Auto Dealers · Franchised and Multi-Brand · Visible across 4 LLMs

GEOLYZER models your dealership in the , captures the along the and makes measurable in ChatGPT, Perplexity, Google AI Mode and Claude.

GEO Engineering · Auto Retail

GEO engineering with measurable value for dealerships and dealer groups. GEOLYZER connects brand portfolio, model experience and service expertise so your dealership appears in AI answers about models, services and e-mobility consistently and credibly.

Buyer research 55%

of car buyers in 2026 use AI assistants in their model and dealer research before booking a test drive

Source · DAT Report 2026 · consumer study
Answer slots 2–4

dealers are named in a generative answer instead of a map list — visibility becomes a scarce surface

Source · VisibleIQ B2B AI Citation Study 2026 · 2,391 citations / 4 platforms
Citation bonus 3 ×

stronger correlation of brand mentions with AI visibility than classic backlinks — clear brand and performance specialization matters

Source · Princeton/Georgia Tech GEO Research 2024 · Ahrefs AI Citation Analysis 2026
Pre-buy 3–6mo

research phase for new and premium used cars — inspiration layer is decisive here

Source · ADAC Mobility Monitor Q1 2026
Case study · pilot data Q4 2025 → Q1 2026

Premium dealer southern Germany · Mention Rate from 8 % to 57 % in 90 days after initial modeling in the cluster 'BMW M-performance dealer Munich'.

Mention Rate · cluster 'M-performance dealer Munich'
Before 8 % After 57 %
Citation Rate · trade sources (AutoBild, AMS, ADAC)
Before 2 / 12 After 9 / 12
Persona coverage · performance + business leasing
Before 1 / 5 After 4 / 5
Top-3 rate · cluster answers
Before 0 / 12 After 8 / 12
Walk-ins have been declining for years, while prospects arrive with ever more concrete model configurations. GEOLYZER showed us: in performance-model research in ChatGPT, we barely showed up — the answer named two competitors. After 13 weeks we're the default recommendation in the cluster.
Managing director Premium franchised dealer Bavaria

// pilot data · values from the 90-day window after initial modeling. Cluster sample: 'M-performance dealer Munich' across 4 LLMs. Identification on request under NDA.

Updates · live

Product updates, research and industry signals from AI search.

Platform updates, research on AI research behavior and industry signals from the mobility market — focused on impact and feasibility.

KI-Systeme recherchieren auch bei deutschen Anfragen zu großen Teilen auf Englisch — lokale Marktführer verschwinden so aus den Antworten.

Analyse lesen →

Im Kundenportal stehen zwei neue Analyse-Ansichten bereit: der SEO-GEO-Quadrant und ein Seiten-Audit nach fünf Content-Faktoren.

Update lesen →

Das Portal zeigt jetzt eine E-E-A-T-Auswertung über vier Dimensionen und exportiert den Knowledge Graph als llms.txt, JSON-LD und Klartext.

Update lesen →
// pricing · transparent

Three plans, aligned with your maturity. Audit and workshop are free of charge. The initial modeling is transparently scoped in the workshop by brand and location depth — accountable, not flat-rate.

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How does your dealership appear in ChatGPT today?
In 7 days you'll know.

Free audit across 20+ persona prompts in ChatGPT, Perplexity, Google AI Mode and Claude. You see which dealers are named instead of yours, with what reasoning, and which clusters are missing in the Mobility Knowledge Graph. No credit card. Clear recommendation within 24-48 hours.

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Concise updates on AI visibility in the auto market, dealer cases and prioritized actions — curated, no sales pressure.

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