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AI Fear & Greed methodology and sources

Calculation inputs for the snapshot dated .

Back to the current reading and history

Methodology weights

Component Weights: 12 AI-Cycle Signals

Weighted composite

Market · 14.4% active

AI Market Momentum

72.3

Base

13%

Raw

56.5

Pctile

74.8

active weightedFreshness 100/100Decay 90%

Price changes in the TECHi AI coverage basket describe market momentum beyond the Mag-7; they do not measure dollars invested or withdrawn.

Uses market-cap weighted momentum across TECHi-covered AI company tickers when enough providers respond. The full universe is 138 company tickers, ETFs excluded; live coverage is disclosed in the input context.

Source inputs (1)

AI technical breadth

live

56.5/100

Average session change +0.70%. 64 of 137 stored prints are constructive and 33 are defensive, out of 138 covered AI companies. Momentum is 50 plus the session change in percent times 10. The technical score is 70% momentum and 30% of the price position inside the stored day range.

Stored quote prints

Macro · 15.6% active

Liquidity & Macro Pressure

36.1

Base

14%

Raw

50

Pctile

21.2

active weightedFreshness 19.8/100Decay 48%

AI greed is easier to sustain when liquidity is expanding and inflation/rate pressure is not squeezing duration assets.

Blends global liquidity change with every Alpha Vantage macro endpoint wired into the panel: GDP, GDP per capita, Treasury yields, Fed funds, CPI, inflation, retail sales, durable goods, unemployment, and payrolls.

Source inputs (11)

Global Liquidity (M2)

documented

Tracked

No migration-time liquidity estimate is asserted; timestamped macro releases are evaluated separately during each index refresh.

BIS central-bank monetary statistics

Real GDP Trending

refreshing
Alpha Vantage

Real GDP per Capita

refreshing
Alpha Vantage

Treasury Yield Trending

refreshing
Alpha Vantage

Federal Funds Rate

refreshing
Alpha Vantage

Consumer Price Index

refreshing
Alpha Vantage

Inflation

refreshing
Alpha Vantage

Retail Sales

refreshing
Alpha Vantage

Durable Goods Orders

refreshing
Alpha Vantage

Unemployment Rate

refreshing
Alpha Vantage

Nonfarm Payroll

refreshing
Alpha Vantage

Compute · 17.8% active

Compute Deflation

30.7

Base

16%

Raw

50

Pctile

27.1

active weightedFreshness 68/100Decay 84%

Lower frontier token costs expand the set of AI apps that can work economically, which is a greed signal for the AI stack.

Transforms 1M, 1Y, and AI-era frontier output-token cost changes with ln(baseline/current), caps each horizon, then averages them. Falling cost remains an expansion signal, but large historical deflation cannot pin the component at an outlier.

Source inputs (1)

Compute $/Mtok

documented

Tracked

No migration-time token price is asserted; provider pricing pages remain the authority.

OpenAI API model pricing

Capex · 0% active

Capital & Capex

50

Base

7%

Raw

50

Pctile

36.9

excludedFreshness 0/100Decay 0%

AI capex indicates how aggressively hyperscalers and strategic buyers are turning belief into balance-sheet commitments.

Uses hyperscaler capex guidance and analyst tallies. Larger YoY capex expansion pushes the component toward greed.

Source inputs (0)

Reader Attention · 4.4% active

TECHi Reader Attention

76.3

Base

4%

Raw

85.5

Pctile

76.3

active weightedFreshness 100/100Decay 100%

TECHi's own reader demand: Google Analytics quote-page traffic across covered tickers. A proprietary attention signal, not a market-wide one — capped at a low weight so it cannot dominate the index.

Uses TECHi Google Analytics quote-page demand when available, curated fallback watchlists when analytics is unavailable, and AI ticker concentration. Weight is capped (4/100) because this measures TECHi reader behavior rather than broad market sentiment.

Source inputs (5)

AAPL

live

Apple

Device AI upgrade cycle

Google Analytics quote traffic

NVDA

live

NVIDIA

AI accelerator demand

Google Analytics quote traffic

GOOGL

live

Alphabet Inc.

Reader traffic and market attention

Google Analytics quote traffic

MSFT

live

Microsoft

Cloud + Copilot revenue

Google Analytics quote traffic

TSLA

live

Tesla

Autonomy and robotaxi optionality

Google Analytics quote traffic

News · 8.9% active

AI News Sentiment

8.6

Base

8%

Raw

77.1

Pctile

8.6

active weightedFreshness 100/100Decay 100%

Headline tone checks whether AI coverage is confirming the tape or warning that the market narrative is weakening.

Reads news already stored for 138 covered AI company tickers when a quote page has fetched it. A fresh provider request runs only when that store is empty, with Alpha Vantage NEWS_SENTIMENT as the last fallback. Missing coverage stays neutral.

Source inputs (1)

87-ticker AI-company headline tone

live

77.1/100

217/217 deduped headlines carried sentiment scores; average raw tone 0.3. Universe: 138 TECHi-covered AI company tickers.

Finnhub company news

Ecosystem · 10% active

Ecosystem Breadth

41.2

Base

9%

Raw

51

Pctile

39.5

active weightedFreshness 68/100Decay 84%

Ecosystem breadth checks whether AI strength is spreading beyond the headline stocks into frontier models, labor demand, and adjacent risk-technology adoption.

Blends external signals only — frontier-model count, AI job-posting growth, and crypto/risk-technology adoption. TECHi Learn, analyst-desk and AI Power List activity were removed from the score to avoid the index measuring TECHi's own editorial output.

Source inputs (2)

Frontier Models

documented

Tracked

No migration-time model count is asserted; the total depends on the frontier-model threshold.

Epoch AI model database

AI Job Postings

documented

Tracked

No migration-time job-posting change is asserted; labor-market sources determine subsequent editorial updates.

Stanford 2026 AI Index

Allocation · 5.6% active

Editorial Allocation Breadth

89

Base

5%

Raw

80.6

Pctile

96.4

active weightedFreshness 68/100Decay 84%

An editorial allocation scenario illustrates concentration across compute, power, labs, apps, tools, and robotics. It is not an observation of money moving between them.

Uses editorial scenario percentages. Higher breadth and lower concentration raise the raw score. Review date is not recorded; these assumptions are excluded from current-input coverage and cannot activate this component.

Source inputs (6)

Compute & GPUs

documented

38%

Editorial methodology allocation; not a measured live-market share. · Editorial allocation assumption; review date not recorded. Not measured capital flows.

TECHi AI money-flow methodology

Power & data center

documented

22%

Editorial methodology allocation; not a measured live-market share. · Editorial allocation assumption; review date not recorded. Not measured capital flows.

TECHi AI money-flow methodology

Model labs

documented

14%

Editorial methodology allocation; not a measured live-market share. · Editorial allocation assumption; review date not recorded. Not measured capital flows.

TECHi AI money-flow methodology

Apps & agents

documented

12%

Editorial methodology allocation; not a measured live-market share. · Editorial allocation assumption; review date not recorded. Not measured capital flows.

TECHi AI money-flow methodology

Tools & infra

documented

9%

Editorial methodology allocation; not a measured live-market share. · Editorial allocation assumption; review date not recorded. Not measured capital flows.

TECHi AI money-flow methodology

Robotics

documented

5%

Editorial methodology allocation; not a measured live-market share. · Editorial allocation assumption; review date not recorded. Not measured capital flows.

TECHi AI money-flow methodology

Technicals · 8.9% active

Technical Breadth

64.2

Base

8%

Raw

56.5

Pctile

65.8

active weightedFreshness 100/100Decay 90%

Technical breadth checks whether the AI universe is participating or only a handful of leaders are holding up the tape.

Scores the 138-ticker AI company universe from quote prints already stored by quote pages. Momentum = 50 + session change percent × 10. Technical score = 70% momentum + 30% of where the price sits between the stored day low and day high. Constructive is a technical score of 60 or higher. Defensive is below 40. The component does not call a provider.

Source inputs (1)

AI technical breadth

live

56.5/100

Average session change +0.70%. 64 of 137 stored prints are constructive and 33 are defensive, out of 138 covered AI companies. Momentum is 50 plus the session change in percent times 10. The technical score is 70% momentum and 30% of the price position inside the stored day range.

Stored quote prints

Options · 0% active

Options Stress & Crowding

50

Base

3%

Raw

50

Pctile

50

excludedFreshness 0/100Decay 0%

Options flow separates healthy risk appetite from fragile crowded greed in the most liquid AI tickers.

Uses put/call ratios and volume/open-interest already stored when a quote page fetched options flow for the liquid AI tickers. Low put/call and elevated volume/OI lift greed, then a crowding penalty applies when positioning is one-sided. An empty store leaves the component inactive instead of opening a new options request.

Source inputs (0)

Catalysts · 4.4% active

Catalyst & Weekly Tape

28.6

Base

4%

Raw

57

Pctile

23.8

active weightedFreshness 64.1/100Decay 82%

Upcoming AI earnings, macro prints, and weekly delta tape capture the near-term events that can confirm or challenge the current regime.

Scores upcoming earnings density only for TECHi-covered AI company tickers, EPS-estimate coverage, live macro-print availability, and the direction of TECHi weekly delta items.

Source inputs (8)

BBAI earnings

live

Nov 9 TBD

BigBear.ai Holdings · est. EPS $-0.1

Earnings calendar

OKLO earnings

live

Nov 9 TBD

Oklo Inc. · est. EPS $-0.2

Earnings calendar

RGTI earnings

live

Nov 9 TBD

Rigetti Computing · est. EPS $-0.1

Earnings calendar

CRWV earnings

live

Nov 11 TBD

CoreWeave Inc. · est. EPS $-1.2

Earnings calendar

Real GDP Trending

refreshing
Alpha Vantage

Treasury Yield Trending

refreshing
Alpha Vantage

Federal Funds Rate

refreshing
Alpha Vantage

Verified weekly tape

documented
TECHi data methodology

Assets · 10% active

Cross-Asset Pressure

57.9

Base

9%

Raw

53

Pctile

57.9

active weightedFreshness 100/100Decay 100%

Gold, oil, gas, bitcoin, inflation, rates, and retail demand are checked as external pressure gauges around AI risk appetite.

Blends the live session moves in Nasdaq 100, NVIDIA, VIX, gold, silver, oil, and bitcoin with the official rates and inflation prints. Equity and bitcoin strength lift the score. A rising VIX or gold price pulls it down.

Source inputs (7)

Nasdaq 100

live

+0.49%

751.27 versus the previous close 747.58.

Yahoo Finance daily session

NVIDIA

live

-0.52%

229.28 versus the previous close 230.48.

Yahoo Finance daily session

VIX

live

-3.70%

14.84 versus the previous close 15.41.

Yahoo Finance daily session

Gold

live

-0.14%

4210.60 versus the previous close 4216.30.

Yahoo Finance daily session

Silver

live

+3.36%

61.05 versus the previous close 59.06.

Yahoo Finance daily session

Oil

live

+0.63%

92.43 versus the previous close 91.85.

Yahoo Finance daily session

Bitcoin

live

+0.89%

83652.00 versus the previous close 82912.23.

Yahoo Finance daily session
Public API

Developer Access: Public API & Embed Widget

The endpoint is public, CORS-enabled, and cached for one hour. It includes a Crypto Fear & Greed-style data array plus the full TECHi component model, inputs, economic indicators, source links, and quote-attention data.

Embed code
<iframe title="TECHi AI Fear & Greed Index" src="https://www.techi.com/embed/ai-fear-greed/" width="360" height="260" style="border:0;max-width:100%;"></iframe>
Developer JSON API preview
{
  "endpoint": "/api/ai-fear-greed/",
  "value": 48,
  "value_classification": "Neutral",
  "raw_weighted_value": 48,
  "active_weighted_value": 47,
  "confidence_adjusted_value": 48,
  "confidence_multiplier": 0.7314,
  "fresh_input_ratio": 0.5938,
  "snapshot_hash": "2a13dde86fca...4a696ae1",
  "anchor_status": "not-recorded",
  "updated_at": "2026-10-11T23:07:05.192Z",
  "next_update_at": "2026-10-12T00:07:00.000Z",
  "refresh_cadence_seconds": 3600,
  "data_quality": {
    "score": 65,
    "label": "Medium",
    "refreshing_inputs": 13
  },
  "components": [
    {
      "id": "ai-market-momentum",
      "active": true,
      "base_weight": 13,
      "weight": 14.4,
      "score": 72.3,
      "raw_score": 56.5,
      "normalized_score": 74.8,
      "signal": "Constructive"
    },
    {
      "id": "liquidity-and-macro",
      "active": true,
      "base_weight": 14,
      "weight": 15.6,
      "score": 36.1,
      "raw_score": 50,
      "normalized_score": 21.2,
      "signal": "Defensive"
    },
    {
      "id": "compute-deflation",
      "active": true,
      "base_weight": 16,
      "weight": 17.8,
      "score": 30.7,
      "raw_score": 50,
      "normalized_score": 27.1,
      "signal": "Defensive"
    },
    {
      "id": "capital-and-capex",
      "active": false,
      "base_weight": 7,
      "weight": 0,
      "score": 50,
      "raw_score": 50,
      "normalized_score": 36.9,
      "signal": "Source refreshing"
    },
    {
      "id": "attention-and-demand",
      "active": true,
      "base_weight": 4,
      "weight": 4.4,
      "score": 76.3,
      "raw_score": 85.5,
      "normalized_score": 76.3,
      "signal": "Constructive"
    },
    {
      "id": "ai-news-sentiment",
      "active": true,
      "base_weight": 8,
      "weight": 8.9,
      "score": 8.6,
      "raw_score": 77.1,
      "normalized_score": 8.6,
      "signal": "Stress"
    },
    {
      "id": "ecosystem-breadth",
      "active": true,
      "base_weight": 9,
      "weight": 10,
      "score": 41.2,
      "raw_score": 51,
      "normalized_score": 39.5,
      "signal": "Defensive"
    },
    {
      "id": "capital-flow-breadth",
      "active": true,
      "base_weight": 5,
      "weight": 5.6,
      "score": 89,
      "raw_score": 80.6,
      "normalized_score": 96.4,
      "signal": "Very hot"
    },
    {
      "id": "technical-breadth",
      "active": true,
      "base_weight": 8,
      "weight": 8.9,
      "score": 64.2,
      "raw_score": 56.5,
      "normalized_score": 65.8,
      "signal": "Mixed"
    },
    {
      "id": "options-crowding",
      "active": false,
      "base_weight": 3,
      "weight": 0,
      "score": 50,
      "raw_score": 50,
      "normalized_score": 50,
      "signal": "Source refreshing"
    },
    {
      "id": "catalyst-and-tape",
      "active": true,
      "base_weight": 4,
      "weight": 4.4,
      "score": 28.6,
      "raw_score": 57,
      "normalized_score": 23.8,
      "signal": "Stress"
    },
    {
      "id": "cross-asset-pressure",
      "active": true,
      "base_weight": 9,
      "weight": 10,
      "score": 57.9,
      "raw_score": 53,
      "normalized_score": 57.9,
      "signal": "Mixed"
    }
  ]
}

Evidence trail

Auditable Sources & Data Providers

Auditable inputs

AI Market Momentum · Technical Breadth

Stored quote prints

Latest print: 2026-10-09T20:04:17.000Z

2/2 current

Liquidity & Macro Pressure

BIS central-bank monetary statistics

Hourly page/API refresh; source cadence varies

1 documented

Liquidity & Macro Pressure · Catalyst & Weekly Tape

Alpha Vantage

Quarterly / Annual / Monthly

Source refreshing

Compute Deflation

OpenAI API model pricing

Hourly page/API refresh; source cadence varies

1 documented

TECHi Reader Attention

Google Analytics quote traffic

Latest print: 2026-10-11T21:17:13.288Z

1/1 current

TECHi Reader Attention · Cross-Asset Pressure

Google Analytics quote traffic

Mixed source cadence

2/2 current

TECHi Reader Attention

Google Analytics quote traffic

Latest print: 2026-10-11T21:17:13.288Z

1/1 current

TECHi Reader Attention

Google Analytics quote traffic

Latest print: 2026-10-11T21:17:13.288Z

1/1 current

TECHi Reader Attention

Google Analytics quote traffic

Latest print: 2026-10-11T21:17:13.288Z

1/1 current

AI News Sentiment

Finnhub company news

Latest print: 2026-10-11T22:06:47.000Z

1/1 current

Ecosystem Breadth

Epoch AI model database

Hourly page/API refresh; source cadence varies

1 documented

Ecosystem Breadth

Stanford 2026 AI Index

Hourly page/API refresh; source cadence varies

1 documented

Editorial Allocation Breadth · Catalyst & Weekly Tape

TECHi AI money-flow methodology

Homepage AI Pulse refresh / Weekly editorial/data refresh

7 documented

Catalyst & Weekly Tape

Earnings calendar

Latest print: 2026-10-11T23:07:21.753Z

1/1 current

Catalyst & Weekly Tape

Earnings calendar

Latest print: 2026-10-11T23:07:21.753Z

1/1 current

Catalyst & Weekly Tape

Earnings calendar

Latest print: 2026-10-11T23:07:21.753Z

1/1 current

Catalyst & Weekly Tape

Earnings calendar

Latest print: 2026-10-11T23:07:21.753Z

1/1 current

Cross-Asset Pressure

Yahoo Finance daily session

Latest print: 2026-10-09T20:00:00.000Z

1/1 current

Cross-Asset Pressure

Yahoo Finance daily session

Mixed source cadence

5/5 current