# Fitness & Wellness Content Referee — Safety, Evidence & SEO Automate referee checks for fitness and wellness content: surface safety flags, evidence gaps, tone mismatches, and SEO issues so editorial teams publish accurate, audience-appropriate pieces faster and hand off clear review summaries to medical or legal reviewers. ## Highlights - Safety flags for contraindications and risky progressions - Inline citation assistant that suggests source types and wording - Tone presets for beginner, performance, and rehab audiences - Exportable, explainable review summary for SME handoff ## Key metrics - Review types: Safety • Evidence • Tone • SEO — Checks focused on exercise safety, nutrition claims, audience tone, and readability - Export: Review summary — Compact, explainable checklist for medical or legal reviewers - Citation assistant: Type + phrasing — Suggests authoritative source types and short parenthetical citations ## What the referee checks The referee applies rule-driven checks tailored to fitness and wellness content. It identifies safety risks, evaluates evidence level for claims, normalizes tone for the target audience, and makes SEO-aware readability suggestions. Each flag includes a short rationale and recommended remediation or next steps. - Safety flags: contraindications, risky progressions, missing warm-up/cool-down, intensity warnings - Evidence gaps: unsupported claims, overstated outcomes, missing citation types - Tone normalization: rewrite options for beginner, general wellness, performance, or rehab audiences - SEO and structure: heading hierarchy, step sequencing, measurable outcomes, and meta suggestion ## Actionable remediation & handoff Flags come with concrete remediation: rewrite snippets, add safety caveats, suggest qualified reviewer steps, and propose inline citations. Use the exportable review summary to route content to medical or legal reviewers with a prioritized checklist of items requiring human verification. - Inline suggested rewrite for unsafe or ambiguous instructions - Suggested source types (e.g., PubMed review, CDC guidance, registered dietitian statement) - Prioritized checklist for SME verification (claims needing evidence, contraindications, dosage-like recommendations) ## Prompt templates editors can reuse Editors and writers can reuse these prompt patterns to run targeted referee checks or to generate publish-ready edits quickly. ### Fact-check & evidence summary Prompt: "Review the following claim: '[claim text]'. Identify whether it's supported by peer-reviewed evidence, suggest two authoritative source types to cite, and summarize the evidence level (strong/moderate/limited)." - Best for single-claim verification before publication - Returns suggested source types and a short evidence-level summary ### Safety flagger for workouts Prompt: "Analyze this workout: [workout steps]. Flag any exercises or progressions that may be unsafe for beginners or those with [condition], and add safety cues and modification options." - Marks exercises needing progressions or substitution - Provides safety cues and beginner modifications ### Citation generator Prompt: "For the following passage [excerpt], propose three specific inline citations (type + short justification) and a short parenthetical citation sentence for editors to review." - Suggests citation types (e.g., systematic review, clinical guideline) - Gives a one-line parenthetical citation editors can paste ## Source ecosystem & evidence policy The referee recommends authoritative source types and points editors toward primary evidence. It does not replace clinical judgment or SME review; instead it prioritizes items that need verification and suggests where to look. - Peer-reviewed literature and PubMed abstracts for efficacy claims - Clinical and public-health guidance for population-level recommendations - Registered dietitian and physiotherapist guidance for nutrition and rehab - Product labels and manufacturer guidance for equipment or supplement instructions - Community sources (influencer posts, forums) only for claim context — recommended for verification, not citation ## SEO & readability for workouts and how-to guides The referee suggests an SEO-friendly outline, heading structure, and meta description while checking step sequencing and measurable outcomes—so content ranks and stays safe. - H1/H2 suggestions and keyword-aware 155-character meta description - Checklist for step order, clear measurable results, duration/sets/reps formatting - Readability edits to keep instructions concise and scannable ## Workflow 1. 1. Configure rules & tone presets Choose safety rules, audience tone presets (beginner, performance, rehab), and evidence thresholds you require for publication. 2. 2. Run referee on drafts Apply referee checks to articles, workouts, or nutrition pieces. Review flagged items and suggested rewrites inline. 3. 3. Apply quick remediations Use suggested rewrites, safety cues, and citation prompts to fix low-risk items immediately. 4. 4. Export prioritized review summary Generate the compact checklist for clinical or legal reviewers listing claims needing verification, contraindications, and recommended reference queries. 5. 5. SME review & sign-off Assign medical/legal reviewers the exportable checklist. Track approvals and final edits before publishing. ## FAQ ### How does the referee handle medical or diagnosis-level claims — does it replace a clinician review? No. The referee flags diagnosis-level or therapeutic claims and prioritizes them for SME review. It summarizes why an item needs clinical verification and suggests specific reference types to consult, but a qualified clinician or legal reviewer should perform final sign-off. ### What kinds of safety flags will be raised for exercise and nutrition content? Safety flags include contraindicated movements or progressions, missing intensity warnings, ambiguous dosing-like nutrition language, lack of warm-up/cool-down, and items that could harm specific populations (e.g., pregnant users, people with cardiovascular conditions). Each flag includes remediation or safer alternative wording. ### Can I configure tone presets for different audiences (beginners, athletes, clinical patients)? Yes. Tone-normalization presets tailor phrasing and caution level for beginner, general wellness, athletic performance, or clinical rehab audiences so content matches the intended reader and risk profile. ### How should editorial teams use the exportable review summary when handing content to medical/legal reviewers? Use the export as a prioritized checklist: it lists flagged items, the reason for each flag, suggested source types, and recommended next steps. That lets reviewers focus on high-risk claims and approve or request edits without re-reading the entire article. ### What does the tool suggest when a claim cannot be supported by primary evidence? The referee proposes compliant alternative phrasing (e.g., 'may support' vs. 'will improve'), suggests types of evidence to seek, and marks the claim for SME verification or removal depending on risk level. ### Does the referee help create inline citations or just point editors to source types? It proposes specific inline citation types and concise parenthetical citation sentences for editors to review — for example, recommending a systematic review or a clinical guideline and suggesting a short justification to place in-text. ### How do I use the referee to optimize workout plans for SEO and readability at the same time? Run an SEO-ready restructure prompt to produce H1/H2 suggestions, target keywords, and a 155-character meta description, then apply the safety and sequencing checks to ensure the workout steps remain correct and scannable. ### Can it detect influencer-style exaggeration or unsupported product endorsements? Yes. The referee scans for hyperbole and unverifiable endorsements and offers evidence-balanced alternatives or disclosure language to reduce legal and credibility risk. ### What steps should a publisher take after the referee flags contraindications or high-risk instructions? Prioritize the flagged items in the exportable review summary, apply suggested edits or alternatives, and route the content to a qualified SME for final sign-off before publishing. If immediate publication is necessary, include clear disclaimers and user-safety notes. ### Is there a recommended workflow for combining automatic referee checks with a final SME sign-off? Yes. Typical workflow: (1) run referee checks during draft review, (2) apply quick remediation suggestions, (3) export the prioritized checklist, (4) assign to clinical/legal reviewer for sign-off, (5) publish with documented reviewer approval. ## Related pages - [Pricing](/pricing) — See plan options for referee checks and editorial workflows. - [Compare plans](/comparison) — Compare capabilities and limits for teams and publishers. - [Industry overview](/industries) — Explore other industry-specific referee tools and templates. - [About Texta](/about) — Learn how our approach supports editorial and compliance workflows. - [Blog — best practices](/blog) — Read guides on evidence-based writing and safety-first editing workflows. ## Get the referee into your editorial workflow Start applying safety, evidence, tone, and SEO checks to your fitness and wellness content. Export clear review summaries for SME sign-off and reduce time-to-publish. - [See pricing](/pricing) - [Compare plans](/comparison)