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
+38.4pp
GOOGL sharpest estimate cut
-7.6pp

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

21.7% → 60.2%
-25.6% → -17.4%
44.2% → 36.6%

▲ Largest Positive Gap

01
Est. 38.69 € · Spot 17.86 € · Conf 0.85
02
Est. 135.98 € · Spot 68.75 € · Conf 0.85
03
Est. 79.33 € · Spot 49.53 € · Conf 0.80

▼ Largest Negative Gap

01
Est. $170.24 · Spot $391.06 · Conf 0.85
02
Est. $82.30 · Spot $145.95 · Conf 0.80
03
Est. $202.51 · Spot $333.26 · Conf 0.85
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
TickerSpotGEMINI Est.Δ Est.GapConfModels
TietoEVRY Oyj17.86 €38.69 €116.6%
0.85
Orion Oyj B68.75 €135.98 €97.8%
0.85
KONE Oyj49.53 €79.33 € +31.6%60.2%
0.80
Meta Platforms Inc.$664.54$1029.3554.9%
0.85
Alphabet Inc.$354.46$484.17 -5.3%36.6%
0.85
Elisa Oyj35.26 €47.70 €35.3%
0.85
Microsoft Corporation$401.10$531.8032.6%
0.85
Nordea Bank Abp17.02 €20.45 €20.2%
0.80
NVDAADJ
NVIDIA Corporation
$207.40$242.3916.9%
0.85
Berkshire Hathaway B$493.12$516.334.7%
0.85
Wärtsilä Oyj29.71 €31.05 €4.5%
0.85
Amazon.com Inc.$249.89$250.560.3%
0.85
Procter & Gamble Co.$151.50$151.36-0.1%
0.85
Nokia Oyj9.15 €9.02 € +5.1%-1.4%
0.85
Metso Oyj15.34 €14.73 €-4.0%
0.75
Johnson & Johnson$249.97$227.56 +3.9%-9.0%
0.85
JPMorgan Chase & Co.$343.15$283.57 +11.1%-17.4%
0.85
UPM-Kymmene Oyj23.25 €18.37 €-21.0%
0.85
Fortum Oyj19.57 €14.17 €-27.6%
0.80
Sampo Oyj9.55 €6.64 €-30.5%
0.80
Neste Oyj31.53 €21.52 €-31.8%
0.75
Apple Inc.$333.26$202.51-39.2%
0.85
ExxonMobil Corporation$145.95$82.30-43.6%
0.80
TSLAADJ
Tesla Inc.
$391.06$170.24-56.5%
0.85
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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