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Thought Leadership

Insights for the Infrastructure Era

Data-driven analysis on automotive marketing, dealer operations, and the structural shifts reshaping how dealerships grow.

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Evergreen · How to for dealers

AUTONOMi Playbooks

Step-by-step guides for the operational decisions dealers make every week — attribution, budget, AI-answer-engine visibility, BDC ops.

Playbook9 min
01Featured

How to Instrument AI Answer Engine Visibility for a Dealer Group

AI Overviews, ChatGPT Search and Perplexity now intercept research-phase queries that used to land on your VDP. You cannot optimize what you cannot measure — here is the instrumentation plan for a multi-rooftop group.

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Playbook
0210 min

How to Run a Weekly Multi-Channel Attribution Cadence Without Losing Cross-Channel Signal

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Playbook
0311 min

How to Rebuild a Broken BDC Callback Cadence in 14 Days

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Or skip the DIY

Don't want to run these playbooks yourself?

AUTONOMi executes every one of these operations for your dealer group — attribution cadence, LLMO instrumentation, BDC rebuild, budget reallocation — as a subscription. Same discipline, none of the ops load.

  • Playbooks work only when someone runs them every week. AUTONOMi never skips a Monday.
  • Every decision hash-chained through AXIOM. Full audit trail, not a black box.
  • Flat monthly fee. No agency % of spend. Cancel any time.
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