長期 AI 決策評測

TCG-Bench

AI 能經營一家獲利的卡牌店嗎?

POKÉMON · MAGIC · YU-GI-OH! · GUNDAM
基準試驗
365 日
起始資金
$100,000
完整年度執行
1

TCG-Bench 讓 AI 管理模擬卡牌店的採購、定價、庫存與現金流。長期測試評量模型能否持續作出合理決策,在成本、交付延誤及市場變化中經營店舖。

一個分數:期末現金 + 庫存價值。每次測試從 $100,000 開始,分數越高越好。目前基準為 GPT-OSS 20B 搭配規劃工具的一次經重播驗證的完整 365 日模擬。

365 日基準測試

GPT-OSS 20B

搭配規劃工具 · Mac mini · 一次完整年度執行

365 / 365 日 · 重播驗證通過
期末分數 · 總資產US$165,641.50

分數 = 現金 + 庫存價值

期末現金
US$156,949.92
期末庫存價值
US$8,691.58

較 $100,000 起始資金增加 US$65,641.50(+65.64%)。

庫存按扣除銷售成本後的模擬清算價值計算。

365 日現金與庫存變化

GPT-OSS 20B + 規劃工具 · 每日結算記錄

模擬日(每日結算)

銀行餘額庫存價值分數(現金 + 庫存)

分數 = 現金 + 庫存清算價值(扣除銷售成本)。起始資金包含開店庫存。圖表顯示每日結算值,從第 1 日開始。

查看每日數據表
日銀行餘額庫存價值分數(現金 + 庫存)
1US$60,476.68US$15,919.59US$76,396.27
2US$61,510.49US$15,577.41US$77,087.90
3US$63,425.38US$15,372.04US$78,797.42
4US$65,060.84US$15,579.94US$80,640.78
5US$66,819.26US$15,228.58US$82,047.84
6US$69,139.11US$15,273.88US$84,412.99
7US$71,337.79US$14,886.11US$86,223.90
8US$73,056.53US$14,479.70US$87,536.23
9US$74,337.14US$14,175.15US$88,512.29
10US$76,429.19US$13,721.65US$90,150.84
11US$78,520.99US$13,229.86US$91,750.85
12US$79,614.97US$13,057.40US$92,672.37
13US$80,842.09US$12,813.57US$93,655.66
14US$82,220.84US$12,484.61US$94,705.45
15US$82,966.00US$12,275.32US$95,241.32
16US$84,258.24US$12,184.71US$96,442.95
17US$86,250.64US$11,709.83US$97,960.47
18US$87,147.74US$11,830.75US$98,978.49
19US$87,761.84US$11,706.66US$99,468.50
20US$89,517.82US$10,757.10US$100,274.92
21US$90,262.39US$10,475.21US$100,737.60
22US$91,607.87US$10,106.32US$101,714.19
23US$91,962.43US$9,735.72US$101,698.15
24US$92,488.87US$9,486.76US$101,975.63
25US$93,049.63US$9,424.89US$102,474.52
26US$89,848.29US$9,214.08US$99,062.37
27US$90,241.29US$9,406.79US$99,648.08
28US$90,404.35US$9,190.71US$99,595.06
29US$90,859.36US$8,854.51US$99,713.87
30US$91,143.58US$8,851.41US$99,994.99
31US$91,311.05US$9,098.18US$100,409.23
32US$91,766.19US$9,114.33US$100,880.52
33US$92,033.43US$9,330.98US$101,364.41
34US$92,688.17US$8,779.70US$101,467.87
35US$93,183.48US$8,575.86US$101,759.34
36US$93,531.50US$8,390.33US$101,921.83
37US$93,911.55US$8,458.19US$102,369.74
38US$94,323.31US$8,475.85US$102,799.16
39US$94,239.95US$8,406.64US$102,646.59
40US$94,775.67US$8,460.86US$103,236.53
41US$95,627.40US$7,935.75US$103,563.15
42US$95,905.22US$7,856.55US$103,761.77
43US$96,539.78US$8,667.45US$105,207.23
44US$96,780.05US$8,513.12US$105,293.17
45US$96,915.07US$8,169.26US$105,084.33
46US$97,196.22US$8,777.59US$105,973.81
47US$97,601.19US$9,146.51US$106,747.70
48US$98,326.94US$9,009.09US$107,336.03
49US$98,682.31US$9,440.93US$108,123.24
50US$98,927.29US$9,365.64US$108,292.93
51US$99,238.54US$8,701.51US$107,940.05
52US$99,493.56US$8,643.61US$108,137.17
53US$100,255.35US$9,209.97US$109,465.32
54US$100,709.78US$8,482.95US$109,192.73
55US$101,115.70US$8,700.27US$109,815.97
56US$102,345.07US$8,517.47US$110,862.54
57US$97,529.28US$8,394.44US$105,923.72
58US$97,657.56US$8,284.95US$105,942.51
59US$97,945.26US$8,296.54US$106,241.80
60US$98,391.73US$7,499.27US$105,891.00
61US$98,707.69US$8,317.34US$107,025.03
62US$99,372.96US$8,284.05US$107,657.01
63US$98,936.53US$7,213.70US$106,150.23
64US$99,088.33US$7,248.88US$106,337.21
65US$99,400.29US$8,779.10US$108,179.39
66US$99,510.79US$9,279.52US$108,790.31
67US$99,765.06US$8,839.74US$108,604.80
68US$100,114.43US$8,714.64US$108,829.07
69US$100,350.12US$9,637.90US$109,988.02
70US$101,201.90US$9,181.34US$110,383.24
71US$101,795.45US$9,215.74US$111,011.19
72US$101,917.00US$9,407.36US$111,324.36
73US$102,221.01US$9,103.78US$111,324.79
74US$102,334.13US$9,153.90US$111,488.03
75US$102,803.02US$9,016.90US$111,819.92
76US$103,085.91US$8,746.78US$111,832.69
77US$103,409.26US$8,478.13US$111,887.39
78US$103,863.27US$9,482.85US$113,346.12
79US$105,117.19US$8,859.23US$113,976.42
80US$105,520.99US$8,491.26US$114,012.25
81US$105,634.22US$8,130.07US$113,764.29
82US$106,364.89US$8,089.98US$114,454.87
83US$106,721.64US$8,259.44US$114,981.08
84US$106,997.03US$8,194.59US$115,191.62
85US$107,087.45US$8,769.53US$115,856.98
86US$107,357.24US$9,030.17US$116,387.41
87US$102,800.99US$8,748.70US$111,549.69
88US$103,072.99US$8,140.25US$111,213.24
89US$103,599.42US$8,152.25US$111,751.67
90US$104,160.27US$8,929.53US$113,089.80
91US$103,971.89US$8,282.87US$112,254.76
92US$104,216.40US$8,362.99US$112,579.39
93US$104,731.66US$8,559.90US$113,291.56
94US$105,503.99US$7,933.19US$113,437.18
95US$105,651.06US$8,144.50US$113,795.56
96US$105,869.68US$9,302.47US$115,172.15
97US$106,422.62US$8,566.71US$114,989.33
98US$106,629.15US$9,045.12US$115,674.27
99US$106,870.06US$9,778.79US$116,648.85
100US$107,106.32US$9,513.90US$116,620.22
101US$107,678.72US$9,271.62US$116,950.34
102US$108,449.56US$9,077.42US$117,526.98
103US$108,959.93US$8,546.02US$117,505.95
104US$108,877.13US$8,367.84US$117,244.97
105US$109,273.07US$8,671.12US$117,944.19
106US$109,768.00US$9,162.09US$118,930.09
107US$110,015.36US$8,530.11US$118,545.47
108US$110,320.25US$8,379.28US$118,699.53
109US$110,814.17US$8,754.22US$119,568.39
110US$111,122.29US$9,098.45US$120,220.74
111US$111,508.41US$9,582.40US$121,090.81
112US$111,900.14US$9,274.06US$121,174.20
113US$112,283.83US$8,832.87US$121,116.70
114US$112,109.39US$8,711.82US$120,821.21
115US$112,566.19US$9,354.42US$121,920.61
116US$113,212.17US$9,337.32US$122,549.49
117US$114,057.99US$9,235.32US$123,293.31
118US$109,597.89US$8,288.82US$117,886.71
119US$109,660.64US$8,416.98US$118,077.62
120US$109,991.94US$9,333.44US$119,325.38
121US$110,931.65US$9,836.88US$120,768.53
122US$111,466.28US$9,482.51US$120,948.79
123US$111,776.62US$9,311.96US$121,088.58
124US$112,037.53US$9,380.50US$121,418.03
125US$112,205.24US$9,124.88US$121,330.12
126US$112,530.45US$9,172.14US$121,702.59
127US$112,868.66US$9,515.79US$122,384.45
128US$113,022.18US$9,379.49US$122,401.67
129US$114,244.61US$8,772.23US$123,016.84
130US$114,514.38US$8,897.97US$123,412.35
131US$114,831.63US$8,618.64US$123,450.27
132US$115,203.32US$7,961.27US$123,164.59
133US$115,735.34US$7,984.00US$123,719.34
134US$115,987.59US$8,432.58US$124,420.17
135US$116,213.52US$8,335.66US$124,549.18
136US$116,438.17US$8,294.95US$124,733.12
137US$116,769.10US$7,069.45US$123,838.55
138US$116,885.50US$8,470.21US$125,355.71
139US$117,396.07US$8,003.14US$125,399.21
140US$117,423.91US$7,747.63US$125,171.54
141US$117,255.17US$7,608.07US$124,863.24
142US$117,756.10US$9,225.02US$126,981.12
143US$117,974.22US$10,138.86US$128,113.08
144US$118,105.78US$9,721.74US$127,827.52
145US$118,505.19US$9,432.20US$127,937.39
146US$119,292.96US$9,326.10US$128,619.06
147US$119,598.08US$9,280.47US$128,878.55
148US$120,390.86US$9,014.57US$129,405.43
149US$115,643.72US$8,792.59US$124,436.31
150US$116,045.36US$10,283.88US$126,329.24
151US$116,545.31US$10,286.27US$126,831.58
152US$116,750.08US$10,244.63US$126,994.71
153US$117,293.16US$10,156.14US$127,449.30
154US$117,866.45US$9,475.29US$127,341.74
155US$118,416.27US$9,422.08US$127,838.35
156US$118,903.77US$9,503.39US$128,407.16
157US$119,255.03US$9,660.24US$128,915.27
158US$119,663.39US$9,325.00US$128,988.39
159US$120,203.90US$8,284.72US$128,488.62
160US$120,351.83US$8,676.89US$129,028.72
161US$120,607.26US$9,785.38US$130,392.64
162US$121,216.57US$10,064.53US$131,281.10
163US$121,787.44US$9,506.47US$131,293.91
164US$122,250.55US$8,859.73US$131,110.28
165US$122,524.26US$8,461.13US$130,985.39
166US$122,519.48US$8,235.89US$130,755.37
167US$122,997.70US$8,558.16US$131,555.86
168US$123,045.89US$9,006.08US$132,051.97
169US$123,261.92US$9,194.22US$132,456.14
170US$123,754.92US$9,356.35US$133,111.27
171US$124,223.33US$9,136.72US$133,360.05
172US$124,370.24US$8,861.33US$133,231.57
173US$124,856.35US$9,560.88US$134,417.23
174US$125,579.20US$9,810.87US$135,390.07
175US$125,519.84US$9,116.08US$134,635.92
176US$125,570.18US$8,921.49US$134,491.67
177US$120,752.43US$9,889.67US$130,642.10
178US$121,196.19US$10,381.61US$131,577.80
179US$122,269.65US$9,946.10US$132,215.75
180US$122,666.00US$9,782.36US$132,448.36
181US$122,953.80US$9,212.69US$132,166.49
182US$123,135.58US$9,243.68US$132,379.26
183US$123,560.82US$9,154.56US$132,715.38
184US$123,550.39US$8,738.62US$132,289.01
185US$124,112.27US$8,778.95US$132,891.22
186US$124,393.03US$9,347.49US$133,740.52
187US$124,571.50US$9,699.63US$134,271.13
188US$124,854.87US$9,669.00US$134,523.87
189US$125,097.97US$9,390.77US$134,488.74
190US$125,191.84US$9,634.96US$134,826.80
191US$125,532.55US$9,960.39US$135,492.94
192US$125,958.38US$10,027.03US$135,985.41
193US$126,651.19US$9,567.81US$136,219.00
194US$126,982.09US$9,699.15US$136,681.24
195US$127,618.25US$9,204.48US$136,822.73
196US$128,650.97US$8,275.97US$136,926.94
197US$128,916.96US$8,674.12US$137,591.08
198US$129,105.45US$8,597.91US$137,703.36
199US$129,817.84US$7,842.87US$137,660.71
200US$129,987.84US$8,171.32US$138,159.16
201US$129,967.19US$8,337.44US$138,304.63
202US$129,965.84US$8,236.67US$138,202.51
203US$130,437.86US$8,440.00US$138,877.86
204US$130,838.24US$8,752.65US$139,590.89
205US$130,501.22US$8,554.25US$139,055.47
206US$130,562.62US$8,857.56US$139,420.18
207US$130,907.86US$9,363.04US$140,270.90
208US$126,052.98US$9,575.65US$135,628.63
209US$126,359.36US$10,030.23US$136,389.59
210US$126,513.26US$9,995.85US$136,509.11
211US$126,722.88US$10,034.92US$136,757.80
212US$126,811.89US$10,939.92US$137,751.81
213US$127,643.01US$10,448.94US$138,091.95
214US$128,026.94US$9,740.54US$137,767.48
215US$128,055.55US$9,655.63US$137,711.18
216US$128,515.19US$9,845.46US$138,360.65
217US$128,503.35US$10,051.39US$138,554.74
218US$128,791.65US$9,843.53US$138,635.18
219US$128,914.29US$10,428.69US$139,342.98
220US$129,173.65US$10,688.85US$139,862.50
221US$129,861.51US$9,870.13US$139,731.64
222US$130,610.37US$9,734.48US$140,344.85
223US$130,262.24US$10,011.44US$140,273.68
224US$130,572.36US$10,179.35US$140,751.71
225US$130,905.01US$10,615.94US$141,520.95
226US$131,294.38US$10,919.60US$142,213.98
227US$131,552.24US$10,783.74US$142,335.98
228US$131,702.52US$10,884.46US$142,586.98
229US$132,129.28US$10,970.51US$143,099.79
230US$132,817.50US$10,845.05US$143,662.55
231US$132,730.22US$10,799.23US$143,529.45
232US$133,070.70US$10,865.12US$143,935.82
233US$133,504.13US$10,655.21US$144,159.34
234US$133,721.51US$10,944.93US$144,666.44
235US$133,950.53US$11,295.59US$145,246.12
236US$134,386.62US$11,194.96US$145,581.58
237US$134,815.83US$11,097.64US$145,913.47
238US$130,130.25US$11,499.90US$141,630.15
239US$130,777.73US$10,719.13US$141,496.86
240US$131,265.96US$10,081.36US$141,347.32
241US$132,099.57US$9,894.98US$141,994.55
242US$132,350.16US$10,011.83US$142,361.99
243US$132,548.51US$9,809.20US$142,357.71
244US$132,725.67US$9,613.27US$142,338.94
245US$132,856.81US$10,373.92US$143,230.73
246US$132,861.18US$10,227.05US$143,088.23
247US$133,008.73US$10,258.76US$143,267.49
248US$133,448.56US$11,232.25US$144,680.81
249US$133,710.57US$11,044.44US$144,755.01
250US$134,135.43US$10,978.31US$145,113.74
251US$134,550.55US$10,988.93US$145,539.48
252US$134,554.59US$11,069.88US$145,624.47
253US$134,753.72US$11,077.14US$145,830.86
254US$134,922.46US$10,706.78US$145,629.24
255US$135,320.78US$11,055.54US$146,376.32
256US$135,750.34US$11,666.99US$147,417.33
257US$136,043.71US$11,476.73US$147,520.44
258US$136,272.97US$11,207.73US$147,480.70
259US$137,084.20US$10,567.22US$147,651.42
260US$137,544.34US$10,405.85US$147,950.19
261US$137,774.37US$10,533.04US$148,307.41
262US$138,098.89US$11,161.13US$149,260.02
263US$138,345.81US$10,508.48US$148,854.29
264US$138,565.83US$10,313.80US$148,879.63
265US$139,028.99US$11,124.63US$150,153.62
266US$139,338.29US$10,762.82US$150,101.11
267US$140,277.75US$10,989.59US$151,267.34
268US$140,012.99US$11,734.50US$151,747.49
269US$134,960.80US$11,489.62US$146,450.42
270US$135,180.33US$11,207.54US$146,387.87
271US$135,425.29US$10,976.57US$146,401.86
272US$135,671.86US$11,174.82US$146,846.68
273US$136,245.09US$11,168.16US$147,413.25
274US$136,865.88US$10,678.30US$147,544.18
275US$136,961.42US$10,769.53US$147,730.95
276US$137,015.85US$11,508.38US$148,524.23
277US$137,578.05US$11,193.73US$148,771.78
278US$138,157.89US$10,802.22US$148,960.11
279US$138,402.47US$11,060.48US$149,462.95
280US$138,894.44US$11,136.87US$150,031.31
281US$139,416.01US$11,030.23US$150,446.24
282US$139,759.80US$10,596.07US$150,355.87
283US$139,960.92US$10,185.74US$150,146.66
284US$140,112.91US$10,377.63US$150,490.54
285US$140,433.97US$10,656.52US$151,090.49
286US$140,682.35US$10,177.02US$150,859.37
287US$140,628.86US$10,305.50US$150,934.36
288US$141,184.19US$11,008.93US$152,193.12
289US$141,309.49US$11,381.34US$152,690.83
290US$141,418.33US$10,740.08US$152,158.41
291US$141,527.01US$10,933.05US$152,460.06
292US$141,925.79US$11,372.63US$153,298.42
293US$142,114.01US$11,230.79US$153,344.80
294US$142,489.68US$11,301.85US$153,791.53
295US$142,626.34US$11,522.51US$154,148.85
296US$142,089.70US$11,685.72US$153,775.42
297US$142,581.24US$12,209.18US$154,790.42
298US$143,163.86US$12,829.29US$155,993.15
299US$138,496.02US$12,097.51US$150,593.53
300US$138,612.43US$12,188.95US$150,801.38
301US$138,964.42US$12,342.49US$151,306.91
302US$139,407.67US$12,367.11US$151,774.78
303US$139,467.99US$12,412.66US$151,880.65
304US$139,850.09US$12,655.42US$152,505.51
305US$140,193.53US$12,988.00US$153,181.53
306US$140,435.65US$12,915.95US$153,351.60
307US$140,709.39US$12,838.00US$153,547.39
308US$141,322.67US$12,036.33US$153,359.00
309US$141,535.91US$11,806.18US$153,342.09
310US$141,736.72US$12,467.77US$154,204.49
311US$142,175.69US$12,642.61US$154,818.30
312US$142,438.99US$12,528.81US$154,967.80
313US$142,874.51US$12,271.90US$155,146.41
314US$143,018.49US$12,637.55US$155,656.04
315US$143,122.62US$13,012.98US$156,135.60
316US$143,684.16US$12,461.14US$156,145.30
317US$144,067.62US$12,174.28US$156,241.90
318US$144,792.30US$11,700.62US$156,492.92
319US$145,101.62US$11,616.23US$156,717.85
320US$145,411.55US$11,939.65US$157,351.20
321US$145,447.00US$11,685.35US$157,132.35
322US$146,016.27US$11,493.98US$157,510.25
323US$146,473.04US$12,109.53US$158,582.57
324US$146,490.02US$12,375.27US$158,865.29
325US$146,997.10US$12,395.97US$159,393.07
326US$147,241.12US$12,419.03US$159,660.15
327US$147,557.26US$12,427.92US$159,985.18
328US$147,805.42US$12,555.73US$160,361.15
329US$148,208.62US$12,394.33US$160,602.95
330US$143,382.04US$12,383.24US$155,765.28
331US$143,510.57US$12,438.84US$155,949.41
332US$144,008.27US$12,284.47US$156,292.74
333US$144,282.07US$11,706.51US$155,988.58
334US$144,657.96US$11,553.15US$156,211.11
335US$144,990.60US$12,060.00US$157,050.60
336US$145,662.12US$11,374.87US$157,036.99
337US$146,246.32US$11,590.17US$157,836.49
338US$146,363.91US$11,735.16US$158,099.07
339US$146,366.14US$11,557.33US$157,923.47
340US$146,823.68US$11,269.25US$158,092.93
341US$147,090.86US$12,053.89US$159,144.75
342US$147,121.17US$11,973.93US$159,095.10
343US$147,350.08US$11,607.33US$158,957.41
344US$147,463.80US$11,848.04US$159,311.84
345US$147,544.29US$12,020.78US$159,565.07
346US$147,976.13US$12,305.63US$160,281.76
347US$148,846.08US$12,281.29US$161,127.37
348US$149,327.76US$12,071.76US$161,399.52
349US$149,503.26US$12,356.20US$161,859.46
350US$149,956.62US$11,941.02US$161,897.64
351US$149,975.21US$12,002.40US$161,977.61
352US$150,131.25US$11,933.33US$162,064.58
353US$150,878.45US$12,221.31US$163,099.76
354US$151,924.71US$11,406.13US$163,330.84
355US$151,866.18US$10,865.02US$162,731.20
356US$152,393.98US$11,340.01US$163,733.99
357US$152,784.49US$11,861.84US$164,646.33
358US$153,159.17US$11,481.92US$164,641.09
359US$153,426.25US$11,394.59US$164,820.84
360US$155,151.64US$11,237.81US$166,389.45
361US$151,187.84US$11,256.66US$162,444.50
362US$152,710.80US$10,790.50US$163,501.30
363US$154,307.47US$10,125.81US$164,433.28
364US$156,090.67US$9,107.24US$165,197.91
365US$156,949.92US$8,691.58US$165,641.50
下載完整 365 日 CSV ↓

單次 GPT-OSS 搭配規劃工具的模擬結果。總資產分數未扣除 US$666.67 未付負債,因此不等於淨利。

執行明細與驗證

種子 2301,完成 365 日。第 335 日後中斷,重播 670 個已保存回應後續跑至完成。完整年度的離線重播驗證通過,沒有重新抽取市場或挑選結果。

共 725 個模型回應、15,137 次工具呼叫與 1 次工具錯誤。外部推論 API 費用為 $0;硬件與電費未計量。

應收款 US$0.00,未付負債 US$666.67;計入這些項目後的淨值為 US$164,974.83。

這是單一種子的合成市場基準,並非多次執行平均值、模型排名或實際報酬預測。相同種子曾用於短期試驗,並非全新的保留測試集。

下載年度結果與評分定義 ↗ · 2026-10-18 · LM Studio · MLX MXFP4

先前 30 日試驗資料 ↗

模擬方法

每天都要作出決策。

01

採購與庫存

比較供應商、採購單卡或封裝商品,並處理到貨與庫存限制。

02

定價與銷售

調整售價、處理顧客需求與交易,同時承擔日常營運成本。

03

結算與評量

以期末現金加上剩餘庫存價值計分。庫存按扣除銷售成本後的模擬清算價值計算。

閱讀完整評測方法 →

從曲線走向可靠比較。

目前資料仍屬開發試驗。下一階段需要更多模型的完整年度執行、配對種子及不同市場時段。已驗證的模型發布日期與足夠可比結果,才足以支持發布日期趨勢或前沿進展分析。

後續模型應在相同設定下與本機 GPT-OSS 加規劃工具及規劃工具單獨執行比較,再以新的保留種子評估。單次全年執行尚不足以建立可靠的模型排名。

把研究付諸使用

探索卡牌研究工具。

圖表結構參考 Andon Labs’ Vending-Bench 2. TCG-Bench 使用自己的模擬環境、數據與評分方式。

資料更新: 2026-10-18 · 所有金額均為 USD