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Siftly Shopping dashboard: headline metrics, cited content, and data quality

Overview

The dashboard is your starting point each time you log in. It summarizes how your products are showing up in AI shopping answers, surfaces the content AI is already citing, and flags data worth cleaning up, each with a change versus the previous period.

Headline metrics

MetricWhat it tells you
AppearancesHow often your products showed up as tiles across tracked prompts
ReliabilityThe share of responses where your brand appeared at least once
Top-3 rankThe share of responses where your product placed in the first three tiles
Relative Price IndexHow your pricing compares to the competitive average
Content performanceHow the content you’ve published is performing in AI answers
For precise definitions, see What is Share of Shelf?.

Cited content

The dashboard highlights your own pages that AI shopping engines have recently cited, a quick read on which content is earning its place on the shelf. Dig deeper on the Citations page.

Data quality

Siftly flags items it couldn’t confidently match: products or brands seen in AI answers that don’t line up with your catalog. Resolving these keeps your metrics accurate. Each item links into Conversations so you can see the context.
If you’ve just onboarded, some cards will be empty until your first analysis completes. Newly tracked products also spend their first 14 days in a warm-up cohort before counting toward headline Share of Shelf.

Where to go next

Visibility & Share of Shelf

Track shelf share and competitive position over time.

Citations

See which sources AI engines cite in your market.

Products & readiness

Find untapped products to prioritize.

Conversations

Read the prompts and responses behind your metrics.