AI Investor Barometer

Research tool — not advice

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

5MODELS
59TRADING DAYS
6,785ESTIMATES
2026-05-22 · 08.53 EET · Mon–Fri
AI CONSENSUSAllGPTCLAUDEGEMINIDEEPSEEKGROKIndicesAI vs AnalystsModelsEarningsAccuracySignalsAbout

AI daily brief · 2026-05-22

TIETO all 5 models bullish
+30.0%
NOKIA highest model disagreement
σ 27.5%
META sharpest estimate cut
-5.3pp
NOKIA deepest gap in universe
-45.0%

ORNBV surged to a +40.1% positive gap after AI estimates revised upward by 12.8%, while META extended its lead to +36.9% on an 8.1% estimate increase, making both the standout outliers in today's 23-stock analysis. On the downside, NOKIA holds the widest negative gap at -37.9% despite a 10.1% upward estimate revision, suggesting current market price remains deeply above AI consensus. The overall median gap tightened from -7.2% to -6.2%, a modest improvement indicating AI models are incrementally closing the distance to prevailing market valuations.

Generated by Claude · based on today's pipeline data

AI Market Pulse

Full indices
AI VALUATION GAP
-17.7%
Strong Negative
Median model estimate is 17.7% below current market prices.
MODEL DISAGREEMENT
7.8%
Moderate
Moderate dispersion across model estimates.
SENTIMENT SHIFT
↗ +0.7pp
Improving
Models turned more positive since yesterday.
23 tickers · All markets
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Estimate Changes

Biggest Estimate Changes

13.5% → 8.2%
6.1% → 1.2%
-7.8% → -10.0%

▲ Largest Positive Gap

01
Est. 26.52 € · Spot 20.40 € · Conf 0.55
02
Est. 87.79 € · Spot 71.45 € · Conf 0.62
03
Est. 57.66 € · Spot 50.74 € · Conf 0.65

▼ Largest Negative Gap

01
Est. 6.65 € · Spot 12.10 € · Conf 0.55
02
Est. $310.98 · Spot $417.85 · Conf 0.55
03
Est. $233.03 · Spot $304.99 · Conf 0.65

AI Model Bias Index

Most positive: Claude (-5.2%)Most negative: DeepSeek (-11.2%)
All
v6v7-25%-20%-15%-10%-5%0%3.3.17.3.31.3.14.4.28.4.12.5.22.5.DeepSeekClaudeGeminiGrokGPT

AI Model Traits

CLAUDE most consistent · GPT most volatile · 5 models · 59 days

AI Model Calibration

#1 CLAUDE 60/100 · #2 GPT 59/100 · 5 models scored

Model Spread — all models per stock, │ = spot

23 stocks · hover to compare model estimates

All companies

TickerSpotGROK Est.Δ Est.GapConfModels
TietoEVRY Oyj20.40 €26.52 €30.0%
0.55
Orion Oyj B71.45 €87.79 € -1.1%22.9%
0.62
KONE Oyj50.74 €57.66 €13.6%
0.65
Microsoft Corporation$419.09$455.118.6%
0.72
Meta Platforms Inc.$607.38$657.01 -4.7%8.2%
0.65
Berkshire Hathaway B$479.98$514.067.1%
0.65
Nordea Bank Abp16.25 €16.66 €2.5%
0.60
Alphabet Inc.$387.66$392.39 -4.6%1.2%
0.72
Elisa Oyj41.60 €40.80 €-1.9%
0.65
NVDAADJ
NVIDIA Corporation
$219.51$209.91-4.4%
0.72
PGADJ
Procter & Gamble Co.
$143.40$129.08 -2.4%-10.0%
0.65
Johnson & Johnson$231.73$205.01-11.5%
0.65
AMZNADJTV
Amazon.com Inc.
$268.46$236.04-12.1%
0.65
JPMADJ
JPMorgan Chase & Co.
$303.00$258.45-14.7%
0.65
Metso Oyj15.25 €12.93 €-15.2%
0.72
XOMADJ
ExxonMobil Corporation
$155.29$127.08-18.2%
0.58
Sampo Oyj9.28 €7.54 €-18.7%
0.65
Neste Oyj28.36 €22.92 €-19.2%
0.55
Wärtsilä Oyj34.77 €28.07 €-19.3%
0.75
UPM-Kymmene Oyj25.22 €20.30 €-19.5%
0.60
AAPLADJ
Apple Inc.
$304.99$233.03-23.6%
0.65
TSLAADJ
Tesla Inc.
$417.85$310.98-25.6%
0.55
Nokia Oyj12.10 €6.65 € -2.5%-45.0%
0.55
Click header to sort · dots (gpt claude gemini deepseek grok):  positive  negative  invalid  · ADJ anomaly
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Data updated: 2026-05-22 08.53 · Experimental AI model comparison tool — not investment advice · About
All content is generated by AI models and may contain errors. This is an experimental tool — not investment advice, research, or recommendation. Terms of Use · Privacy Policy