Master Prompt Library: Forensic Verification Templates
Don't take our word for it. Use these "Truth-Seeking" prompts to manually verify your brand's standing in any AI model.
1. The "Entity Salience" Check
Models: GPT-4, Claude 3"Analyze the Knowledge Graph node for [Your Brand]. 1. content: What specific 'DefinedTerm' or category is it most strongly associated with? 2. confidence: On a scale of 0-100, how confident are you in this entity's primary function? 3. peers: List the top 3 entities effectively synonymous with this brand in your training data."
Why this works: Forces the LLM to query its internal weights for your brand's vector proximity.
2. The "Competitor Gap" Scan
Models: Perplexity, Bing"I am looking for the best [Your Industry] software. Generate a comparative table of the top 5 solutions. Columns: Name, Core Feature, Pricing, and 'Trust Signal' (why you included it). Explicitly mention if you excluded [Your Brand] and why."
Why this works: exposes the "Negative Space" where your competitors are citing but you are invisible.
3. The "Schema Validity" Test
Models: GPT-4o, Gemini"Visit [Your Website URL]. Extract the JSON-LD schema. Does the 'SoftwareApplication' object include an 'AggregateOffer' with 'lowPrice' and 'highPrice'? If not, how does this affect my eligibility for 'Price Comparison' rich snippets?"
Why this works: Verifies if your detailed pricing data is machine-readable or stuck in HTML blobs.
4. The "Feature Association" Probe
Models: Claude 3.5 Sonnet"Does [Your Brand] offer [Specific Feature, e.g., 'API Access']? Answer only with 'Yes', 'No', or 'Unknown'. If 'Unknown', what specific page would you need to index to verify this?"
Why this works: Tests if your feature-set is "grounded" in the model's knowledge or if it's hallucinating gaps.
5. The "Brand Authority" Benchmark
Models: Perplexity Pro"List the top 3 most authoritative sources that mention [Your Brand]. Are these sources considered 'High Trust' for the [Your Industry] sector? If not, what sources would increase this brand's validity?"
Why this works: Reveals your "Off-Page" Entity Strength and the quality of your backlink/citation profile.
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