Production Data

Stock Analysis Dashboard

Multi-market analysis across US and Japan equities — tracking turnover velocity, fundamental ratios, and excess returns against sector and industry benchmarks.

US: 2026-03-02 · JP: 2026-03-024,750 US + 4,446 JP Securities
600 results
Securities Shown
600
Accelerating Turnover
276 / 600
Avg Sector Excess
-0.31%-0.3%
Total Turnover
$9889.7B

Global Market Overview

Index performance (top-50 equal-weight) and individual stock tables with sorting.

Global Markets

US · Japan

4,750 US + 4,446 JP stocks · Top 300 by turnover per market

Index Performance — Top 50 Equal-Weight (60 Days)

2025-12-032025-12-182026-01-062026-01-222026-02-062026-02-24$384$392$400$408$416¥10000¥12000¥14000¥16000¥18000

United States — NYSE / NASDAQ (300)

1/6
300 stocks
Symbol Price Change 52W RangeTurnover TO Ratio E/P CFO/P P/S P/B Sector Ex Ind Ex
NVDA
181.41+2.38%
86.62 — 212.19
37.9B0.68x2.3%1.9%23.6x37.1x+1.77%+1.37%
TSLA
402.95+0.11%
214.25 — 498.83
22.0B0.96x0.3%1.0%15.9x18.3x+1.16%+0.24%
MSFT
396.24+0.89%
344.79 — 555.45
14.2B0.70x4.0%5.5%9.6x7.5x+0.28%-0.21%
MU
410.75-0.39%
61.54 — 455.50
12.3B1.05x2.6%4.9%10.9x7.9x-1.00%-1.41%
AAPL
264.25+0.03%
169.21 — 288.62
11.1B0.58x3.0%3.5%8.9x44.0x-0.59%-0.03%
SNDK
613.99-3.36%
27.89 — 725.00
10.8B0.93x-1.1%1.8%10.2x8.9x-3.98%+0.52%
GOOGL
305.00-2.17%
140.53 — 349.00
10.6B0.77x-1.06%-0.78%
PLTR
146.20+6.57%
66.12 — 207.52
10.5B1.30x0.5%0.6%74.9x44.7x+5.96%+5.46%
AMZN
207.42-1.23%
161.38 — 258.60
9.6B0.79x3.5%0.4%3.1x5.4x-0.18%-0.10%
NFLX
96.35+0.11%
75.01 — 134.12
7.7B0.41x2.7%2.5%9.0x15.3x+1.22%+0.45%
AMD
196.80-1.70%
76.48 — 267.08
6.7B1.07x1.4%2.4%9.3x5.1x-2.31%-2.72%
GOOG
304.84-2.12%
142.66 — 350.15
6.7B0.65x8.0%9.9%4.1x4.0x-1.01%-0.73%
AVGO
316.90-0.83%
138.10 — 414.61
6.5B0.72x1.5%1.8%23.5x18.5x-1.44%-1.85%
META
651.01+0.44%
479.80 — 796.25
6.4B0.63x4.3%8.1%7.1x6.5x+1.54%+1.82%
BRK.B
481.00-4.74%
455.19 — 542.07
5.7B1.76x-4.71%-2.26%
LITE
783.85+11.83%
45.65 — 783.80
5.2B0.84x0.5%0.4%26.6x66.1x+11.22%+1.57%
XOM
154.76+1.48%
97.80 — 159.61
4.9B1.06x4.6%8.1%1.9x2.4x-0.84%-0.99%
MSTR
137.00+5.79%
104.17 — 457.22
3.5B1.92x18.4%-0.1%90.6x0.8x+5.83%+1.61%
ORCL
148.31+2.00%
118.86 — 345.72
3.3B0.63x3.6%5.2%7.0x14.0x+1.39%+0.90%
LLY
1,019.15-3.12%
623.78 — 1,133.95
3.2B0.70x2.1%1.8%14.8x36.2x-2.11%-1.33%
AVAV
213.10-15.52%
102.25 — 417.86
3.1B13.85x-0.7%-1.8%7.8x2.4x-16.10%-10.21%
CRCL
95.50+14.45%
49.90 — 298.99
3.1B1.90x6.8x+14.49%+10.27%
CVX
190.50+2.00%
132.04 — 191.44
3.0B1.34x3.3%8.9%2.0x2.0x-0.32%-0.47%
COHR
300.87+16.20%
45.58 — 299.09
2.9B0.75x0.5%0.7%9.0x6.3x+15.59%+12.10%
AAOI
100.75+19.61%
9.71 — 110.00
2.8B1.44x-0.5%-2.3%16.6x10.3x+19.00%+18.60%
INTC
45.13-1.04%
17.67 — 54.60
2.7B0.76x0.0%4.3%4.3x1.8x-1.65%-2.06%
RTX
213.50+5.37%
112.27 — 212.82
2.6B1.46x2.5%3.7%3.2x4.3x+4.79%+1.96%
JPM
297.00-1.10%
202.16 — 337.25
2.5B0.46x-1.06%-1.05%
GS
860.99+0.17%
439.38 — 984.70
2.5B0.51x6.5%7.0%2.0x2.0x+0.20%-0.07%
GLW
159.40+6.00%
37.31 — 162.10
2.4B1.10x1.3%2.0%8.8x11.1x+5.86%+0.25%
INTU
418.13+2.23%
349.00 — 813.70
2.4B0.72x3.7%6.0%5.8x6.1x+1.61%+1.12%
UNH
293.30+0.01%
234.60 — 606.36
2.4B0.84x6.9%7.9%0.6x2.5x+1.02%+1.25%
LRCX
229.41-1.92%
56.32 — 256.68
2.4B0.78x2.2%2.5%13.9x28.2x-2.53%-0.21%
COP
118.56+4.49%
79.88 — 119.30
2.3B2.24x5.5%13.5%2.5x2.3x+2.17%+2.03%
BKNG
4,179.78-1.41%
3,765.45 — 5,839.41
2.3B0.58x4.1%7.1%4.9x-23.7x-0.36%+0.66%
COIN
185.13+5.28%
139.36 — 444.65
2.2B1.12x3.0%5.9%5.8x2.8x+5.31%+1.09%
JNJ
248.56+0.05%
141.50 — 251.71
2.2B0.55x4.5%4.1%6.4x7.3x+1.07%+0.47%
LMT
678.03+3.03%
410.11 — 692.00
2.2B1.29x3.2%5.5%2.1x23.2x+2.45%-0.38%
WMT
127.10-0.66%
79.81 — 134.69
2.2B0.59x2.3%4.0%1.4x9.9x+0.47%+0.06%
AMAT
369.21-0.83%
123.74 — 395.95
2.2B0.64x2.7%3.0%10.4x13.5x-1.44%-1.85%
V
319.50-0.20%
299.00 — 375.51
2.1B0.54x3.9%4.5%13.0x13.8x-0.17%-0.40%
GEV
878.00+0.50%
252.25 — 894.93
2.1B1.00x2.1%2.1%6.2x19.3x-0.07%+0.08%
C
111.09+0.82%
55.51 — 125.16
2.1B0.65x7.4%-34.8%1.1x0.9x+0.85%+0.87%
HOOD
78.40+3.37%
29.66 — 153.86
2.1B1.17x3.0%2.6%18.7x6.8x+3.40%+3.13%
ONDS
10.32+2.34%
0.57 — 15.28
2.0B3.16x-1.0%-0.8%176.1x8.5x+1.72%+1.89%
BAC
49.73-0.20%
33.07 — 57.55
2.0B0.52x8.3%17.2%1.9x1.2x-0.17%-0.15%
APH
134.40-7.98%
56.45 — 167.04
2.0B1.41x2.6%3.3%7.2x12.2x-8.59%-0.04%
WDC
268.98-3.83%
28.83 — 309.90
2.0B0.72x4.2%2.9%8.5x12.4x-4.44%+0.05%
COST
1,002.20-0.85%
844.06 — 1,067.08
2.0B0.50x1.9%3.3%1.6x14.7x+0.29%-0.13%
MA
521.00+0.73%
465.59 — 601.77
2.0B0.75x3.3%3.8%14.1x59.5x+0.77%+0.53%

Japan — TSE (300)

1/6
300 stocks
Symbol Price Change 52W RangeTurnover TO Ratio E/P CFO/P P/S P/B Sector Ex Ind Ex
285AKioxia Holdings Corporation
20,200.00-6.11%
1,510.00 — 24,420.00
746.5B1.78x2.5%4.3%6.5x11.2x-3.07%-3.14%
5803Fujikura Ltd.
27,350.00-3.78%
3,592.00 — 29,100.00
454.3B1.15x1.2%1.5%7.7x14.0x-0.56%-0.23%
5016JX Advanced Metals Corporation
4,304.00-1.19%
650.00 — 4,425.00
404.5B2.35x1.7%5.4%5.6x5.2x+2.03%+2.36%
1570NEXT FUNDS Nikkei 225 Leveraged Index Exchange Traded Fund
53,190.00-8.61%
16,565.00 — 59,220.00
302.1B-8.70%-8.70%
5801Furukawa Electric Co.,Ltd.
29,230.00-1.98%
3,647.00 — 30,740.00
264.7B1.05x1.6%2.9%1.7x5.2x+1.24%+1.57%
6857ADVANTEST CORPORATION
25,725.00-0.29%
4,703.00 — 29,345.00
245.7B1.11x0.9%1.5%24.0x27.7x+2.75%+2.68%
7203TOYOTA MOTOR CORPORATION
3,702.00-6.14%
2,226.50 — 4,000.00
188.5B1.11x9.9%7.7%1.0x1.2x-2.54%-2.47%
8306Mitsubishi UFJ Financial Group,Inc.
2,775.00-1.60%
1,310.00 — 3,087.00
176.3B0.88x5.9%0.0%2.3x1.4x-0.13%-0.13%
6146DISCO CORPORATION
73,030.00-2.51%
22,640.00 — 81,000.00
161.6B1.19x1.6%1.5%20.1x14.6x+0.51%+0.51%
6920Lasertec Corporation
34,220.00-0.20%
10,245.00 — 40,320.00
158.8B0.96x2.8%2.5%12.2x13.6x+2.84%+2.77%
7011Mitsubishi Heavy Industries,Ltd.
4,922.00-5.26%
1,977.50 — 5,208.00
153.3B0.89x1.5%3.2%3.3x5.9x-2.24%-2.24%
9984SoftBank Group Corp.
3,992.00-1.33%
3,730.00 — 27,695.00
150.5B1.10x5.1%0.9%3.1x1.2x+0.66%+0.66%
5706Mitsui Kinzoku Company,Limited
36,130.00-6.59%
3,255.00 — 38,990.00
139.9B1.11x3.1%3.7%2.9x5.6x-3.37%-3.04%
8035Tokyo Electron Limited
42,600.00-2.14%
16,560.00 — 46,600.00
138.2B1.24x2.8%3.0%8.0x9.7x+0.90%+0.83%
5802Sumitomo Electric Industries,Ltd.
10,325.00-4.97%
1,620.00 — 10,940.00
122.4B1.25x2.4%5.0%1.7x3.0x-1.75%-1.42%
8411Mizuho Financial Group,Inc.
6,500.00-4.55%
2,688.00 — 7,960.00
120.3B1.35x5.5%-23.8%1.8x1.4x-3.08%-3.08%
3110NITTO BOSEKI CO.,LTD.
23,330.00-7.16%
3,025.00 — 28,660.00
114.0B1.64x1.5%2.3%7.8x5.0x-4.53%-3.94%
8316Sumitomo Mitsui Financial Group,Inc.
5,562.00-2.88%
2,560.50 — 6,284.00
110.0B0.92x5.5%22.8%2.1x1.4x-1.41%-1.41%
6758SONY GROUP CORPORATION
3,368.00-6.26%
2,980.50 — 4,776.00
102.2B1.42x5.7%11.6%1.6x2.4x-3.22%-3.29%
8058Mitsubishi Corporation
5,315.00-0.17%
2,257.00 — 5,372.00
98.0B1.39x4.8%8.4%1.1x2.0x+1.83%+1.83%
6501Hitachi,Ltd.
4,815.00-5.01%
2,590.00 — 6,039.00
97.5B1.20x2.8%5.4%2.2x3.3x-1.97%-2.04%
5713Sumitomo Metal Mining Co.,Ltd.
11,995.00-8.08%
2,374.50 — 13,300.00
87.2B0.84x0.5%4.6%2.0x1.5x-4.86%-4.53%
4004Resonac Holdings Corporation
12,540.00+0.40%
2,235.00 — 12,500.00
86.6B2.01x1.3%5.7%1.7x3.1x+3.17%+3.21%
9983FAST RETAILING CO.,LTD.
64,890.00-4.22%
41,650.00 — 69,950.00
77.1B1.27x2.2%2.9%5.9x7.8x-2.07%-2.07%
7012Kawasaki Heavy Industries,Ltd.
17,285.00-5.93%
5,980.00 — 18,765.00
76.4B0.83x3.0%5.2%1.4x3.3x-2.33%-2.26%
7013IHI Corporation
4,215.00-4.87%
2,462.50 — 18,065.00
76.2B0.72x2.5%4.0%2.8x7.6x-1.85%-1.85%
6503Mitsubishi Electric Corporation
5,634.00-6.01%
2,267.00 — 6,060.00
76.1B2.45x2.8%4.0%2.1x2.7x-2.97%-3.04%
6201TOYOTA INDUSTRIES CORPORATION
20,545.00+0.05%
10,250.00 — 20,765.00
75.1B1.50x4.3%2.8%1.5x1.0x+3.65%+3.72%
4506Sumitomo Pharma Co.,Ltd.
1,959.00-19.10%
500.00 — 3,288.00
71.0B3.23x3.0%2.1%1.9x2.7x-16.19%-16.19%
7974Nintendo Co.,Ltd.
8,588.00-1.76%
8,326.00 — 14,795.00
69.5B0.69x2.8%0.1%8.6x3.4x+0.23%+0.23%
8031MITSUI & CO.,LTD.
5,959.00-1.34%
2,365.50 — 6,047.00
64.1B0.97x5.3%6.0%1.2x2.0x+0.66%+0.66%
6098Recruit Holdings Co.,Ltd.
6,784.00+1.44%
6,040.00 — 9,563.00
63.4B1.70x4.3%6.4%2.7x6.1x+3.43%+3.43%
7003MITSUI E&S Co.,Ltd.
7,785.00-4.23%
1,141.00 — 8,224.00
60.6B1.35x5.0%1.9%2.5x3.8x-1.21%-1.21%
6981Murata Manufacturing Co.,Ltd.
3,730.00-8.24%
1,825.50 — 4,322.00
59.0B1.53x3.4%6.7%3.9x2.6x-5.20%-5.27%
4063Shin-Etsu Chemical Co.,Ltd.
6,117.00-3.26%
3,425.00 — 6,323.00
58.2B0.98x4.7%7.7%4.5x2.5x-0.49%-0.45%
1605INPEX CORPORATION
4,017.00-0.35%
1,651.00 — 4,210.00
57.9B0.70x8.4%14.8%2.3x0.9x+3.30%+2.69%
4062IBIDEN CO.,LTD.
8,618.00-8.01%
2,956.00 — 15,445.00
56.5B0.97x1.4%4.9%6.5x4.4x-4.97%-5.04%
6965HAMAMATSU PHOTONICS K.K.
2,143.00+3.85%
1,116.50 — 2,115.00
54.8B4.88x2.3%6.0%3.0x2.0x+6.89%+6.82%
6861KEYENCE CORPORATION
62,920.00-1.81%
49,780.00 — 68,610.00
53.7B1.14x2.6%2.7%14.4x4.6x+1.23%+1.16%
6762TDK Corporation
2,094.00-10.38%
1,165.00 — 2,757.50
52.3B2.02x4.2%11.2%1.8x1.9x-7.34%-7.41%
7267HONDA MOTOR CO.,LTD.
1,491.00-3.99%
1,156.00 — 1,730.00
52.0B1.26x14.4%5.0%0.3x0.5x-0.39%-0.32%
3103UNITIKA LTD.
1,649.00-15.48%
124.00 — 2,200.00
49.9B0.69x-25.5%6.6%0.8x2.1x-12.71%-12.57%
9104Mitsui O.S.K.Lines,Ltd.
6,006.00-0.71%
4,293.00 — 6,080.00
47.8B0.59x20.6%17.5%1.2x0.8x+0.68%-2.48%
6834SEIKOH GIKEN Co.,Ltd.
27,450.00+14.81%
2,534.00 — 25,700.00
47.7B5.87x0.9%1.3%12.3x7.8x+17.85%+17.78%
8001ITOCHU Corporation
2,154.00-3.43%
1,915.00 — 9,899.00
47.2B1.34x5.8%6.6%1.0x2.2x-1.43%-1.43%
1321NEXT FUNDS Nikkei 225 Exchange Traded Fund
58,450.00-4.37%
32,110.00 — 61,670.00
43.8B-4.46%-4.46%
6701NEC Corporation
4,168.00-2.57%
2,660.50 — 16,200.00
42.6B0.97x3.1%6.2%1.6x2.6x+0.47%+0.40%
6227AIMECHATEC,Ltd.
19,330.00+1.84%
2,025.00 — 27,930.00
42.0B1.61x0.3%1.3%5.8x9.6x+4.86%+4.86%
4182Mitsubishi Gas Chemical Company,Inc.
4,985.00+5.04%
1,918.00 — 4,746.00
39.8B3.34x4.7%7.8%1.3x1.4x+7.81%+7.85%
9501Tokyo Electric Power Company Holdings,Incorporated
637.40-4.55%
360.00 — 939.40
39.5B0.85x15.8%35.4%0.1x0.3x-2.88%-2.88%

Turnover Velocity Analysis

Top 30 stocks by turnover acceleration ratio — today vs yesterday. Faster turnover may signal institutional activity.

Turnover Velocity — Today vs Yesterday

Top 30 by acceleration ratio. Higher ratio = faster capital rotation vs previous session.

4591JP
RIBOMIC Inc.
Yesterday35.2M
Today5.1B
Ratio143.84x
4216JP
ASAHI YUKIZAI CORPORATION
Yesterday150.2M
Today5.7B
Ratio37.79x
AVAVUS
Yesterday221.5M
Today3.1B
Ratio13.85x
RAPTUS
Yesterday52.4M
Today645.2M
Ratio12.32x
5985JP
SUNCALL CORPORATION
Yesterday895.2M
Today5.4B
Ratio6.00x
6834JP
SEIKOH GIKEN Co.,Ltd.
Yesterday8.1B
Today47.7B
Ratio5.87x
6965JP
HAMAMATSU PHOTONICS K.K.
Yesterday11.2B
Today54.8B
Ratio4.88x
RCATUS
Yesterday112.9M
Today541.4M
Ratio4.79x
VGUS
Yesterday113.3M
Today527.3M
Ratio4.65x
6613JP
QD Laser,Inc.
Yesterday3.8B
Today15.5B
Ratio4.11x
4182JP
Mitsubishi Gas Chemical Company,Inc.
Yesterday11.9B
Today39.8B
Ratio3.34x
4506JP
Sumitomo Pharma Co.,Ltd.
Yesterday22.0B
Today71.0B
Ratio3.23x
ONDSUS
Yesterday649.1M
Today2.0B
Ratio3.16x
VIAVUS
Yesterday206.4M
Today594.3M
Ratio2.88x
6777JP
santec Holdings Corporation
Yesterday5.7B
Today15.5B
Ratio2.72x
2702JP
McDonald's Holdings Company(Japan),Ltd.
Yesterday2.5B
Today6.8B
Ratio2.69x
4980JP
Dexerials Corporation
Yesterday6.1B
Today15.8B
Ratio2.59x
CVEUS
Yesterday269.3M
Today692.5M
Ratio2.57x
OXYUS
Yesterday691.8M
Today1.8B
Ratio2.57x
AESUS
Yesterday453.6M
Today1.1B
Ratio2.53x
ONONUS
Yesterday173.5M
Today426.1M
Ratio2.46x
6503JP
Mitsubishi Electric Corporation
Yesterday31.0B
Today76.1B
Ratio2.45x
4751JP
CyberAgent,Inc.
Yesterday3.7B
Today9.0B
Ratio2.44x
MDBUS
Yesterday591.8M
Today1.4B
Ratio2.42x
6941JP
YAMAICHI ELECTRONICS CO.,LTD.
Yesterday2.3B
Today5.6B
Ratio2.38x
5016JP
JX Advanced Metals Corporation
Yesterday172.4B
Today404.5B
Ratio2.35x
CNQUS
Yesterday348.6M
Today785.5M
Ratio2.25x
4368JP
FUSO CHEMICAL CO.,LTD.
Yesterday2.5B
Today5.7B
Ratio2.25x
COPUS
Yesterday1.0B
Today2.3B
Ratio2.24x
7777JP
3-D Matrix,Ltd.
Yesterday4.4B
Today9.6B
Ratio2.19x

Fundamental Ratios

Comparing E/P, CFO/P, P/S, and P/B across top stocks by turnover. Higher E/P and CFO/P suggest better value.

Fundamental Ratios — Top 20 by E/P (%)

0.0%7.0%14.0%21.0%28.0%MARAVG910191049107MSTR7270960295016590726195087267950395135406PYPL1662DALT
United States
Japan

Excess Returns Analysis

Each stock's performance against its own sector and industry benchmarks — identifying true alpha generators.

Excess Return Scatter — Sector vs Industry (Top 100 by magnitude)

Top-right quadrant: outperforming both sector and industry benchmarks

-30-1501530Excess Return vs Sector (%)-30-1501530Excess Return vs Industry (%)
United States
Japan

Outperformers (39)

AXTIUS
+22.87%+22.47%
AAOIUS
+19.00%+18.60%
VIAVUS
+18.78%+18.38%
4591JP
+18.03%+18.03%
6834JP
+17.85%+17.78%
6613JP
+17.03%+16.96%
RCATUS
+16.81%+16.32%
VGUS
+17.96%+14.47%
COHRUS
+15.59%+12.10%
5985JP
+13.50%+12.90%
CRCLUS
+14.49%+10.27%
1671JP
+10.84%+10.84%
HIMSUS
+14.37%+4.32%
1360JP
+9.09%+9.09%
1357JP
+8.90%+8.90%

Underperformers (60)

MDBUS
-25.77%-26.26%
4506JP
-16.19%-16.19%
AVAVUS
-16.10%-10.21%
3103JP
-12.71%-12.57%
6330JP
-10.17%-10.03%
5817JP
-9.47%-9.14%
6787JP
-9.07%-9.14%
NCLHUS
-11.23%-6.55%
1458JP
-8.81%-8.81%
1568JP
-8.80%-8.80%
1579JP
-8.74%-8.74%
1365JP
-8.71%-8.71%
1570JP
-8.70%-8.70%
CRDOUS
-7.18%-7.58%
6762JP
-7.34%-7.41%

Sector & Industry Pivot

Aggregated view by sector or industry — turnover, returns, acceleration, and fundamental averages.

Sector Aggregation — 30 groups

Sector Stocks Total Turnover Accel Avg Return Avg Excess Avg E/P Avg P/S
電機・精密50
2.5T
41/50-3.08%-0.03%3.22%5.06x
鉄鋼・非鉄16
1.6T
10/16-5.13%-1.91%4.16%2.09x
機械23
741.9B
17/23-3.61%-0.59%2.88%3.81x
情報通信・サービスその他29
581.0B
15/29-2.12%-0.13%4.03%5.44x
自動車・輸送機20
570.0B
13/20-5.63%-2.03%5.19%0.88x
その他18
559.8B
0/18-1.91%-2%6.6%9.03x
銀行13
550.3B
3/13-2.33%-0.86%5.15%3.61x
素材・化学24
426.0B
16/24-4.17%-1.4%2.83%1.77x
商社・卸売10
374.8B
7/10-1.97%+0.03%2.37%5.98x
建設・資材23
326.4B
16/23-3.61%-0.98%3.83%1.81x
医薬品12
215.4B
7/12-1.68%+1.23%0.82%472.66x
小売14
212.3B
14/14-3.97%-1.96%3.49%2.06x
Technology91
207.9B
24/91+0.86%+0.25%2.07%16.04x
金融(除く銀行)12
205.7B
6/12-3.42%-1.22%7.48%2.19x
運輸・物流10
186.9B
5/10-2.93%-1.54%11.54%1.25x
エネルギー資源6
118.3B
0/6-3.99%-0.34%7.11%1.07x
電気・ガス7
96.1B
5/7-1.39%+0.48%11.04%0.64x
食品8
90.8B
5/8-2.39%-0.8%5.31%1.64x
不動産5
68.3B
4/5-4.08%-1.9%5.6%2.44x
Financials38
53.6B
7/38+0.91%+0.95%6.06%10.04x
Consumer Discretionary24
50.9B
7/24-1.48%-0.43%2.6%3.5x
Communication Services13
40.4B
0/13-0.34%+0.76%-3.15%3.71x
Industrials33
33.5B
13/33-0.48%-1.05%3.4%6.29x
Healthcare28
28.6B
8/28-0.27%+0.75%2.38%8.86x
Energy13
19.4B
10/13+2.92%+0.6%5.92%2.04x
Materials17
13.9B
7/17+0.77%+0.64%2.19%7.66x
Consumer Staples11
11.8B
0/11-2.09%-0.95%3.7%4.49x
Utilities16
11.0B
6/16+0.89%+0.69%5.68%3.41x
(No Sector)13
8.8B
10/13+0.7%+0%-0.02%39.27x
Real Estate3
1.6B
0/3-0.15%+0.32%2.46%11.64x

AI
Agentic AI Framework Evaluation

Comparing OpenClaw, CrewAI, LangGraph, and OpenAI Agents SDK for qualitative financial research.

AI Agent Network

Agentic AI for Research

Evaluating frameworks to build an autonomous qualitative research agent.

Agentic AI Framework Comparison

OpenClaw

Personal AI Agent

Best For

Daily assistance & automation

LanguageTypeScript
DifficultyEasy
For This Project

Not designed for multi-agent research; would require significant custom development.

CrewAI

Multi-agent orchestration

Best For

Team-based AI workflows

LanguagePython
DifficultyMedium
For This Project

A strong contender, but the OpenAI Agents SDK offers more direct examples for financial research.

LangGraph

Stateful agent graphs

Best For

Complex, branching workflows

LanguagePython/JS
DifficultyHard
For This Project

Very powerful but has a steep learning curve and may be overly complex for initial needs.

Recommended

OpenAI Agents SDK

Agent Development Kit

Best For

Building custom, tool-augmented agents

LanguagePython
DifficultyMedium
For This Project

Recommended. Offers a flexible foundation for building a sophisticated financial research agent.

Recommended Architecture & Roadmap

Google Cloud architecture for publishing stock data and deploying agentic AI.

Recommended Architecture — Google Cloud Platform

Architecture Diagram

Deployment Layer

Docker + Google Cloud Run

Docker ContainerizationCloud Run ServerlessCI/CD via Cloud Build

Application Layer

Python + OpenAI Agents SDK + Streamlit

Agentic AI Research AgentStreamlit DashboardQualitative Analysis Engine

Data Layer

Google BigQuery

JSON Data Migration52W Highs/Lows CacheTurnover & Fundamentals Store
Data flows upward through the stack

Implementation Roadmap

Step 1Completed

Set up Google Cloud Project

Create a new project in the Google Cloud Console and enable the required APIs.

Step 2In Progress

Migrate Data to BigQuery

Create dataset and table in BigQuery matching your JSON schema. Load JSON files.

Step 3Upcoming

Develop the Agentic AI

Using OpenAI Agents SDK, develop a Python agent for qualitative analysis.

Step 4Upcoming

Build the Streamlit Dashboard

Create a multi-page Streamlit app connecting to BigQuery.

Step 5Upcoming

Containerize the Application

Write a Dockerfile to package the application.

Step 6Upcoming

Deploy to Google Cloud Run

Build, push to Artifact Registry, and deploy on Cloud Run.