TiculaterecentcompOn track/nick/recentcompJSON
Nick

recentcomp

Citation-anchored valuation reports for luxury-asset lenders. Next.js app plus a comp-discovery engine spanning nine auction, dealer and marketplace sources, piloted with Luxury Asset Capital.

What is next
Walk LAC stakeholders through the shipped workspace and collect answers on RapNet access, asking-prices-in-the-math, and the TheRealReal contact
StatusOn track
Milestones
24/24
Updated1w ago
TargetNot set
overview

Where it stands

Why it exists

Lenders against luxury assets need defensible valuations fast. Comparable sales are scattered across auction archives, dealers and marketplaces, and most tooling produces numbers without receipts. recentcomp generates reports where every figure traces to a cited, timestamped comparable sale.

Who it is for

Luxury Asset Capital (LAC) is the pilot customer — loan officers and valuation analysts underwriting watches, handbags and cars. Built to generalize to other lending desks after the pilot.

What success looks like

LAC underwrites on recentcomp: reports move draft to approved inside the product, the team's verified-comp history compounds with use, and every valuation survives scrutiny — audit ledger, per-figure citations, 90-day reproducibility.

Being worked on

Cars & Bids and Fashionphile/Rebag adapters

LAC's top-ranked missing sources for cars and handbags (engine #22, #21)

latest

Latest updates

1w ago
LAC principal review (Rich): workflow reshaped around human comp selection

Rich reviewed the new features live. Photo identification impressed; three gaps drove immediate work. Shipped same day: a review-then-generate step (candidates surfaced for selection before any valuation exists), adjust-search-and-rerun on the same report, visible sort affordances on every column, and a query-hash fix. Filed to the engine: stricter watch matching (a 16610 search surfaced 16610LV Kermits and modern larger cases, issue 59), run-to-run consistency (photo-keyed caching defeats cache hits across reports, issue 60), and the requested WatchCharts market-value benchmark (issue 61, gated on API access).

lacfeedbackworkflow
Commit 3822f34Engine #59Engine #60Engine #61
3w ago
LAC August queries replayed: 5 of 7 failures now resolve, and the two brand-only searches are refused

Replayed all 15 August inputs with the original reference photos re-attached, against the engine after its #33 to #38 fixes plus query normalization on the recentcomp side. Hermès Kelly 32: 0 to 22 comps. Louboutin Cabata Mini: 0 to 19 comps, 3 realized. Pochette Accessoires: 18 to 37 comps with 14 realized TheRealReal sales. Rolex 126603: 5 to 26 comps, 7 exact photo matches. Rolex 116000: 2 to 176 realized sales. The two brand-only searches, one of which produced the 134-Rolex, $52,559 report, are now refused at intake. Still open: Chrome Hearts ring finds nothing (jewelry is not a category yet), and handbag photo tiers came back all variant with no exact matches on three runs, raised with the engine. The comp table now sinks unjudged comps and orders exact photo matches ahead of variants, with the engine note shown.

lacenginequality
Commit bc8583d
3w ago
LAC's August results reviewed: 7 of 18 reports failed, and the causes are now itemized

Root causes from the persisted report trails: TheRealReal never ran (missing Scrapfly key, now set), Sotheby's returns no hits on any sale, Christie's crawls one sale, long model strings defeat token matching, the match filter fails open under load (one report valued a watch at $52,559 against a reference-based $476,000), and the photo filter passed every colorway of a Fendi bag because it was told not to reject on color. Six engine issues filed (#33 to #38). On the recentcomp side, query normalization, brand-only refusal, honest failure copy and paste-a-URL comp entry shipped in commit 1255c61. LAC's failed Hermès Kelly query now returns 22 comps.

lacenginereliability
Commit 1255c61Engine #33 tiered visionEngine #36 blocked sourcesEngine #38 filter passthrough

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