AI Investor Barometer

Research tool — not advice

Tracking daily how 5 AI models form stock valuation estimates — and where they diverge.

5MODELS
99TRADING DAYS
11,440ESTIMATES
Updated 2026-07-17 · 07:55 EET · Mon–Fri
AI CONSENSUSAllGPTCLAUDEGEMINIDEEPSEEKGROKIndicesAI vs AnalystsModelsEarningsAccuracySignalsAbout

AI daily brief · 2026-07-17

TIETO all 5 models bullish
+116.6%
NVDA highest model disagreement
σ 27.8%
KNEBV largest positive revision
+14.1pp
GOOGL sharpest estimate cut
-13.3pp

KONE (KNEBV) led today's movers as AI consensus estimates were revised up 10.4%, adding 14.1pp to its valuation gap, which now stands at +49.7% — the largest estimate-driven gap expansion in the session; a 2.2% market price rise contributed an additional tailwind. Alphabet (GOOGL) moved in the opposite direction, with models cutting estimates 10.4%, reducing the gap by 13.3pp, compounded by a 4.4% share price decline, leaving the gap at +14.5%. Overall, the portfolio median gap improved 1.0pp to -6.8%, though the aggregate picture remains skewed by deep negative gaps in TSLA (-56.5%) and AAPL (-54.5%).

Generated by Claude · based on today's pipeline data

AI Market Pulse

Full indices
AI VALUATION GAP
-6.8%
Negative
Median model estimate is 6.8% below current market prices.
MODEL DISAGREEMENT
10.0%
Moderate
Moderate dispersion across model estimates.
SENTIMENT SHIFT
↗ +14.8pp
Improving
Models turned more positive since yesterday.
24 tickers · All markets · pure model view — no analyst blending
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Estimate Changes

Biggest Estimate Changes

35.5% → 49.7%
27.8% → 14.5%
64.6% → 75.6%

▲ Largest Positive Gap

01
Est. 38.69 € · Spot 17.86 € · Agree 1.00cap-induced
02
Est. 120.75 € · Spot 68.75 € · Agree 0.75
03
Est. 74.13 € · Spot 49.53 € · Agree 0.76

▼ Largest Negative Gap

01
Est. $170.24 · Spot $391.06 · Agree 1.00cap-induced
02
Est. $151.78 · Spot $333.26 · Agree 0.71
03
Est. 11.64 € · Spot 19.57 € · Agree 0.61
Most positive: GPT (-10.6%)Most negative: DeepSeek (-19.5%)
All
v6v7v8v8.1-30%-25%-20%-15%-10%-5%0%3.3.25.3.16.4.8.5.1.6.23.6.17.7.DeepSeekClaudeGeminiGrokGPT
CLAUDE most consistent · GPT most volatile · 5 models · 4 days
#1 CLAUDE 68/100 · #2 GEMINI 67/100 · 5 models scored
24 stocks · hover to compare model estimates
TickerSpotAI Est.Δ Est.GapAgreeModels
TietoEVRY Oyj17.86 €38.69 €116.6%
1.00
Orion Oyj B68.75 €120.75 € +6.7%75.6%
0.75
KONE Oyj49.53 €74.13 € +10.4%49.7%
0.76
Elisa Oyj35.26 €44.59 €26.5%
0.86
Meta Platforms Inc.$664.54$809.99 -1.5%21.9%
0.70
Nordea Bank Abp17.02 €20.11 €18.1%
0.92
Microsoft Corporation$401.10$460.4514.8%
0.77
Alphabet Inc.$354.46$405.96 -10.4%14.5%
0.71
Berkshire Hathaway B$493.12$516.334.7%
1.00
Wärtsilä Oyj29.71 €31.02 € +2.8%4.4%
0.93
Metso Oyj15.34 €14.73 €-4.0%
0.90
Procter & Gamble Co.$151.50$144.58-4.6%
0.77
Johnson & Johnson$249.97$227.56 +3.9%-9.0%
0.73
Nokia Oyj9.15 €7.96 € +1.7%-13.0%
0.64
JPMorgan Chase & Co.$343.15$285.18 +11.7%-16.9%
0.92
UPM-Kymmene Oyj23.25 €19.20 €-17.4%
0.90
Neste Oyj31.53 €23.99 €-23.9%
0.67
NVDAADJ
NVIDIA Corporation
$207.40$149.32 +13.0%-28.0%
0.55
Amazon.com Inc.$249.89$174.61-30.1%
0.62
Sampo Oyj9.55 €6.14 €-35.7%
0.82
ExxonMobil Corporation$145.95$86.86-40.5%
0.80
Fortum Oyj19.57 €11.64 € +13.1%-40.6%
0.61
Apple Inc.$333.26$151.78 -4.8%-54.5%
0.71
TSLAADJ
Tesla Inc.
$391.06$170.24-56.5%
1.00
Click header to sort · dots (gpt claude gemini deepseek grok):  positive  negative  invalid  · ADJ anomaly
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Data updated: 2026-07-17 07:55 · Experimental AI model comparison tool — not investment advice · About
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