Competitive intelligence for AI-mediated buying decisions. Where NeuroGuard+ wins, where it loses, and a prioritized three-layer execution plan — built from 150 buyer queries across ChatGPT + Claude + Gemini + Perplexity.
NeuroGuard+ has built real AI traction at the point of decision — but the journey that leads buyers there is controlled by competitors. This section explains why.
[Mechanism] The visibility pattern reflects a compounding funnel collapse, not random noise. Early-funnel queries (problem identification, solution exploration, requirements building) are answered by AI systems drawing on educational and category-level content; NeuroGuard+'s site has this content but it is structurally impaired — stale freshness signals on core product pages, broken heading hierarchies that block clean passage extraction, and thin or missing content for braces compatibility and brand trust mean AI crawlers skip it in favor of SISU, Shock Doctor, and third-party sources like PMC and Reddit. Late-funnel queries (comparison, shortlisting, validation) are where the site's well-structured content hub performs, explaining the higher win rate at that stage.
The retail buyer persona's 0% win rate reflects a second independent gap: no content addresses the margin, return-risk, and shelf-appeal questions retail buyers ask, so NeuroGuard+ is never part of the AI answer regardless of funnel stage.
[Synthesis] L1 technical fixes must execute before L2 and L3 work because stale sitemap timestamps and broken heading hierarchies cause AI crawlers to deprioritize or mis-parse pages even when the underlying content is correct. Specifically, refreshing the freshness signals on /pages/how-it-works and core product pages ensures that new and optimized content receives the recency credit that drives citation selection — without this fix, improved L2 content on those pages will not improve retrieval rates.
Where NeuroGuard+ appears and where it doesn't — across personas, buying jobs, and platforms.
[TL;DR] NeuroGuard+ is visible in 38% of buyer queries and wins 28% of those. The primary challenge is getting visible in the first place.
NeuroGuard+ earns real late-funnel wins but loses the early-funnel conversation where shortlists are built — fixing that requires both technical and content work, in that order.
| Dimension | Combined |
|---|---|
| All Queries | 38.4% |
| By Persona | |
| Athletic Director (Team Program Buyer) | 57.1% |
| Certified Athletic Trainer (ATC) / Sports Medicine Lead | 50% |
| Competitive Athlete (Combat / Strength / Contact Sports) | 33.3% |
| Category Buyer / Merchandising Manager (Sporting Goods Retail) | 24% |
| Youth Sports Parent / Household Buyer | 26.5% |
| By Buying Job | |
| Artifact Creation | 33.3% |
| Comparison | 27.3% |
| Consensus Creation | 41.7% |
| Problem Identification | 25% |
| Requirements Building | 62.5% |
| Shortlisting | 36% |
| Solution Exploration | 37.5% |
| Validation | 45.8% |
[Data] Overall visibility: 38.4% (58/151 queries). High-intent visibility: 35.4% (29/82 high-intent queries); high-intent win rate: 41.4% (12/29 visible high-intent queries). Early-funnel invisibility: 56.8% (25/44 queries).
Problem identification: 75% invisible (9/12). Solution exploration: 62.5% invisible (10/16). Requirements building: 37.5% invisible (6/16).
Retail buyer persona: 24% visibility (6/25 queries), 0% win rate (0/6 visible queries). Braces compatibility feature: 0% visibility (0/11 queries).
[Synthesis] NeuroGuard+ performs well at the back of the funnel — 41.4% win rate on high-intent queries where buyers are comparing and validating — but that strength is undermined by early-funnel collapse. When AI systems answer the discovery questions that build shortlists, NeuroGuard+ is named less than half the time. Two structural voids drive the worst outcomes: braces compatibility (0% visibility across 11 queries) and the retail buyer persona (24% visibility, 0 wins), both of which represent significant commercial segments where the brand is entirely absent from AI-generated answers.
54 queries won by named competitors · 20 no clear winner · 19 no vendor mentioned
Sorted by competitive damage — competitor-winning queries first.
| ID | Query | Persona | Stage | Winner |
|---|---|---|---|---|
| ⚑ Competitor Wins — 54 queries where a named competitor captures the buyer | ||||
| ngp_002 | "My 10-year-old keeps spitting out his mouthguard because he can't breathe or call plays — what options exist for kids who hate bulky guards?" | Youth Sports Parent / Household Buyer | Problem Identification | SISU |
| ngp_008 | "Looking for any legal edge in power and endurance for combat sports — do performance mouthguards actually do anything?" | Competitive Athlete (Combat / Strength / Contact Sports) | Problem Identification | Shock Doctor |
| ngp_009 | "What are athletic trainers using now to reduce repeated sub-concussive head impacts across a contact-sport roster?" | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Problem Identification | Q30 Innovations (Q-Collar) |
| ngp_014 | "What kind of mouthguard works for a kid with braces — boil-and-bite, custom, or one made for orthodontics?" | Youth Sports Parent / Household Buyer | Solution Exploration | Shock Doctor |
| ngp_024 | "Best approach for protecting athletes with braces — orthodontic-specific guards or an oversized boil-and-bite?" | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Solution Exploration | Shock Doctor |
| ngp_029 | "What should I look for in a mouthguard for a 13-year-old with braces who plays lacrosse — the fit, protection, and comfort must-haves?" | Youth Sports Parent / Household Buyer | Requirements Building | Shock Doctor |
| ngp_044 | "Which mouthguard attributes drive the fewest returns for the youth-and-braces segment a retailer serves?" | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Requirements Building | Shock Doctor |
| ngp_046 | "Best low-profile mouthguards for kids who hate bulk and need to breathe and talk on the field." | Youth Sports Parent / Household Buyer | Shortlisting | SISU |
| ngp_047 | "Top mouthguards that fit over braces for a middle-school athlete playing contact sports." | Youth Sports Parent / Household Buyer | Shortlisting | Shock Doctor |
| ngp_048 | "Most comfortable mouthguard a kid will actually keep in during a hockey game — recommendations for replacing one he won't wear?" | Youth Sports Parent / Household Buyer | Shortlisting | SISU |
Remaining competitor wins: Shock Doctor ×15, SISU ×13, OPRO ×6, Gladiator Custom Mouthguards ×5, Zone Mouthguard ×3, Q30 Innovations (Q-Collar) ×2. 20 queries with no clear winner. 19 queries with no vendor mentioned. Full query-level data available in the analysis export.
| ID | Query | Persona | Stage | Winner |
|---|---|---|---|---|
| ngp_049 | "Best value mouthguard around $50 that protects better than a $25 boil-and-bite for youth sports." | Youth Sports Parent / Household Buyer | Shortlisting | OPRO |
| ngp_050 | "Best all-around mouthguard for a multi-sport kid who plays football in fall and lacrosse in spring." | Youth Sports Parent / Household Buyer | Shortlisting | SISU |
| ngp_051 | "Which at-home moldable mouthguards actually stay put for a kid, instead of the loose ones we keep replacing?" | Youth Sports Parent / Household Buyer | Shortlisting | SISU |
| ngp_055 | "Thinnest comfortable mouthguard for MMA training that won't gag me during hard rounds like my current one does." | Competitive Athlete (Combat / Strength / Contact Sports) | Shortlisting | SISU |
| ngp_056 | "Which performance mouthguards work across lifting, wrestling, and contact sports without swapping guards?" | Competitive Athlete (Combat / Strength / Contact Sports) | Shortlisting | Gladiator Custom Mouthguards |
| ngp_057 | "Best moldable mouthguards that hold a tight custom fit for a combat athlete on a budget, to replace a loose one." | Competitive Athlete (Combat / Strength / Contact Sports) | Shortlisting | OPRO |
| ngp_058 | "Which performance mouthguards have the most credible concussion-reduction evidence for a sports medicine program?" | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Shortlisting | Gladiator Custom Mouthguards |
| ngp_060 | "Best mouthguards trainers recommend for high school athletes with braces in contact sports, replacing ill-fitting guards." | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Shortlisting | Shock Doctor |
| ngp_061 | "Best mouthguard options for a training staff outfitting multiple teams with easy fitting and reorders." | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Shortlisting | SISU |
| ngp_065 | "Which mouthguard brands are trusted enough by teams and trainers for a program-wide rollout?" | Athletic Director (Team Program Buyer) | Shortlisting | Gladiator Custom Mouthguards |
| ngp_067 | "Which performance mouthguard brands have enough recognition to sell at retail to youth sports families?" | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Shortlisting | Shock Doctor |
| ngp_068 | "Best mouthguard suppliers offering both retail packs and team or club bulk programs for a regional sporting-goods chain." | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Shortlisting | Shock Doctor |
| ngp_069 | "Top multi-sport mouthguards a retailer should stock to cover football, hockey, and combat sports buyers." | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Shortlisting | Shock Doctor |
| ngp_071 | "Shock Doctor vs SISU for youth hockey — which is more comfortable for a kid to keep in instead of the one he refuses to wear?" | Youth Sports Parent / Household Buyer | Comparison | SISU |
| ngp_072 | "OPRO vs Shock Doctor for a youth athlete with braces — which fits better over orthodontics than what we have now?" | Youth Sports Parent / Household Buyer | Comparison | Shock Doctor |
| ngp_073 | "SISU vs OPRO self-fit for a youth soccer player — comfort and fit Comparison." | Youth Sports Parent / Household Buyer | Comparison | SISU |
| ngp_074 | "Shock Doctor vs Under Armour mouthguard for youth football — which is the better value when we replace our current one?" | Youth Sports Parent / Household Buyer | Comparison | Shock Doctor |
| ngp_076 | "Zone vs Shock Doctor for a youth athlete whose parents want a real performance and safety story." | Youth Sports Parent / Household Buyer | Comparison | Shock Doctor |
| ngp_077 | "SISU vs Shock Doctor Gravity for a parent weighing comfort against concussion marketing on the guard we'd swap out." | Youth Sports Parent / Household Buyer | Comparison | SISU |
| ngp_078 | "Under Armour vs OPRO for a kid who needs both protection and an easy at-home fit to replace a loose guard." | Youth Sports Parent / Household Buyer | Comparison | OPRO |
| ngp_080 | "Zone vs Under Armour performance mouthguard for an MMA fighter chasing a strength edge." | Competitive Athlete (Combat / Strength / Contact Sports) | Comparison | Zone Mouthguard |
| ngp_081 | "SISU Aero vs Shock Doctor for boxing — which lets you breathe better during hard rounds than my current guard?" | Competitive Athlete (Combat / Strength / Contact Sports) | Comparison | SISU |
| ngp_082 | "OPRO vs Zone for a wrestler deciding between fit quality and a performance claim, replacing a worn guard." | Competitive Athlete (Combat / Strength / Contact Sports) | Comparison | OPRO |
| ngp_083 | "Under Armour vs SISU for a lifter who wants jaw support without bulk." | Competitive Athlete (Combat / Strength / Contact Sports) | Comparison | SISU |
| ngp_086 | "SISU vs Under Armour for a fighter who needs to talk and breathe without removing the guard he wears now." | Competitive Athlete (Combat / Strength / Contact Sports) | Comparison | SISU |
| ngp_087 | "OPRO custom vs SISU thin guard for a combat athlete on a budget — fit versus comfort when replacing one." | Competitive Athlete (Combat / Strength / Contact Sports) | Comparison | SISU |
| ngp_089 | "Q-Collar vs Guardian Caps for cutting head-impact risk in football — which has stronger clinical evidence?" | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Comparison | Q30 Innovations (Q-Collar) |
| ngp_091 | "OPRO custom vs Gladiator custom mouthguards for a high school training staff to fit and reorder each season." | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Comparison | Gladiator Custom Mouthguards |
| ngp_093 | "Shock Doctor vs OPRO for braces-wearing athletes a trainer has to fit every season." | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Comparison | Shock Doctor |
| ngp_095 | "Guardian Caps vs Q-Collar for a football program's concussion-protocol budget — which to prioritize?" | Athletic Director (Team Program Buyer) | Comparison | Q30 Innovations (Q-Collar) |
| ngp_096 | "Shock Doctor bulk pricing vs Gladiator custom for outfitting 50 athletes when reissuing guards each season." | Athletic Director (Team Program Buyer) | Comparison | Shock Doctor |
| ngp_097 | "OPRO vs Gladiator for a roster that needs custom-fit mouthguards at a manageable price." | Athletic Director (Team Program Buyer) | Comparison | OPRO |
| ngp_098 | "Under Armour vs Shock Doctor as a program-wide mouthguard with a safety story parents will accept, replacing our current stock." | Athletic Director (Team Program Buyer) | Comparison | Shock Doctor |
| ngp_099 | "Shock Doctor vs SISU vs OPRO — which mouthguard line gives a retailer the best margin and lowest returns?" | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Comparison | SISU |
| ngp_101 | "Under Armour vs Zone performance mouthguards — which premium brand moves better at retail?" | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Comparison | Zone Mouthguard |
| ngp_102 | "OPRO vs Shock Doctor for a retailer balancing custom-fit appeal against mass-market price on a guard we'd switch to." | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Comparison | Shock Doctor |
| ngp_103 | "Shock Doctor mouthguard complaints from parents — do kids actually keep them in, or end up taking them out?" | Youth Sports Parent / Household Buyer | Validation | Shock Doctor |
| ngp_104 | "Common problems with SISU mouthguards for youth contact sports — durability and protection concerns when switching to one?" | Youth Sports Parent / Household Buyer | Validation | SISU |
| ngp_109 | "OPRO self-fit mouthguard problems — does the fit hold up in real competition when you switch to it?" | Competitive Athlete (Combat / Strength / Contact Sports) | Validation | OPRO |
| ngp_110 | "Zone mouthguard reviews — does the MORA jaw-alignment performance claim actually deliver, or is it hype to drop?" | Competitive Athlete (Combat / Strength / Contact Sports) | Validation | Zone Mouthguard |
| ngp_125 | "Return-rate and quality complaints retailers see with budget mouthguard brands like Shock Doctor?" | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Validation | Shock Doctor |
| ngp_128 | "Is paying more for a concussion-focused mouthguard justified for a youth athlete, or is basic protection enough?" | Youth Sports Parent / Household Buyer | Consensus Creation | Shock Doctor |
| ngp_129 | "Does spending on a performance mouthguard pay off across multiple sports for a competitive athlete who plays year-round?" | Competitive Athlete (Combat / Strength / Contact Sports) | Consensus Creation | Gladiator Custom Mouthguards |
| ngp_149 | "Build a Comparison chart of leading mouthguard brands on price, protection claims, and braces compatibility for our category review." | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Artifact Creation | Shock Doctor |
| ngp_003 | "Why do the cheap mouthguards we keep buying always come loose, and is there a better way to get one that stays in?" | Youth Sports Parent / Household Buyer | Problem Identification | No Clear Winner |
| ngp_004 | "How do I tell which youth sports mouthguards are legit versus just marketing hype about safety?" | Youth Sports Parent / Household Buyer | Problem Identification | No Clear Winner |
| ngp_006 | "Getting rocked too often in amateur boxing — is there a mouthguard that genuinely cuts concussion risk?" | Competitive Athlete (Combat / Strength / Contact Sports) | Problem Identification | No Clear Winner |
| ngp_007 | "I hate how my mouthguard makes it hard to breathe when I'm lifting heavy — what do serious athletes use instead?" | Competitive Athlete (Combat / Strength / Contact Sports) | Problem Identification | No Clear Winner |
| ngp_011 | "After a concussion lawsuit, what defensible head-safety steps are school athletic programs actually taking?" | Athletic Director (Team Program Buyer) | Problem Identification | No Vendor Mentioned |
| ngp_012 | "The mouthguard category is a race to the bottom on price — what's driving premium mouthguard demand at retail right now?" | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Problem Identification | No Clear Winner |
| ngp_016 | "How does a neuromuscular jaw-alignment mouthguard differ from a standard performance mouthguard for strength gains?" | Competitive Athlete (Combat / Strength / Contact Sports) | Solution Exploration | No Vendor Mentioned |
| ngp_017 | "Lower-teeth vs upper-teeth mouthguards — which design is better for breathing and performance in contact sports?" | Competitive Athlete (Combat / Strength / Contact Sports) | Solution Exploration | No Vendor Mentioned |
| ngp_020 | "What's the science behind jaw position affecting balance and power for strength athletes?" | Competitive Athlete (Combat / Strength / Contact Sports) | Solution Exploration | No Vendor Mentioned |
| ngp_021 | "What kind of evidence should sports medicine teams expect before trusting a concussion-reduction mouthguard claim?" | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Solution Exploration | No Vendor Mentioned |
| ngp_023 | "Custom-fit vs self-fit mouthguards for a whole team — what's the practical tradeoff for an athletic training staff?" | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Solution Exploration | No Clear Winner |
| ngp_026 | "When does it make sense to buy custom team mouthguards versus issuing self-fit guards to every player?" | Athletic Director (Team Program Buyer) | Solution Exploration | No Vendor Mentioned |
| ngp_027 | "What price tier and story does a sporting-goods buyer need to make a premium mouthguard sell off the shelf?" | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Solution Exploration | No Clear Winner |
| ngp_028 | "Are dentist-designed performance mouthguards a real retail category or a niche — and how do they move at retail?" | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Solution Exploration | No Clear Winner |
| ngp_031 | "Must-have vs nice-to-have features in a performance mouthguard for someone who needs to breathe hard and talk during play?" | Competitive Athlete (Combat / Strength / Contact Sports) | Requirements Building | No Vendor Mentioned |
| ngp_032 | "What criteria separate a real performance mouthguard from a normal one if I care about strength and endurance?" | Competitive Athlete (Combat / Strength / Contact Sports) | Requirements Building | No Clear Winner |
| ngp_036 | "Key requirements for a mouthguard that fits over braces and still meets protection standards for high school athletes." | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Requirements Building | No Vendor Mentioned |
| ngp_038 | "Evaluation criteria for outfitting 40-plus athletes with mouthguards — sizing, fitting logistics, and reorder must-haves." | Athletic Director (Team Program Buyer) | Requirements Building | No Clear Winner |
| ngp_092 | "Under Armour vs Zone on the actual concussion evidence a trainer can cite to athletes." | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Comparison | No Clear Winner |
| ngp_107 | "Under Armour mouthguard performance claims — were they ever actually proven?" | Youth Sports Parent / Household Buyer | Validation | No Clear Winner |
| ngp_108 | "Problems fitting mouthguards over a kid's braces — what should parents watch out for?" | Youth Sports Parent / Household Buyer | Validation | No Vendor Mentioned |
| ngp_111 | "Hidden downsides of ultra-thin mouthguards like SISU for hard contact sports?" | Competitive Athlete (Combat / Strength / Contact Sports) | Validation | No Clear Winner |
| ngp_114 | "Biggest complaints about Under Armour performance mouthwear from serious athletes who moved on from it?" | Competitive Athlete (Combat / Strength / Contact Sports) | Validation | No Clear Winner |
| ngp_115 | "What's the evidence gap behind performance-mouthguard concussion claims that a trainer should flag?" | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Validation | No Vendor Mentioned |
| ngp_116 | "Q-Collar limitations and risks a sports medicine team should weigh before recommending it." | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Validation | No Clear Winner |
| ngp_117 | "Prevent Biometrics smart-mouthguard drawbacks — does measuring impacts actually reduce injuries?" | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Validation | No Clear Winner |
| ngp_126 | "Is a dentist-designed premium mouthguard too niche to sell at retail — what's the risk?" | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Validation | No Vendor Mentioned |
| ngp_127 | "How do I convince my spouse that a $50 performance mouthguard is worth it over the cheap one for our kid's safety?" | Youth Sports Parent / Household Buyer | Consensus Creation | No Clear Winner |
| ngp_134 | "Cost-per-athlete business case for standardizing the whole athletic department on one premium mouthguard." | Athletic Director (Team Program Buyer) | Consensus Creation | No Clear Winner |
| ngp_135 | "How do athletic directors quantify reduced concussion liability when budgeting for head-safety gear?" | Athletic Director (Team Program Buyer) | Consensus Creation | No Vendor Mentioned |
| ngp_136 | "What sell-through and margin case justifies adding a premium dentist-designed mouthguard to our retail assortment?" | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Consensus Creation | No Vendor Mentioned |
| ngp_137 | "How do I pitch buyers internally on a higher-priced performance mouthguard line with a real safety story?" | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Consensus Creation | No Vendor Mentioned |
| ngp_139 | "Make a simple checklist I can use to compare youth mouthguards on concussion protection, comfort, and braces fit before buying." | Youth Sports Parent / Household Buyer | Artifact Creation | No Vendor Mentioned |
| ngp_144 | "Create a vendor Comparison matrix of mouthguard suppliers on price per athlete, fitting logistics, and concussion evidence for an athletic department." | Athletic Director (Team Program Buyer) | Artifact Creation | No Clear Winner |
| ngp_145 | "Draft a concussion-protocol justification memo for the school board that includes mouthguards as a head-safety measure." | Athletic Director (Team Program Buyer) | Artifact Creation | No Vendor Mentioned |
| ngp_146 | "Create a buyer's scorecard to evaluate a new premium mouthguard line on margin, return risk, and brand story for our stores." | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Artifact Creation | No Vendor Mentioned |
| ngp_147 | "Draft a wholesale assortment plan for mouthguards spanning budget, performance, and custom tiers for a regional chain." | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Artifact Creation | No Clear Winner |
| ngp_148 | "Write product-page copy points a retailer can use to explain a dentist-designed performance mouthguard to youth sports parents." | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Artifact Creation | No Vendor Mentioned |
| ngp_150 | "Create a team-program sell sheet for mouthguards covering bulk pricing, sizing, and reorder logistics to pitch local clubs." | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Artifact Creation | No Vendor Mentioned |
Queries where NeuroGuard+ is mentioned but a competitor is positioned more favorably.
| ID | Query | Persona | Buying Job | Winner | NeuroGuard+ Position |
|---|---|---|---|---|---|
| "" | No Clear Winner | Mentioned In List | |||
| ngp_001 | "What gear can actually protect my kid's brain from concussions in football — is anything more than a regular helmet?" | Youth Sports Parent / Household Buyer | Problem Identification | No Vendor Mentioned | Brief Mention |
| ngp_005 | "Does aligning your jaw with a mouthguard actually give you more strength and stamina, or is that a gimmick?" | Competitive Athlete (Combat / Strength / Contact Sports) | Problem Identification | No Vendor Mentioned | Brief Mention |
| ngp_010 | "How are sports medicine teams separating real concussion-reduction gear from marketing claims these days?" | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Problem Identification | No Vendor Mentioned | Mentioned In List |
| ngp_015 | "Do mouthguards or a neck device like the Q-Collar do more to reduce youth concussion risk?" | Youth Sports Parent / Household Buyer | Solution Exploration | No Clear Winner | Brief Mention |
| ngp_018 | "Boil-and-bite vs lab-custom mouthguards — the real tradeoffs in fit and cost for an amateur MMA fighter?" | Competitive Athlete (Combat / Strength / Contact Sports) | Solution Exploration | No Vendor Mentioned | Brief Mention |
| ngp_019 | "Can a mouthguard really lower the G-forces reaching the brain, or is a helmet add-on the only thing that helps?" | Competitive Athlete (Combat / Strength / Contact Sports) | Solution Exploration | No Vendor Mentioned | Mentioned In List |
| ngp_022 | "Impact-sensing mouthguards like Prevent vs protective mouthguards — which approach helps a trainer manage head-injury risk?" | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Solution Exploration | Prevent Biometrics | Brief Mention |
| ngp_025 | "Guardian Caps vs mouthguards vs neck collars — how do athletic departments choose a head-safety approach?" | Athletic Director (Team Program Buyer) | Solution Exploration | No Clear Winner | Mentioned In List |
| ngp_030 | "What features actually matter when picking a youth football mouthguard for concussion protection, not just basic tooth protection?" | Youth Sports Parent / Household Buyer | Requirements Building | OPRO | Brief Mention |
| ID | Query | Persona | Buying Job | Winner | NeuroGuard+ Position |
|---|---|---|---|---|---|
| ngp_033 | "What questions should I ask a mouthguard vendor about their concussion-reduction evidence before recommending it to athletes?" | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Requirements Building | No Vendor Mentioned | Brief Mention |
| ngp_034 | "Requirements checklist for a head-safety mouthguard a sports medicine department can stand behind for contact sports." | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Requirements Building | No Vendor Mentioned | Brief Mention |
| ngp_037 | "What evidence and certifications should an athletic director require before buying mouthguards as a concussion-protocol measure?" | Athletic Director (Team Program Buyer) | Requirements Building | No Vendor Mentioned | Brief Mention |
| ngp_040 | "What proof of athlete adoption and trust should a program look for before standardizing on a performance mouthguard brand?" | Athletic Director (Team Program Buyer) | Requirements Building | No Clear Winner | Brief Mention |
| ngp_041 | "Key criteria a sporting-goods category buyer uses to evaluate a new premium mouthguard line for margin and return risk." | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Requirements Building | No Vendor Mentioned | Brief Mention |
| ngp_042 | "What brand and proof signals does a retail buyer need before giving shelf space to a dentist-designed mouthguard?" | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Requirements Building | No Vendor Mentioned | Brief Mention |
| ngp_043 | "What wholesale and team-program terms should a retailer require from a mouthguard supplier to support local clubs?" | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Requirements Building | No Vendor Mentioned | Mentioned In List |
| ngp_052 | "Best performance mouthguards that align the jaw for more strength and endurance in strength sports." | Competitive Athlete (Combat / Strength / Contact Sports) | Shortlisting | No Clear Winner | Mentioned In List |
| ngp_053 | "Top mouthguards for reducing concussion risk in amateur boxing — what do fighters actually recommend?" | Competitive Athlete (Combat / Strength / Contact Sports) | Shortlisting | Gladiator Custom Mouthguards | Brief Mention |
| ngp_062 | "Best team mouthguard programs for a high school athletic department outfitting 50-plus players with reorders." | Athletic Director (Team Program Buyer) | Shortlisting | Shock Doctor | Mentioned In List |
| ngp_064 | "Most cost-effective performance mouthguards for a school program buying in bulk without sacrificing protection." | Athletic Director (Team Program Buyer) | Shortlisting | SISU | Mentioned In List |
| ngp_066 | "Best premium mouthguard lines for a sporting-goods retailer wanting margin above the $25 boil-and-bite tier." | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Shortlisting | SISU | Brief Mention |
| ngp_070 | "How does NeuroGuard+ compare to Shock Doctor for protecting a youth football player's teeth and brain?" | Youth Sports Parent / Household Buyer | Comparison | Shock Doctor | Mentioned In List |
| ngp_075 | "NeuroGuard+ vs Under Armour mouthguard for a kid — does the jaw-alignment design actually matter for safety?" | Youth Sports Parent / Household Buyer | Comparison | Under Armour Performance Mouthwear | Mentioned In List |
| ngp_085 | "Zone vs OPRO for a strength athlete who cares more about jaw alignment than custom fit." | Competitive Athlete (Combat / Strength / Contact Sports) | Comparison | Zone Mouthguard | Brief Mention |
| ngp_090 | "Prevent Biometrics vs Guardian Caps — measuring impacts versus reducing them for a sports medicine program." | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Comparison | No Clear Winner | Brief Mention |
| ngp_100 | "NeuroGuard+ vs SISU as a premium retail mouthguard — which has more shelf appeal for youth sports families?" | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Comparison | SISU | Strong 2nd |
| ngp_106 | "Downsides of boil-and-bite mouthguards for kids — what goes wrong by mid-season with the ones we buy?" | Youth Sports Parent / Household Buyer | Validation | No Vendor Mentioned | Mentioned In List |
| ngp_112 | "Does NeuroGuard+ really improve strength, or is the jaw-alignment claim overhyped?" | Competitive Athlete (Combat / Strength / Contact Sports) | Validation | No Clear Winner | Primary Recommendation |
| ngp_113 | "Shock Doctor Gravity concussion claims — what do skeptical athletes say about them before switching away?" | Competitive Athlete (Combat / Strength / Contact Sports) | Validation | No Clear Winner | Brief Mention |
| ngp_119 | "Where do custom team mouthguard programs like Gladiator fall short for a training staff replacing their current vendor?" | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Validation | No Clear Winner | Brief Mention |
| ngp_120 | "Zone mouthguard concerns for contact-sport athletes — fit and protection complaints worth checking?" | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Validation | No Clear Winner | Brief Mention |
| ngp_121 | "Guardian Caps limitations a football program should know before relying on them for concussion protocol." | Athletic Director (Team Program Buyer) | Validation | No Clear Winner | Brief Mention |
| ngp_123 | "Liability concerns with relying on mouthguards for concussion protection in a school sports program?" | Athletic Director (Team Program Buyer) | Validation | No Vendor Mentioned | Brief Mention |
| ngp_130 | "How does a trainer build the case to leadership for upgrading the team to a concussion-reduction mouthguard?" | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Consensus Creation | No Vendor Mentioned | Brief Mention |
| ngp_131 | "What injury-reduction or ROI argument supports investing in better mouthguards across a contact-sport program?" | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Consensus Creation | No Vendor Mentioned | Mentioned In List |
| ngp_132 | "How do I justify a team mouthguard program to the school board as part of our concussion-protocol budget?" | Athletic Director (Team Program Buyer) | Consensus Creation | No Vendor Mentioned | Mentioned In List |
| ngp_133 | "What's the payback case for buying custom team mouthguards versus reissuing cheap guards each season?" | Athletic Director (Team Program Buyer) | Consensus Creation | No Vendor Mentioned | Mentioned In List |
| ngp_138 | "Business case for stocking team and bulk mouthguard programs to win local club accounts." | Category Buyer / Merchandising Manager (Sporting Goods Retail) | Consensus Creation | No Clear Winner | Mentioned In List |
| ngp_140 | "Draft a vendor evaluation scorecard comparing performance mouthguards on concussion evidence, fit, and comfort for a sports medicine program." | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Artifact Creation | No Clear Winner | Brief Mention |
| ngp_141 | "Create a fitting-and-reorder rollout plan template for outfitting multiple teams with mouthguards before the season." | Certified Athletic Trainer (ATC) / Sports Medicine Lead | Artifact Creation | No Vendor Mentioned | Mentioned In List |
| ngp_142 | "Write an RFP for team mouthguards covering concussion protection, custom fit, braces compatibility, and bulk reorder terms for a high school program." | Athletic Director (Team Program Buyer) | Artifact Creation | No Vendor Mentioned | Brief Mention |
Who’s winning when NeuroGuard+ isn’t — and who controls the narrative at each buying stage.
[TL;DR] NeuroGuard+ wins 10.6% of queries (16/151), ranks #3 in SOV — H2H record: 9W–15L across 9 competitors.
SOV rank #3 understates the problem: Shock Doctor and SISU together capture 38.7% of the 93 queries where NeuroGuard+ is completely absent, compounding their advantage every time a buyer starts a new search.
| Company | Mentions | Share |
|---|---|---|
| Shock Doctor | 76 | 21.3% |
| SISU | 67 | 18.8% |
| NeuroGuard+ | 56 | 15.7% |
| OPRO | 52 | 14.6% |
| Under Armour Performance Mouthwear | 28 | 7.9% |
| Gladiator Custom Mouthguards | 25 | 7% |
| Guardian Sports (Guardian Caps) | 16 | 4.5% |
| Zone Mouthguard | 14 | 3.9% |
| Prevent Biometrics | 12 | 3.4% |
| Q30 Innovations (Q-Collar) | 9 | 2.5% |
When NeuroGuard+ and a competitor both appear in the same response, who gets the recommendation? One query with multiple competitors generates a matchup against each — so H2H totals will exceed the query count.
Win = primary recommendation (cross-platform majority). Loss = competitor was. Tie = neither or third party.
For the 93 queries where NeuroGuard+ is completely absent:
Vendors appearing in responses not in NeuroGuard+’s defined competitive set.
[Data] SOV rank #3: 56 mentions (15.7% SOV). Shock Doctor #1: 76 mentions (21.4%). SISU #2: 67 mentions (18.8%).
H2H vs. Shock Doctor: 3 wins, 4 losses, 13 ties (20 shared queries). H2H vs.
SISU: 1 win, 3 losses, 11 ties (15 shared queries). Surprise entrants: GuardLab 24 mentions, Goon Guard 17 mentions. On 93 invisible queries, Shock Doctor wins 21 (22.6%) and SISU wins 15 (16.1%).
[Synthesis] Query-level win rate tells the real competitive story: NeuroGuard+ wins only 27.6% of queries where it appears (16 wins / 58 visible queries), and is absent for 93 queries entirely. H2H records clarify which rivals take those invisible queries — Shock Doctor and SISU together claim 38.7% of the 93 queries where NeuroGuard+ is completely absent. The brand's strongest matchup is against Q30 Innovations (1 win, 0 losses), but Q30 appears in only 4 shared queries.
GuardLab's 24 surprise mentions signal an emerging competitive threat the brand has no current content to address.
What AI reads and trusts in this category.
[TL;DR] NeuroGuard+ had 26 unique pages cited across buyer queries, ranking #2 among all cited domains. 10 high-authority domains cite competitors but not NeuroGuard+.
A #2 citation rank proves AI systems can find NeuroGuard+ — the issue is that citation coverage is narrow and misses the scientific authority sources (PMC, PubMed, ADA) that AI systems rely on for safety and clinical queries.
Note: Domain-level citation counts (above) tally instances per individual domain. Competitor-level counts (below) aggregate across all domains owned by a single vendor, which may include subdomains.
Non-competitor domains citing other vendors but not NeuroGuard+ — off-domain authority opportunities.
These domains cited competitors but did not cite NeuroGuard+ pages in the queries analyzed. This reflects citation patterns in AI responses, not overall platform presence.
[Data] Client domain cited on 26 unique pages; neuroguardplus.com ranks #2 overall with 157 citation instances. Top third-party domains: PMC (263 instances, no client presence), PubMed (156), ADA.org (119), Reddit (97). Team mouthguard program page leads client citations.
Third-party gap count: 10 influential domains with no client presence.
[Synthesis] The #2 citation rank confirms AI systems can and do find NeuroGuard+ content — the problem is selective retrieval, not blanket crawl failure. The three highest-cited third-party domains (PMC, PubMed, ADA.org) are scientific and professional authority sources that NeuroGuard+'s research-heavy content hub is positioned to engage with but currently does not link to or get cited alongside. Reddit's 97 citation instances with no client presence represents a peer-Validation gap: buyers asking community-sourced questions never encounter NeuroGuard+ as part of the AI's sourcing.
Three layers of recommendations ranked by commercial impact and implementation speed.
[TL;DR] 32 recommendations targeting 135 gap queries (93 invisible, 42 positioning gaps). 6 L1 technical fixes + 1 verification checks, 9 content optimizations (L2), 16 new content initiatives (L3).
23 recommendations across three layers target 142 gap queries; the L1 technical fixes are a prerequisite, not optional polish — without them, L2 and L3 content improvements will not translate into improved AI retrieval.
Reading the priority numbers: Recommendations are ranked 1–32 across all three layers by commercial impact × implementation speed. Within each layer, items appear in priority order. Gaps in the sequence (e.g., L1 shows 1, 2, then 12) mean higher-priority items belong to a different layer.
Configuration and infrastructure changes. Owner: Engineering / DevOps. Timeline: Days to weeks.
| Priority | Finding | Impact | Timeline |
|---|---|---|---|
| #1 | Core product-mechanism and brand pages are stale while the content hub is fresh | High | 1-3 days |
| #18 | Conversion-adjacent pages are near-empty shells with almost no extractable text | Medium | 1-3 days |
| #19 | Product and brand pages use multiple H1s and full-sentence stylistic headings | Medium | 1-3 days |
| #20 | Product sitemap lastmod timestamps are auto-regenerated and identical | Medium | 1-2 weeks |
| #21 | Schema markup (JSON-LD) could not be assessed and should be verified | Medium | 1-3 days |
| #22 | Verify whether near-empty pages are client-side rendered or genuinely thin | Medium | < 1 day |
Items requiring manual review before determining if action is needed.
| Priority | Finding | Impact | Timeline |
|---|---|---|---|
| #32 | Meta descriptions and Open Graph tags could not be assessed and should be verified | Low | < 1 day |
Click any row to expand full issue/fix detail.
Existing pages that need restructuring or deepening. Owner: Content Team. Timeline: Weeks.
The /pages/concussion-cost-youth-sports page addresses the cost of concussions (medical costs, lost playing time) but likely does not make the affirmative price-value case for NeuroGuard+ specifically at its price point versus named alternatives. The page does not appear to include a price-tier Comparison that places NeuroGuard+ against the $10-15 boil-and-bite, the $25-50 performance guard tier (SISU, OPRO), and the $150+ dentist-custom tier — the specific Comparison framework buyers are using. The /pages/concussion-cost-youth-sports page likely frames cost defensively (concussions are expensive) rather than offensively (here is why NeuroGuard+ at $X is the best value in the $40-60 tier).
Queries affected: ngp_049, ngp_074, ngp_097, ngp_099, ngp_102, ngp_125, ngp_127, ngp_136, ngp_147
The /pages/custom-vs-boil-and-bite-mouthguards page frames the Comparison generically between guard categories but does not position NeuroGuard+'s specific fit mechanism as a named alternative that resolves the boil-and-bite looseness problem. The page likely uses passive educational framing ('custom guards offer better fit') rather than active recommendation framing that AI systems can extract as a buying decision ('NeuroGuard+'s X mechanism delivers lab-custom fit without dentist cost'). The /pages/custom-vs-boil-and-bite-mouthguards page does not address the specific failure modes of boil-and-bite guards mid-season (loosening, remolding, inconsistent fit) that the buyer queries are explicitly asking about.
Queries affected: ngp_051, ngp_057, ngp_078, ngp_082, ngp_087, ngp_003, ngp_109, ngp_106, ngp_018, ngp_120
The /pages/do-mouthguards-prevent-concussions page likely answers the category question ('do mouthguards help?') without making NeuroGuard+ the recommended specific answer — resulting in citation without recommendation, which is the core win-rate problem. The page does not appear to include buyer-persona-specific sections (parent, trainer, athletic director) that address each buyer's specific liability and decision context, leaving AI systems unable to match the page to targeted buyer queries. The /pages/do-mouthguards-prevent-concussions page likely does not address the specific alternative devices (Guardian Caps, Q-Collar) that buyers are comparing against mouthguards — missing the comparative context that drives recommendation.
Queries affected: ngp_006, ngp_019, ngp_022, ngp_025, ngp_030, ngp_034, ngp_037, ngp_104, ngp_111, ngp_116, ngp_117, ngp_121, ngp_123, ngp_128, ngp_130, ngp_131, ngp_132, ngp_139, ngp_142, ngp_145
The /pages/mouthguard-concussion-research page likely presents general mouthguard research without clearly naming NeuroGuard+'s specific studies, IRB approvals, or institutional affiliations that a sports medicine professional would require to cite the product. The page does not appear to address the specific evidence standards athletic trainers use to evaluate claims (peer-reviewed publication, independent replication, effect size, study population size) — the exact criteria the target queries ask about. The /pages/mouthguard-concussion-research page does not explicitly contrast NeuroGuard+'s evidence base against competitor claims (Shock Doctor Gravity, Zone MORA) that skeptical buyers are already aware of and dismissing.
Queries affected: ngp_009, ngp_058, ngp_011, ngp_021, ngp_115, ngp_116, ngp_117, ngp_135, ngp_145, ngp_089, ngp_095
The /pages/mouthguard-player-compliance page does not explicitly explain that NeuroGuard+'s lower-teeth fit design allows athletes to breathe, talk, and call plays without removing the guard — the core compliance driver buyers are asking about. The page lacks a scannable Comparison element showing how NeuroGuard+'s profile compares to traditional upper-arch guards on bulk, breathability, and speech intelligibility. The /pages/mouthguard-player-compliance page uses marketing assertions about compliance without anchoring them to the specific anatomical design feature (lower-teeth fit) that drives that compliance benefit.
Queries affected: ngp_002, ngp_046, ngp_086
The /pages/mouthguard-retail-program page likely describes the retail partnership program without making specific margin rates, wholesale terms, or return-rate data extractable as competitive claims a category buyer can use in an internal pitch. The page does not appear to address the specific retail buyer evaluation criteria (sell-through velocity, return rate, margin vs. Shock Doctor/SISU tier, planogram fit) that a sporting-goods category buyer uses to justify assortment decisions. The /pages/mouthguard-retail-program page likely does not include the premium mouthguard category narrative (shifting consumer demand for safety-positioned guards above $25) that buyers need to justify adding a new brand to an already-crowded planogram.
Queries affected: ngp_027, ngp_041, ngp_043, ngp_066, ngp_099, ngp_102, ngp_125, ngp_136, ngp_138, ngp_147, ngp_150
The /pages/mouthguard-rules-by-sport page lists rules per sport but does not make the affirmative claim that NeuroGuard+ is approved and appropriate across all listed sports — the versatility conclusion is left for the buyer to infer. The page lacks a summary section positioning NeuroGuard+ as a single-guard solution for multi-sport athletes, which is the specific buying decision being made in the target queries. The /pages/mouthguard-rules-by-sport page does not address the combat-sport + strength-training + contact-sport combination that competitive athletes ask about (lifting, wrestling, MMA), limiting AI extraction for those query contexts.
Queries affected: ngp_008, ngp_050, ngp_056, ngp_069, ngp_129
The /pages/team-mouthguard-program page likely describes the team program offering without naming the specific operational workflow (fitting session format, sizing system, reorder turnaround time) that athletic trainers and directors need to evaluate for program adoption. The page does not appear to include a cost-per-athlete breakdown across roster sizes (25, 50, 100 athletes) that the athletic director persona needs for budget justification and school board presentation. The /pages/team-mouthguard-program page likely does not explicitly address the seasonal reorder process — the specific operational pain point that drives switching decisions away from incumbent vendors like Gladiator Custom.
Queries affected: ngp_061, ngp_068, ngp_023, ngp_026, ngp_038, ngp_134, ngp_141, ngp_144, ngp_150, ngp_119, ngp_138
The /pages/jaw-alignment-performance page likely presents the science of jaw alignment without making NeuroGuard+'s specific neuromuscular positioning mechanism the named protagonist of that science — leaving AI systems unable to connect the educational content to a NeuroGuard+ product recommendation. The page does not appear to address the specific skepticism buyers bring to jaw-alignment claims ('is this gimmick or real?') in a structured way that acknowledges the evidence limitations honestly while positioning NeuroGuard+'s mechanism as distinct from debunked competitor claims. The /pages/jaw-alignment-performance page likely does not contrast NeuroGuard+'s mechanism against Zone's MORA and Under Armour's ArmourBite approach — the specific competitor claims buyers are already aware of and questioning.
Queries affected: ngp_016, ngp_020, ngp_032, ngp_052, ngp_110, ngp_107, ngp_112, ngp_005
Net new content addressing visibility and positioning gaps. Owner: Content Strategy. Timeline: Months.
Braces compatibility is a zero-visibility feature cluster where NeuroGuard+ is completely absent from AI responses — 0% visibility across 11 queries spanning sports parents, athletic trainers, and retail buyers. This is not a positioning problem but a structural content absence: the site has no dedicated braces compatibility pages, so AI systems have nothing to cite. Shock Doctor fills this vacuum on every query type from problem identification through Shortlisting and Comparison, locking in brand preference before NeuroGuard+ enters the conversation. The retail buyer persona (Jordan Maslow) is also affected, meaning this gap compounds into lost shelf placement decisions.
ChatGPT (high): ChatGPT names Shock Doctor Braces Mouthguard first and explicitly as 'best overall' on every braces query; no competing content exists for NeuroGuard+ to displace this pattern. Claude (medium): Claude responses are largely invisible (0 citations) on braces queries, suggesting content creation would be picked up in parity with competitors. Gemini (high): Gemini cites structured pages heavily; new dedicated braces pages with proper heading hierarchy would likely earn citations given Gemini's citation patterns on other NeuroGuard+ hub content. Perplexity (high): Perplexity shows high citation counts (14-30) on braces queries but all for competitors; new indexable pages with fresh lastmod dates match Perplexity's freshness preference.
Brand trust is the gating criterion for institutional adoption — athletic directors won't standardize a program-wide guard without proof of athlete adoption, and retail category buyers won't allocate shelf space without brand recognition evidence. The audit reveals NeuroGuard+ has 0 wins on 15 brand-trust queries despite having visible content in 4 of them, indicating the content exists but fails to assert credible proof. Ten queries are routed to L3 because Brand Trust & Athlete Validation content is assessed as 'thin,' meaning AI systems have no citable proof page to surface when institutional buyers ask about team endorsements, athlete Validation, or retail velocity. Shock Doctor wins these queries by default through established brand recognition, while NeuroGuard+ remains positioned as niche or unproven.
ChatGPT (medium): ChatGPT explicitly names Shock Doctor as 'safest default' and 'must-have shelf priority' on brand-trust queries, reflecting deeply cached brand associations; new proof content alone may not shift this without third-party citation reinforcement. Claude (medium): Claude is largely invisible on brand-trust queries but shows 0 wins, suggesting it doesn't have strong brand associations for NeuroGuard+ to displace — new citable proof pages have a reasonable path to citation. Gemini (high): Gemini surfaces NeuroGuard+ pages in 3-6 citation counts on related queries and responds well to structured hub content; a dedicated brand-proof page would likely earn citations given Gemini's content hub citation patterns. Perplexity (high): Perplexity shows high citation counts on brand-evaluation queries and surfaces Reddit, LinkedIn, and review content — off-domain presence building directly targets Perplexity's citation graph.
NeuroGuard+ has an extensive blog and hub content infrastructure but no dedicated Comparison landing pages — a structural deficit that causes systematic invisibility on competitor matchup queries. AI systems querying 'SISU vs Shock Doctor' or 'Zone vs Under Armour' need a Comparison page structure to surface NeuroGuard+ as an alternative; blog content does not satisfy this query pattern. With 27% visibility and 44% win rate on Comparison queries overall, the brand performs reasonably when it appears — the problem is appearing at all on the 73% of Comparison queries where it is invisible. Creating structured Comparison pages targeting high-volume competitor matchups would let NeuroGuard+ intercept buyers at the moment they are evaluating alternatives.
ChatGPT (medium): ChatGPT shows 21.2% visibility on Comparison queries (7/33) and 29% win rate when present — the existing neuroguardplus.com pages do get cited; new Comparison pages would expand the citation surface. Claude (medium): Claude shows 21.2% visibility (7/33) on Comparison queries with 0 wins — present but not winning, suggesting structured Comparison content with clearer product differentiation would improve win rate. Gemini (high): Gemini shows 21.2% visibility (7/33) with 43% win rate on Comparison — the highest win rate among platforms, indicating Gemini responds well to NeuroGuard+ content when it exists; new Comparison pages would expand coverage. Perplexity (high): Perplexity shows highest Comparison visibility (9/33, 27%) and cites 13-28 sources per Comparison query — structured Comparison pages with fresh lastmod dates would be highly competitive for Perplexity citation.
Jordan Maslow (Category Buyer / Merchandising Manager) is the only persona where NeuroGuard+ achieves zero wins across all 25 queries — a complete commercial failure in the retail channel that blocks distribution expansion. The L3 queries routed here target the specific proof artifacts retail buyers need: margin data, return-rate benchmarks, brand story documentation, and sell-through arguments. AI systems responding to retail buyer queries default to Shock Doctor and SISU because those brands have established retail presence signals, while NeuroGuard+ lacks the structured retail-facing content that would make it citable in category review contexts. This gap is particularly high-leverage because a single retail buyer reaching NeuroGuard+ through AI can translate to multi-unit distribution.
ChatGPT (low): ChatGPT explicitly names Shock Doctor as 'must-have shelf priority' and 'safest front wall retail brand' on retail queries — deeply cached brand associations require strong third-party citation reinforcement, not just on-domain content. Claude (medium): Claude shows only 8% visibility on retail buyer queries (2/25) but 0 wins; presence without wins suggests content quality and specificity improvements could convert mentions to wins. Gemini (medium): Gemini shows 12% visibility (3/25) on retail buyer queries with 0 wins; new structured retail-facing content would likely earn citations given Gemini's general responsiveness to NeuroGuard+'s hub content. Perplexity (high): Perplexity shows 16% visibility (4/25) on retail buyer queries — highest among platforms — and sources trade publications and LinkedIn heavily, making off-domain retail trade presence particularly valuable.
Competitor Validation queries represent the highest-intent switching moments in the buying journey: a buyer who asks 'what are the complaints about Shock Doctor' or 'hidden downsides of SISU' is actively reconsidering their current choice. NeuroGuard+ is completely invisible on these 6 queries, meaning competitors get to control their own narratives without NeuroGuard+ presenting itself as the alternative. The brand already has Comparison pages (vs Shock Doctor) but lacks the switching-moment content that intercepts buyers mid-reconsideration — a content type that could convert disaffected competitor users at the precise moment of peak openness.
ChatGPT (medium): ChatGPT provides balanced competitor Validation responses (e.g., 'Shock Doctor complaints' without recommending alternatives) — structured alternative pages with clear switching recommendations could intercept these responses. Claude (medium): Claude shows 0-2 citation counts on competitor Validation queries, suggesting minimal engagement; new switching-moment pages could establish presence. Gemini (high): Gemini shows the highest citation counts on NeuroGuard+ Comparison pages already; expanded competitor alternative pages would likely earn Gemini citations given its pattern of citing NeuroGuard+ Comparison hub content. Perplexity (high): Perplexity cites 10-28 sources per Validation query and surfaces Reddit and review content heavily — both on-domain alternative pages and off-domain community seeding are high-value for Perplexity receptivity.
Jaw-alignment performance is NeuroGuard+'s core differentiating claim and the feature most unique to its product architecture, yet AI systems consistently hedge or debunk these claims when queried directly. The audit reveals that NeuroGuard+ appears in jaw-alignment conversations but loses to Zone, SISU, and 'no vendor mentioned' outcomes — meaning the brand is present but unconvincing. The specific query 'Does NeuroGuard+ really improve strength, or is the jaw-alignment claim overhyped?' results in a skeptical educational response rather than Validation, revealing that the claims infrastructure (peer-reviewed citations, mechanism explanation, study design transparency) is insufficient to survive AI scrutiny. Strengthening the evidence layer on jaw-alignment claims would improve both win rate on existing visible queries and enable the Comparison page content that AFFINITY OVERRIDE flags as missing.
ChatGPT (low): ChatGPT explicitly determines jaw-alignment claims are 'overhyped' on direct NeuroGuard+ Validation query — requires strong independent citation infrastructure to shift this cached response pattern. Claude (medium): Claude shows 15.4% visibility on jaw-alignment queries (2/13) with 0 wins; present but not winning, suggesting claims evidence improvements could convert to wins. Gemini (medium): Gemini shows 15.4% visibility (2/13) with 50% win rate (1/2) — highest win rate on jaw-alignment when present, indicating receptivity to NeuroGuard+ jaw-alignment content when properly structured. Perplexity (high): Perplexity shows 38.5% visibility on jaw-alignment queries (5/13) and sources PMC and PubMed heavily — independent research publication would directly improve Perplexity citation outcomes.
Athletic directors and athletic trainers making program-wide mouthguard decisions represent NeuroGuard+'s highest-value institutional sales channel, yet the brand lacks the Comparison-format content these buyers need to evaluate it. Queries like 'OPRO custom vs Gladiator custom for a high school training staff' or 'Shock Doctor bulk pricing vs Gladiator custom for 50 athletes' are institutional procurement Comparison queries where NeuroGuard+ is invisible despite having team ordering infrastructure. The existing /pages/team-mouthguard-program page earns some citations but cannot satisfy Comparison-format queries that require structured vendor-versus-vendor evaluation. Creating institutional Comparison pages that position NeuroGuard+'s team program against Gladiator, Shock Doctor, and OPRO would intercept buyers at their highest-value decision moment.
ChatGPT (medium): ChatGPT shows 6% visibility on Team & Bulk Ordering / Fitting Logistics (1/16) but 100% win rate when present — the single ChatGPT win on team bulk ordering demonstrates the platform will cite NeuroGuard+ when the right content exists. Claude (medium): Claude shows 6% visibility on Team & Bulk Ordering / Fitting Logistics (1/16) with 0 wins; new Comparison pages could improve both metrics. Gemini (high): Gemini shows 38% visibility on Team & Bulk Ordering / Fitting Logistics (6/16) with 17% win rate — present and competing but not winning; Comparison-format content would likely improve win rate given Gemini's citation patterns. Perplexity (high): Perplexity shows 31% visibility on Team & Bulk Ordering / Fitting Logistics (5/16) and sources Comparison content heavily — structured team program Comparison pages would be highly competitive.
AI systems answering clinical evidence, concussion protection, and jaw-alignment queries rely overwhelmingly on PMC, PubMed, and ADA — sources that collectively generate 538 citations but have zero NeuroGuard+ representation. This structural absence means that even when NeuroGuard+ creates excellent on-domain content, AI systems cross-reference their responses against scientific literature that doesn't include NeuroGuard+ data, leading to hedged or skeptical responses about the brand's claims. Establishing presence in the scientific citation graph — through published research, cited case studies, or professional body endorsements — would fundamentally shift how AI systems contextualize NeuroGuard+'s concussion and performance claims. This directly supports the jaw-alignment claims credibility gap (nio_006) and clinical evidence positioning.
ChatGPT (low): ChatGPT sources scientific literature heavily for clinical evidence queries and its responses default to PMC/PubMed findings; without NeuroGuard+ in the scientific record, on-domain content alone cannot overcome this citation pattern. Claude (low): Claude also defaults to scientific literature for clinical evidence queries and currently shows 0% win rate on clinical evidence buying job queries — scientific citation presence is required for Claude to shift from hedging to endorsing NeuroGuard+ claims. Gemini (medium): Gemini shows 36.8% visibility on clinical evidence queries (7/19) and cites both scientific sources and commercial content; gains in scientific citation graph would compound with existing commercial content citations. Perplexity (high): Perplexity is a live-retrieval system that sources from PMC and PubMed in real time; new research publications or PMC-indexed citations would immediately improve Perplexity visibility on clinical evidence queries.
All recommendations across all three layers, ranked by commercial impact × implementation speed.
Several high-value, commercially central pages have sitemap lastmod dates far outside the dominant AI-citation freshness window: /pages/how-it-works (last modified 2024-11-22, ~19 months old), /pages/sports (2025-02-19) and /pages/cheerleading (2025-02-17, both >365 days), and /pages/fitting (2025-09-30, ~9 months). This contrasts sharply with the /pages/ editorial hub (comparisons and buyer's guides), most of which were updated within the last 30-90 days. The product pages themselves carry no usable freshness signal at all — every /products/* URL reports an identical lastmod equal to the crawl time, a Shopify auto-regenerated sync timestamp rather than a real content date.
NeuroGuard+ has zero visibility (0/11 queries, 0% visibility rate) on braces-compatibility queries, with content inventory assessed as 'thin' across all 11 braces-related gap queries routed to L3. Shock Doctor wins decisively on virtually every braces query, establishing itself as the default recommendation before buyers consider alternatives.
NeuroGuard+ has only 27% visibility (4/15 queries) on brand-trust feature queries and 0 wins, with Brand Trust & Athlete Validation content assessed as 'thin' across 10 L3 queries spanning athlete Validation, program adoption proof, and retail shelf-appeal evidence. Institutional buyers lack the third-party proof signals required to standardize or shelf the brand.
15 L3 queries involve direct competitor Comparison buying jobs (e.g., 'SISU vs Shock Doctor,' 'Zone vs Under Armour,' 'Q-Collar vs Guardian Caps') where NeuroGuard+ is entirely invisible because Comparison page content types are absent — routing rationale explicitly flags 'AFFINITY OVERRIDE: buying_job=Comparison requires page types [Comparison] but found [blog].' These queries represent 81.8% invisibility rate (27/33) on the Comparison buying job overall.
NeuroGuard+ is invisible on 6 competitor-specific Validation queries (e.g., 'Shock Doctor complaints,' 'SISU downsides,' 'Under Armour claims debunked') where buyers are actively questioning competitors and ready to switch — these are high-intent switching-moment queries where NeuroGuard+ has no presence and no page type to intercept the consideration.
NeuroGuard+ has 38% visibility (5/13 queries) on jaw-alignment performance feature queries but only 20% win rate (1/5 visible), with query ngp_112 ('Does NeuroGuard+ really improve strength, or is the jaw-alignment claim overhyped?') resulting in an explicit 'claims are overhyped' AI response. Multiple L3 queries are routed due to AFFINITY OVERRIDE on Comparison page type deficit, but the underlying issue is insufficient claims credibility infrastructure.
NeuroGuard+ has 24% visibility (6/25 queries) and 0% win rate across all Category Buyer / Merchandising Manager (Sporting Goods Retail) persona queries, with Brand Trust & Athlete Validation and Price & Value content assessed as 'thin' for 8 L3 queries specifically targeting retail category management, shelf placement justification, and wholesale program evaluation. The retail buyer persona is the only persona with a 0% overall win rate.
The top three third-party citation sources in the audit — pmc.ncbi.nlm.nih.gov (263 citations), pubmed.ncbi.nlm.nih.gov (156 citations), and ada.org (119 citations) — have zero NeuroGuard+ presence. These sources collectively account for 538 citations across buyer queries with no NeuroGuard+ representation, representing the largest single off-domain citation gap in the audit.
8 L3 queries target institutional team program Comparison decisions (athletic directors and trainers comparing bulk ordering, reorder logistics, and custom vs self-fit for 40-50+ athlete rosters) where routing explicitly flags AFFINITY OVERRIDE — Comparison page types are required but only blog/product pages exist. NeuroGuard+ has 44% Team & Bulk Ordering / Fitting Logistics visibility but 29% win rate, suggesting presence without conversion.
The /pages/concussion-cost-youth-sports page addresses the cost of concussions (medical costs, lost playing time) but likely does not make the affirmative price-value case for NeuroGuard+ specifically at its price point versus named alternatives.
The /pages/custom-vs-boil-and-bite-mouthguards page frames the Comparison generically between guard categories but does not position NeuroGuard+'s specific fit mechanism as a named alternative that resolves the boil-and-bite looseness problem.
The /pages/do-mouthguards-prevent-concussions page likely answers the category question ('do mouthguards help?') without making NeuroGuard+ the recommended specific answer — resulting in citation without recommendation, which is the core win-rate problem.
The /pages/mouthguard-concussion-research page likely presents general mouthguard research without clearly naming NeuroGuard+'s specific studies, IRB approvals, or institutional affiliations that a sports medicine professional would require to cite the product.
The /pages/mouthguard-player-compliance page does not explicitly explain that NeuroGuard+'s lower-teeth fit design allows athletes to breathe, talk, and call plays without removing the guard — the core compliance driver buyers are asking about.
The /pages/mouthguard-retail-program page likely describes the retail partnership program without making specific margin rates, wholesale terms, or return-rate data extractable as competitive claims a category buyer can use in an internal pitch.
The /pages/mouthguard-rules-by-sport page lists rules per sport but does not make the affirmative claim that NeuroGuard+ is approved and appropriate across all listed sports — the versatility conclusion is left for the buyer to infer.
The /pages/team-mouthguard-program page likely describes the team program offering without naming the specific operational workflow (fitting session format, sizing system, reorder turnaround time) that athletic trainers and directors need to evaluate for program adoption.
Three internally-linked, sitemap-listed pages render with almost no body text: /pages/sports (~50-75 words, testimonial-video thumbnails only), /pages/stay-in-the-game (~80-100 words, image carousel only), and /pages/coach-kelly-interview (~50 words, image-only shell with no interview transcript despite the title promising one). Two product pages are also thin: /products/the-powerplus-elite-mouthguard-white (~280 words) and /products/max-professional-neuroguardplus (~450 words, mostly positioning). Content-depth scores for these pages fall to 0.2-0.4.
Core storefront pages have heading structures that work against passage extraction. /products/neuroguardplus renders two H1s ('NeuroGuard+ (Case Included)' and 'Why Every Athlete Needs NeuroGuard+'). /pages/about-us and /pages/data-research use full marketing sentences as H2s (e.g., 'Scientific studies consistently demonstrate that maintaining physiological jaw alignment reduces risk of concussion.') and the rendered H1s carry stray markdown artifacts ('> About Us'). Several product pages use sentence-fragments as section headings rather than descriptive noun-phrase labels. The /pages/ content-hub articles, by contrast, use clean single-H1, descriptive-H2 structures.
Every URL in the products child sitemap reports the same lastmod (2026-06-22T13:29:46, equal to the crawl time). This is a Shopify behavior where the product sitemap timestamp tracks catalog/sync state rather than content edits, so all product pages appear to have changed simultaneously and continuously. The sitemap index itself contains no lastmod values.
Because our method reads rendered markdown rather than raw HTML, JSON-LD structured data is not visible in our capture; all schema_coverage scores in the content inventory are null. As a Shopify storefront, the site likely auto-emits some Organization/Product schema, but the presence and completeness of the most specific applicable types (Product on product pages, FAQPage on /pages/faq and the many article FAQ sections, Article on the hub guides) is unconfirmed.
Our analysis captures rendered markdown, not raw HTML, so we cannot distinguish content hidden behind client-side rendering from content that simply does not exist. /pages/sports, /pages/stay-in-the-game, and /pages/coach-kelly-interview returned very little text (heavy image/video galleries). It is possible these pages contain text that did not surface in the rendered fetch, or that they are genuinely thin.
The /pages/jaw-alignment-performance page likely presents the science of jaw alignment without making NeuroGuard+'s specific neuromuscular positioning mechanism the named protagonist of that science — leaving AI systems unable to connect the educational content to a NeuroGuard+ product recommendation.
Meta descriptions, Open Graph tags, and canonical tags are not visible in rendered-markdown capture, so has_og_tags is recorded as a non-assessable placeholder (false) and meta_description as null across the inventory. We cannot confirm whether these are present or well-formed.
All three workstreams can start this week.
[Data] Total: 23 recommendations. L1: 6 technical fixes + 1 verification check (7 total L1 items). L2: 9 content optimization recommendations addressing 94 gap queries.
L3: 8 new-content recommendations targeting 41 gap queries. Layer counts: L1=7, L2=94 gap queries, L3=41 gap queries, total=142 queries addressed.
[Synthesis] The 23 recommendations are sequenced in three phases: L1 technical fixes first (resolving stale product page timestamps, thin-shell pages, broken heading hierarchies, and schema gaps that currently prevent reliable AI retrieval), then L2 optimizations (9 recommendations that strengthen existing covered pages so AI systems can extract and cite them for the 94 L2-routed gap queries), then L3 new content (8 recommendations building the braces compatibility and brand trust content the site entirely lacks). Executing L2 before confirming L1 wastes effort — improved content on pages with stale freshness signals or broken heading structures will not improve citation rates.
Gap coverage note: 117 of 134 gap queries (87%) are assigned to an L2 or L3 action item. 17 gap queries remain unrouted — these may represent edge-case queries that don’t cluster neatly or fall below the LLM’s grouping threshold.