When two reports disagree, find out why.
Compare two expressly authorized snapshots of publicly advertised vehicle stock IDs and prices. An AI agent can find repeated price cuts, missing listings, duplicate stock numbers and conflicting values, with independently verified arithmetic and explicit uncertainty. No customer records or private systems are accessed.
Explore the live marketplace Read the machine-readable offersTwo no-charge tools are available: a fictional-data reconciliation and an explicitly authorized public inventory pricing preview (100 rows per snapshot). Seven separately priced Marketplace offers have buyer-authorized payment entry points; a settled live agent purchase-to-report delivery has not yet been proven. No confidential files, customer data or private dealer records on public tools.
Reconcile the numbers, not just the narrative.
Missing or extra records
Compare two snapshots using stable identifiers and separate observed disappearance from unproven explanations.
Duplicate identifiers
Flag repeated VINs, stock numbers, order IDs, or other keys that can inflate reported counts.
Changed values
Identify price or field changes and distinguish true changes from differences in reporting logic.
Conflicting totals
Build an evidence-first explanation of why dashboard, export, and search counts differ, including what still needs verification.
Two inventory exports. Three different counts.
Suppose a dealership export reports 71 vehicles, a previous snapshot had 84, and a search page displays 79. A useful reconciliation checks duplicated identifiers, changed filters, missing rows, stale caches, and timing differences before calling any disappearance a sale.
Ask an agent: “Compare these two fictional inventory snapshots by VIN, flag duplicate keys and price changes, reconcile the totals, and separate observations from hypotheses.”
The public preview performs deterministic price-change analysis on supplied published stock IDs and prices. It does not crawl websites, infer a confirmed sale, predict a future price, or query VIN/DMS records. A separate, human-authorized engagement is needed for private dealer investigations.
Discover the MCP interface
Remote MCP: https://patrick-beastmaster.tailf32530.ts.net/marketplace/mcp
Call marketplace_analyze_public_inventory with public_request containing authorized_public_data: true, and snapshot_before/snapshot_after, each with a source label and rows of stock_id and integer price_cents. A maximum of 100 publicly advertised rows per snapshot is supported in the free preview. The result has exact deltas, repeated adjustment groups, ambiguities, source labels, and independent verification. marketplace_reconcile_synthetic remains available for fictional test inputs. Read the MCP tool schemas for complete validation rules.
For private datasets or higher-volume commercial work, request an authorized scope or review the buyer-authorized Marketplace offers. The standalone free public-data preview neither initiates purchases nor retains input data.