associates program. As an Amazon Associate, we earn from qualifying purchases. This comes at no extra cost to you.

Prohibited Content Patterns

The following are never permitted in SnugGym content:

  • Exaggerated superlatives: "revolutionary," "game-changing," "incredible," "must-have"
  • Filler introductions: "In today's fast-paced world..." / "With the rise of home fitness..."
  • False urgency: "Don't miss out," "Limited time," "Act now"
  • Anthropomorphism: "This treadmill wants to..."
  • Unsubstantiated absolutes: "the best," "the quietest" without qualification
  • Fake testing claims: "we tested," "our hands-on review," "after using this for..."

Content Quality Dimensions

Every page is scored on a 5-point scale across these dimensions:

Dimension 5 (Excellent) 1 (Unacceptable)
Evidence quality All claims sourced, Tier 1-2 preferred Unsourced claims
Information gain Contains unique analysis not found on competitors Pure summary of other sources
User task clarity Single clear task, fully answered No clear task, or task not answered
Tone compliance Zero violations, calm evidence-led voice Multiple prohibited patterns
Technical accuracy All specs verified, all calculations correct Factual errors
Disclosure compliance FTC + methodology disclosures present Missing disclosures

Minimum passing score: 4.0 average across all dimensions.

Update Cycle

Content freshness is maintained through scheduled reviews:

Content Type Review Frequency Trigger Events
Roundups Every 60 days New releases, price changes, stock availability
Reviews, Comparisons Every 90 days Model updates, spec changes, new competitors
Hubs, Guides Every 120 days Market shifts, new category entrants
Tools Every 180-365 days Technique improvements, new research

Last updated: 2026-06-18

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