Partner and Competitor Content Analytics

Partner and Competitor Content Analytics is an internal intelligence layer for understanding which content, partners and competitor patterns can turn EV traffic into demand. Unlike the sales dashboard, this work looks outward: public videos, partner offers, competitor catalogs, search visibility, editorial formats and marketplace positioning.

Content Performance

The YouTube metrics collector turns public counters into a time series for Shorts performance. It records channel videos, cumulative views, deltas, plateau candidates, possible second waves and report artifacts. This makes it possible to compare openings, detect videos with a long search tail and avoid re-upload decisions based only on one current view count.

Partner Offer Competition

The partner workflow analysis maps how dealers, resellers, marketplaces and import partners answer the same vehicle request. It separates closed and showcase modes, new and used car offers, minimum evidence for used vehicles, platform verification and the normalized client-facing offer.

Competitor Benchmarks

The competitive catalog audit compares EV databases, marketplaces, editorial sites, utility tools and traffic-to-lead importers. It identifies which patterns are worth copying, which page families create search value, and which guardrails prevent low-quality programmatic content.

Engineering Highlights

• Public YouTube metrics collection via API or flat fallback provider.
• SQLite time-series storage, JSON reports and Markdown summaries.
• Competitor archetype research and reusable query universe.
• Partner flowcharts that turn sales assumptions into process artifacts.
• Integration points for future content-to-demand and advisor telemetry.

Business Value

The module helps decide what to publish, which partner scenarios to support, what competitors are doing better, and where content produces real demand rather than vanity traffic. It is the research layer behind content factories, EV advisory funnels and partner marketplace strategy.