6.65 Brand Search Demand, Query Volume & Trend Intelligence
60 checks in Schema, Local, Trust, Deep Audit. AI-assisted
Scored in the Deep Audit's AI analysis pass.
Brand Query Volume — Baseline Discovery & Demand Strength
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.65.01 | Measure monthly branded search volume | Measured | Critical | Deterministic + AI |
| 6.65.02 | Validate YoY branded search growth | Growing | Heavy | Deterministic + AI |
| 6.65.03 | Validate MoM branded search stability | Stable | Heavy | Deterministic + AI |
| 6.65.04 | Detect sudden drops in brand demand | None | Medium | Deterministic + AI |
| 6.65.05 | Validate brand queries not overly seasonal | Balanced | Medium | Deterministic + AI |
Brand Query Types — Direct, Navigational, Variants & Misspellings
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.65.06 | Validate exact-match brand queries present | Present | Heavy | Deterministic + AI |
| 6.65.07 | Validate navigational brand queries present | Present | Heavy | Deterministic + AI |
| 6.65.08 | Validate brand + service queries present | Present | Medium | Deterministic + AI |
| 6.65.09 | Detect excessive brand misspellings (identity fragmentation) | None | Medium | Deterministic + AI |
| 6.65.10 | Validate branded long-tail queries stable | Stable | Medium | Deterministic + AI |
Local Brand Demand — GEO Distribution & Maps-Level Interest
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.65.11 | Validate branded queries concentrated in service area | Concentrated | Heavy | Deterministic + AI |
| 6.65.12 | Validate Google Maps branded searches increasing | Increasing | Heavy | Deterministic + AI |
| 6.65.13 | Detect anomalous geo clusters | None | Medium | Deterministic + AI |
| 6.65.14 | Validate branded “near me” queries present | Present | Medium | Deterministic + AI |
| 6.65.15 | Validate branded searches correlate with CTR | Correlated | Medium | Deterministic + AI |
Brand Reputation Demand — Sentiment Intersections & Query Intent
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.65.16 | Validate branded + reviews queries present | Present | Heavy | Deterministic + AI |
| 6.65.17 | Validate branded sentiment queries neutral/positive | Clean | Heavy | Deterministic + AI |
| 6.65.18 | Detect rising negative-intent branded queries | None | Medium | Deterministic + AI |
| 6.65.19 | Validate branded “complaints” volume low | Low | Medium | Deterministic + AI |
| 6.65.20 | Validate branded satisfaction-intent queries strong | Strong | Medium | Deterministic + AI |
Brand Discovery Patterns — AI Models, Auto-Suggest & Knowledge Graph
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.65.21 | Validate brand appears in Google Auto-Suggest | Appearing | Heavy | Deterministic + AI |
| 6.65.22 | Validate brand queries return correct entity | Correct | Heavy | Deterministic + AI |
| 6.65.23 | Detect AI Overview branded mention presence | Present | Medium | Deterministic + AI |
| 6.65.24 | Validate search engines connect brand to correct category | Connected | Medium | Deterministic + AI |
| 6.65.25 | Validate LLMs infer brand purpose correctly | Correct | Medium | Deterministic + AI |
Brand Demand Health — Final Trend Integrity & Risk Flags
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.65.26 | Validate branded trend line positive | Positive | Heavy | Deterministic + AI |
| 6.65.27 | Detect major brand demand volatility | None | Heavy | Deterministic + AI |
| 6.65.28 | Validate brand demand aligns with marketing spend | Aligned | Medium | Deterministic + AI |
| 6.65.29 | Validate branded search seasonality predictable | Predictable | Medium | Deterministic + AI |
| 6.65.30 | Compute Brand Search Demand Master Score | Finalized | Critical | Deterministic + AI |
Brand Interest Quality — Depth, Intent & User Motivation
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.65.31 | Validate branded queries include high-intent actions (call, book, contact) | Present | Heavy | Deterministic + AI |
| 6.65.32 | Validate branded discovery queries (“who is”, “what is”, “is X legit”) low | Low | Heavy | Deterministic + AI |
| 6.65.33 | Validate branded informational queries stable | Stable | Medium | Deterministic + AI |
| 6.65.34 | Detect unusual surges in investigative queries (scam/fraud) | None | Medium | Deterministic + AI |
| 6.65.35 | Validate branded service-specific modifiers present | Present | Medium | Deterministic + AI |
Competitive Demand Energy — Share of Brand Search Vs. Competitors
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.65.36 | Validate brand share-of-search competitive locally | Competitive | Heavy | Deterministic + AI |
| 6.65.37 | Validate competitor brand queries not rising disproportionately | Balanced | Heavy | Deterministic + AI |
| 6.65.38 | Validate relative brand interest strong | Strong | Medium | Deterministic + AI |
| 6.65.39 | Detect competitor hijacking of brand name | None | Medium | Deterministic + AI |
| 6.65.40 | Validate no competitor-generated misinformation queries | None | Medium | Deterministic + AI |
Brand Sentiment Query Analysis — Neutral, Positive & Negative Demand
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.65.41 | Validate positive-intent branded queries stable or rising | Rising | Heavy | Deterministic + AI |
| 6.65.42 | Detect negative-intent branded queries increasing | None | Heavy | Deterministic + AI |
| 6.65.43 | Validate branded query sentiment distribution healthy | Healthy | Medium | Deterministic + AI |
| 6.65.44 | Detect association with lawsuit/complaint topics | None | Medium | Deterministic + AI |
| 6.65.45 | Validate brand-trust queries strong (“is X good”) | Strong | Medium | Deterministic + AI |
Brand Demand Reliability — Noise Reduction & Anomaly Testing
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.65.46 | Validate branded query pattern free of spam anomalies | Clean | Heavy | Deterministic + AI |
| 6.65.47 | Detect bot-driven or inorganic brand queries | None | Heavy | Deterministic + AI |
| 6.65.48 | Validate branded traffic source distribution organic | Organic | Medium | Deterministic + AI |
| 6.65.49 | Detect sudden non-local spikes | None | Medium | Deterministic + AI |
| 6.65.50 | Validate branded CTR aligns with demand surge | Aligned | Medium | Deterministic + AI |
Brand Future Demand — Forecasting, LLM-Predicted Interest & AI Models
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.65.51 | Validate projection model indicates demand stability | Stable | Heavy | Deterministic + AI |
| 6.65.52 | Validate LLMs infer upward brand trajectory | Upward | Heavy | Deterministic + AI |
| 6.65.53 | Validate category demand supporting brand growth | Supporting | Medium | Deterministic + AI |
| 6.65.54 | Detect future risk signals from negative entity patterns | None | Medium | Deterministic + AI |
| 6.65.55 | Validate future-intent search queries (e.g., “service X pricing”) present | Present | Medium | Deterministic + AI |
Final Brand Demand Trend Stability
| ID | Check | Passes when | Weight | Runs |
|---|
| 6.65.56 | Validate overall brand trend stability | Stable | Heavy | Deterministic + AI |
| 6.65.57 | Validate brand demand variance minimal | Minimal | Heavy | Deterministic + AI |
| 6.65.58 | Validate long-term trend direction upward | Upward | Medium | Deterministic + AI |
| 6.65.59 | Validate query distribution diversified | Diversified | Medium | Deterministic + AI |
| 6.65.60 | Compute Brand Demand Stability Score | Finalized | Critical | Deterministic + AI |
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