Core product scope conflicts
Surfaces describe inconsistent capability boundaries.
INTERACTIVE REPORT SAMPLE
DEMO / NOT A REAL BRAND DIAGNOSTIC
Northstar Precision
Defined-market GEO diagnostic · sample report
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Demo data: Northstar Precision is fictional. Scores, platform results, dates and recommendations demonstrate report structure only and do not represent real platform performance.
01
EXECUTIVE SUMMARY
The brand is recognized on some surfaces, but its evidence network is fragile.
The demo baseline suggests inconsistent shortlisting on high-intent questions, platform disagreement about core product scope and weak independent evidence. Priority should go to entity facts, answer-ready product blocks and third-party proof—not bulk generic content.
Recommendations depend on owned sources
Independent trade evidence is not yet connected.
Action paths are accurate
Official contact and inquiry paths provide a usable base.
02
READINESS LAYERS
Site foundations and GEO readiness are scored separately
72/100
SEO FOUNDATION
Search and crawl foundation
Indexing is workable; Simplified Chinese and English entity structures need attention.
63/100
GEO READINESS
Verständlich und zitierfähig
Product facts exist but lack self-contained answer blocks and independent proof.
03
OBSERVED VISIBILITY
Platform results remain separate—denominators are never blended
| PLATFORM | Unaided mention | Cited after mention | Recommendation | Coverage |
|---|---|---|---|---|
| ChatGPT | 4 / 12 | 3 / 4 | 3 / 8 | 12 / 12 |
| Gemini | 6 / 12 | 4 / 6 | 4 / 8 | 12 / 12 |
| Perplexity | 2 / 12 | 2 / 2 | 1 / 8 | 12 / 12 |
Demo definition: cited-after-mention uses valid brand-mention runs as its denominator. Platform samples are not combined into a 36-run master rate.
04
PRIORITY FINDINGS
From evidence to action
FOUNDATION · HIGH
0—30DUnify product entity definitions across market sites
Market sites use inconsistent product taxonomies, creating entity-mixing risk.
GEO · HIGH
0—45DTurn core capabilities into citable answer blocks
Add scope, limitations, data and sources so answers can be extracted independently.
AUTHORITY · MEDIUM
30—90DBuild independent trade evidence
Prioritize verifiable entity links through associations, customer cases and technical media.
05
90-DAY ROADMAP
Three-stage implementation roadmap
Foundation repair
Entity facts, Simplified Chinese and English structure, and critical action paths.
Evidence building
Answer-ready pages, cases, data and independent sources.
Panel retest
Retest the frozen panel and compare directional platform change.
NEXT STEP
Define diagnostic scope ↗