Marmalead is a real, long-standing Etsy keyword research tool built around search volume/engagement scoring, listing letter grades, and an AI shop coach — a solid, Etsy-native starting point. SellerSalt takes a different approach to the same underlying problem (which Etsy keywords are worth targeting): search demand sourced from Google Ads' own keyword planning data paired with real marketplace telemetry, a deterministic 13-tag synergy scorer instead of a letter grade, and the same research and opportunity model extended across eBay alongside Etsy — plus native AI-agent access via MCP for sellers who want to query their own data from Claude or Cursor directly.
SellerSalt vs. Marmalead: Forensic Comparison
| Evaluation Dimension | Marmalead | SellerSalt Enterprise |
|---|---|---|
| Marketplace Coverage | Etsy only, by design — a dedicated Etsy specialist tool since its earliest versions | Etsy and eBay in one workspace, with Shopify/WooCommerce store connections for listing management |
| Search Volume Source | Marmalead's own keyword engagement/volume metrics (per Marmalead's own published feature description) | Google Ads API keyword demand data paired with real-time marketplace autocomplete telemetry |
| Listing Scoring Model | Letter-grade SEO and Sales Factor scores (per Marmalead's own published feature description) | Deterministic 13-tag synergy scorer: character-limit optimization, semantic non-overlap, and Cassini relevance |
| AI Assistant Access | In-dashboard AI shop coach (per Marmalead's own published feature description) | In-dashboard SaltBot assistant, plus a native Model Context Protocol (MCP) server for Claude Desktop and Cursor |
| Cross-Marketplace Workspace | Etsy-only workspace — a separate tool needed for other channels | One workspace, one keyword/opportunity model across every connected marketplace |
Marmalead Earned Its Reputation — On Etsy Specifically
Two Different Answers to "What Should I Search For?"
Frequently Asked Questions
Can I switch from Marmalead to SellerSalt without losing my saved keyword research?
SellerSalt supports CSV import for saved keyword lists, so existing Marmalead research can be brought into SellerSalt's workspace rather than starting over.
Does SellerSalt have an AI assistant like Marmalead's AI Shop Coach?
Yes — SaltBot is SellerSalt's in-dashboard AI assistant, and it's paired with a native MCP server so power users can also query their own SellerSalt data directly from Claude Desktop or Cursor.
Published under the SellerSalt Commerce Research Guild · Zero-Fabrication Standard