Acquisition position
Current all in cost
300.0 SEK
Current bid or estimate200.0 SEK
Modelled discount59.9%
Liquidity score80%
Gunnar Hansson · Ceramics and porcelain · Markus Auktioner
Acquisition position
Potential market value
Evidence strength
Market anomaly
Risk profile
Investigation rationale
Decision guardrails
Visual laboratory
Object record
Signerad. 38x28 cm.
Identity resolution
Ranked from independent evidence. Confirmation or rejection becomes controlled training data.
Visual 0% · Name 86% · Marks 25% · Material 40%
33% combined confidenceVisual 0% · Name 41% · Marks 25% · Material 40%
25% combined confidenceVisual 0% · Name 40% · Marks 25% · Material 40%
25% combined confidenceVisual 0% · Name 40% · Marks 25% · Material 40%
25% combined confidenceVisual 0% · Name 39% · Marks 25% · Material 40%
25% combined confidenceVisual 0% · Name 38% · Marks 25% · Material 40%
25% combined confidenceVisual 0% · Name 38% · Marks 25% · Material 40%
25% combined confidenceVisual 0% · Name 36% · Marks 25% · Material 40%
24% combined confidenceVisual 0% · Name 35% · Marks 25% · Material 40%
24% combined confidenceClosed deal feedback
Enter the verified hammer price after the auction closes. Only verified outcomes become calibration data.
Learning guardrail
Global research evidence
Edvard Munch (Norwegian, 1863-1944) printed by Lassally (German, late 19th-early 20th century)
0% similarityCheck object rights; API metadata is openArt Institute of ChicagoLouis H. Sullivan American, 1856-1924
0% similarityCheck object rights; API metadata is openArt Institute of ChicagoLan Ying (Chinese, 1585-c. 1664)
0% similarityCheck object rights; API metadata is openArt Institute of ChicagoGunnar Lundberg American, born Sweden, 20th century
0% similarityCheck object rights; API metadata is openArt Institute of ChicagoGerman or Austrian
0% similarityCheck object rights; API metadata is openArt Institute of ChicagoNairy Baghramian German, born Iran, 1971
0% similarityCheck object rights; API metadata is openArt Institute of ChicagoGunnar Lundberg American, born Sweden, 20th century
0% similarityCheck object rights; API metadata is openArt Institute of ChicagoGunnar Lundberg American, born Sweden, 20th century
0% similarityCheck object rights; API metadata is openArt Institute of ChicagoGunnar Lundberg American, born Sweden, 20th century
0% similarityCheck object rights; API metadata is openArt Institute of ChicagoCharles Green Shaw American, 1892–1974
0% similarityCheck object rights; API metadata is openArt Institute of ChicagoRoman
0% similarityCheck object rights; API metadata is openArt Institute of ChicagoUnknown Artist American, 20th century
0% similarityCheck object rights; API metadata is openComparable logic
| Comparable ID | Match | Price | Reasons |
|---|---|---|---|
| 2997 | 65% | 350.0 SEK | identity 100%, material 45%, size 62%, title 58%, factory marks 45% |
| 2366 | 64% | 300.0 SEK | identity 100%, material 45%, size 62%, title 53%, factory marks 45% |
| 4212 | 64% | 450.0 SEK | identity 100%, material 45%, size 62%, title 50%, factory marks 45% |
| 5665 | 61% | 400.0 SEK | identity 87%, material 45%, size 62%, title 57%, factory marks 45% |
| 14318 | 60% | 300.0 SEK | identity 87%, material 45%, size 62%, title 52%, factory marks 45% |
| 7843 | 60% | 300.0 SEK | identity 87%, material 45%, size 62%, title 52%, factory marks 45% |
| 7621 | 54% | 300.0 SEK | identity 67%, material 45%, size 62%, title 53%, factory marks 45% |
| 3812 | 54% | 876.0 SEK | identity 67%, material 45%, size 62%, title 47%, factory marks 45% |
Automatic signature module
The local engine detects and isolates candidate regions, searches the trusted mark library and runs conservative signature forensics. Optional AI interprets unreadable regions and creates research queries without changing the forensic verdict.
The module runs during normal analysis when a local image is available.
Marks laboratory
110 independent methods generate cleanup variants, stroke and symbol descriptors, library matches, trust controls and conflict warnings.
Signature forensics
This does not declare a signature genuine. It measures fit against a multi-source reference set, confusing signers and natural variation.
Run mark matching first, then compare the questioned signature against a sufficiently broad trusted reference set.