Content Positioning Checker: Does AI Understand What Makes You Different?
LLMs constantly summarize and compare brands when answering questions, and vague, undifferentiated copy gets a generic representation or is left out of the answer entirely. Glippy measures how clearly your content communicates unique value, so AI engines describe what actually sets you apart instead of lumping you in with everyone else.
What Is Content Positioning?
Content positioning is how clearly your page communicates what you do, who it is for, and why it is different from the alternatives. It is one of the highest-weighted signals Glippy evaluates, carrying a 1.2x category weight because positioning shapes how AI engines describe your brand. Strong positioning combines a sharp value proposition with concrete proof, so models have something specific to repeat.
What Glippy Checks
- Brand differentiation - sentences that say what sets you apart ("the only", "first to", "market leader", "patented") or compare you directly with alternatives
- Specificity & proof points - measurable outcomes, customer counts, case studies, benchmarks, certifications, ratings on named review platforms, and time-bound promises such as "delivered within 24 hours". Prices and discounts do not count as proof
- Problem-solution framing - a named problem, your solution, and the outcome for the reader
- Social proof & trust signals - testimonials, customer reviews and ratings (including Review and AggregateRating markup), customer logos, awards, and case studies
- Authority & expertise signals - "featured in", certifications, accreditations, official partnerships, and your own research
- Positioning density - the share of sentences that carry a positioning signal (target: 15 to 40%)
Specificity & proof points is the scored check, on every page type; on articles and documentation it also counts specific facts such as figures with units and years. The other five read wording, and wording can mislead a rule, so they are beta checks: Glippy shows what they found, marked Beta and with a one-line reason, but they add or take away no points. Customer reviews, testimonials and comments count as social proof but never as the page's own claims. The checks read English, Dutch, German and French.
Why Positioning Matters for AI Search
When an AI engine recommends or compares brands, it leans on whatever differentiated, provable claims it can extract from your content. Pages full of generic marketing language give models nothing distinctive to cite, so your brand gets a bland summary or is skipped in favor of competitors with clearer positioning. Sharpening your differentiation, proof points, and social proof gives AI the specifics it needs to represent you accurately.
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