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Guide 6 of 7

How Auto-Linking Works

The AI that connects your cards to purchases, sales, and grading

The Big Idea

  • CardZen's auto-link engine connects cards to their purchase, sale, and grading records automatically
  • Instead of manually linking every card, AI suggests matches and you confirm with one tap
  • The system uses three tiers of matching, from exact matches to intelligent fuzzy scoring

Tier 1: Deterministic Matches (Exact)

  • Cert Number → Grading: When you photograph a graded slab, AI reads the certification number. If that cert number exists in one of your grading submissions, it's auto-linked with 100% confidence.
  • eBay Item ID → Sales: If a card's eBay item ID matches a sale record, it's auto-linked with 100% confidence.
  • These run automatically during card capture — no action needed.

Tier 2: Batch Context Matches

  • When a batch is linked to a purchase (created via the purchase placeholder pipeline), the system knows which purchase these cards belong to
  • Single card in batch + single item purchase = auto-linked (100% confidence)
  • Multiple cards: Fuzzy matching compares card details against the purchase title
  • This is why importing purchases first, then capturing into purchase-linked batches, gives the best results

Tier 3: Fuzzy Matching (AI-Scored)

When you open a batch for review, the auto-link engine runs a sweep across all cards. It compares each card against your recent purchases, unlinked grading cards, and unlinked sales.

Composite scoring considers:

  • Card name vs purchase title (30% weight)
  • Set name overlap (25% weight)
  • Year match (15% weight)
  • Date proximity — purchases close to batch creation date score higher (15% weight)
  • Quantity match — purchase quantity similar to batch size (15% weight)
  • Bonus: seller name appears in batch name (+20%), eBay source match (+10%)

Confidence Levels

  • Suggestions above 80% confidence show as "auto-linked" (green)
  • Suggestions between 50-80% show as "suggested" (amber)
  • Below 50% are not shown

What You See in the UI

Link Summary Bar (top of batch review)

  • Shows "15/20 linked" with a progress bar
  • Filter chips: Linked | Has Suggestions | Needs Linking
  • Each card in the list has a colored dot: green, amber, or gray

Per-Card Link Section

  • Green dot = confirmed link (purchase, grading, or sale)
  • Amber dot = suggestion waiting for your confirmation
  • Actions: Accept (checkmark), Change (see alternatives), Dismiss (X)
  • "+ Add" button for manual search when AI doesn't find a match

Confirm All Button

  • One-click button in the batch review header
  • Accepts all high-confidence (80%+) suggestions across the entire batch
  • Shows a summary: "12 links confirmed (8 purchases, 3 sales, 1 grading)"

Reverse Matching (Purchase → Cards)

  • Open any purchase and look for the "Suggested Cards" section
  • Shows unlinked cards that fuzzy-match the purchase
  • Accept or dismiss from the purchase side

Both directions work

  • Card → Purchase: "This card looks like it belongs to this purchase" (in batch review)
  • Purchase → Card: "This purchase might contain this card" (in purchase workspace)
  • You can confirm from either direction — the link is the same

Tips for best auto-link results

  • Name your batches after sellers (e.g., "stevebcards March haul") — the seller name matching gives a 20% score boost
  • Import purchases before capturing cards when possible — Tier 2 context matching is the most accurate
  • Don't stress about linking everything — unlinked cards are still fully functional for inventory and listing
  • Use the "Needs Linking" filter to focus on cards that need attention