Each comparison card shows the field name, the original feed content, and the LLM-enhanced version, tagged by impact area: Content, Classification, or Attributes.
Supported attributes include title, description, Google product category, product type, color, and product highlight. Only fields where the enhanced value differs from the original are stored and displayed, so every card represents a real improvement.
Smarter product data: LLM enrichment you can review field by field
Booncy applies large language models to improve catalog quality at scale. Titles, descriptions, Google product categories, product types, colors, and highlights are rewritten for clarity, relevance, and Shopping performance. Every change is tracked and surfaced in the dashboard as a side-by-side comparison.
From raw feed to optimized catalog
The enrichment pipeline starts with your Merchant Center feed. An LLM-powered process proposes improved values for key attributes, then stores paired before/after samples that advertisers can inspect in the AI Content Enhancement section of the dashboard.
- Side-by-side before/after cards for title, description, category, product type, color, and highlights
- Impact tags (Content, Classification, Attributes) to group improvements by business area
- Structured compare CSV import with schema validation and de-duplication
- Curated dashboard grid showing a balanced sample across field types
- Powered by Gemini (google-genai) as part of Booncy's operational feed quality workflow
Better product data means better visibility: enrichment you can audit, not a black box.
Results are imported via a structured compare CSV and validated against a fixed schema before they reach the dashboard. Samples are capped and curated to show a balanced mix of field types, so advertisers see improvements across content, taxonomy, and attributes in a single view. The same enrichment logic is used internally to raise feed quality before campaigns go live, powered by Gemini through the Google GenAI stack.
Request more information
Have questions about this resource? Fill out the form and the Booncy team will get back to you shortly.
You might also like
CPA uplift: how raising commission unlocks Google Shopping scale
Why a higher CPA% to your CSS is not just an acquisition cost hike: it buys auction capacity, incremental GMV and, inside the right range, higher merchant net.
AI Advertiser Dashboard
Discover how Booncy's AI-powered dashboard gives advertisers a 360° view of performance, with granular analytics, CPA forecasting, feed quality scoring, and AI-driven catalog optimization.
EU duties go-live: how Booncy absorbed the €3 tariff shock
What happened to Booncy Google Shopping performance in the hours before and after the EU €3 flat duty on low-value extra-EU parcels, and how hourly campaign governance turned panic into a controlled landing.
Google Ads budget & bidding changes (August 2026)
From 17 August 2026, Google Ads updates how target-based bid strategies behave on budget-limited campaigns. Understand the impact on Target CPA and Target ROAS, and how to prepare with the Bid Target Adjustment Tool.
Booncy CSS Media Kit 2026
Company overview for Booncy SRL, Google CSS Premium Partner since 2018: what we offer, how the CSS model works, network reach, case studies, and why advertisers choose us.
Want to learn more?
Contact us to discover how we can improve your store's visibility and maximize profits across your sales channels.