Lexus GS
Flagged undervalued because -9% vs 2-yr avg, -1% vs 3-yr trend, and asking +6% vs historic sold.
What It's Actually Worth
Blended value of a standard 18 yr, 67k mi example, ~$20.6K now. The green line weighs confirmed auction sales most heavily (the amber dots — what cars actually hammered for), blends in fast-selling "just-missed" listings, and lightly smooths out month-to-month composition noise.
Did our model work? 36% direction calls right
Each faint amber line is a forecast we would have made at that point in the past (12-mo horizon), drawn against what actually happened (blue). Over 22 scored forecasts: 36% got the direction right, median value error ±39%.
Walk-forward: each ghost uses only data available at that date — no hindsight. Data-backed market intelligence, not a guaranteed prediction. Figures are modeled estimates from asking prices, sold comps, and public economic indicators; they can be wrong. Not financial advice.
Auction Scorecard gavel in range 6 in 10
We replayed 63 past auctions in this market — predicting each hammer price from market data before the sale (no hindsight). Typical miss: ±40%; the gavel landed inside our predicted range 6 in 10 of the time, and we lean slightly low on average.
| Sold | Car | Our range | Hammer | |
|---|---|---|---|---|
| 2026-09-09 | 2016 · 63k mi | $11.5K–$30.6K | $54.0K | ✗ |
| 2026-09-02 | 2017 · 90k mi | $6.4K–$17.0K | $49.5K | ✗ |
| 2026-08-06 | 2006 · 48k mi | $8.2K–$21.9K | $16.8K | ✓ |
| 2026-07-16 | 2016 · 29k mi | $11.5K–$30.7K | $59.5K | ✗ |
| 2026-07-16 | 1998 · 47k mi | $8.5K–$22.5K | $13.0K | ✓ |
| 2026-06-22 | 1998 · 149k mi | $4.3K–$11.5K | $7.6K | ✓ |
| 2026-06-01 | 1999 · 78k mi | $9.3K–$24.8K | $12.2K | ✓ |
| 2026-06-01 | 1999 · 78k mi | $7.3K–$26.4K | $12.2K | ✓ |
Live now — calling it before the gavel
We're currently tracking 8 open auctions in this market. Here's our predicted hammer range for each — check back after they close.
| Closes | Car | Source | Our predicted range |
|---|---|---|---|
| open | 2016 · 118k mi | ebay | $3.6K–$13.2K ($6.9K) |
| open | 2006 · 58k mi | ebay | $9.7K–$35.1K ($18.4K) |
| open | 2008 · 93k mi | ebay | $5.1K–$18.1K ($9.6K) |
| open | 1994 · 69k mi | ebay | $10.4K–$37.5K ($19.8K) |
| open | 1998 · 103k mi | classic | $4.4K–$15.7K ($8.3K) |
| open | 2001 · 120k mi | classic | $4.0K–$14.3K ($7.5K) |
| open | 2000 · 180k mi | classic | $4.3K–$14.9K ($8.0K) |
| open | 2016 · 118k mi | ebay | $4.1K–$14.0K ($7.5K) |
No-lookahead: predictions are made before each auction closes; the scorecard grades confirmed sold auctions only (no-sales excluded). A modeled estimate, not a guarantee. Data-backed market intelligence, not a guaranteed prediction. Figures are modeled estimates from asking prices, sold comps, and public economic indicators; they can be wrong. Not financial advice.
Where We Think It's Headed
Probability and range, not a single number. Wider = less certain (not bigger gains).
| Horizon | Direction | Probability | Confidence | Past accuracy |
|---|---|---|---|---|
| 6 mo | UP | 49% | Low | 54% |
| 12 mo | UP | 50% | Low | 36% |
| 24 mo | UP | 51% | Low | 30% |
Data-backed market intelligence, not a guaranteed prediction. Figures are modeled estimates from asking prices, sold comps, and public economic indicators; they can be wrong. Not financial advice.
Lead Indicator Forecast
Some indicators move before this market does. Case-Shiller National Home Price has historically led it by about 23 months — so its recent move implies where prices head next (dashed). The solid green line is actual value through today; the shaded path is what the lead implies.
Crystal Ball — What Leading Indicators Signal
Distinct from the trend forecast above: this blends all 8 leading indicators (each at its own lead time, de-duplicated so correlated ones don't double-count) into one signal. Leading indicators are collectively signaling lower over the next ~12 months (high conviction — 75% of weighted drivers agree), driven mainly by Trade-Weighted Dollar Index and Gold (futures), though PCE Price Index points the other way.
Are the indicators agreeing?
Each bar is one driver's current push; longer = more weight. All one side = high conviction; split = low.
If You’d Bought in 2021
$100K invested 2021-07 → today (5.2 yrs), this car vs where else you could've put the money. Rebased to 100 at the start; the dashed line is inflation (break-even).
What This Market Follows
Specialty-car prices don't move in a vacuum. These economic indicators have historically led this market — tap one to see it shifted forward by its lead time, overlaid on the value line.
Case-Shiller National Home Price leads by about 23 months (moves against this market, correlation 0.76). Shown shifted forward 23 months so its turns line up with the market's.
Why We Think This
Current Inventory Snapshot
Comparable Markets
| Market | Undervaluation | Appreciation | Liquidity |
|---|---|---|---|
| Aston Martin DB4 | 61 | 48 | 63 |
| Aston Martin DB5 | 16 | 50 | — |
| Bentley Continental (S1, S2, S3) | 53 | 38 | 61 |
| Buick Riviera | 60 | 43 | 49 |
| Mercedes-Benz CL-Class | 49 | 50 | 35 |
| Mercedes-Benz CLK-Class | 56 | 39 | 40 |
Recent Signals & Alerts
- vin returned higher VIN relisted +$3,698 vs prior
- vin returned lower VIN relisted $-4,211 vs prior
- undisclosed title change VIN previously reported non-clean now listed clean/undisclosed
- price jump Median asking moved sharply (z=26.7)
- vin returned lower VIN relisted $-2,559 vs prior
- vin returned higher VIN relisted +$4,081 vs prior
Data-backed market intelligence, not a guaranteed prediction. Figures are modeled estimates from asking prices, sold comps, and public economic indicators; they can be wrong. Not financial advice.