MarketMindHow MarketMind Works
Signal-first intelligence for financial markets — showing what investors are discussing, where opinions align or diverge, and the catalysts driving price action across US stocks, commodities.
MarketMind surfaces context, signals, and sources — not recommendations. Every insight links back to original evidence.
TL;DR
- •We track discussions across Reddit (25 communities), Twitter/X (curated analysts), and major news outlets
- •AI groups related discussions into unified topics — "Tesla earnings" on Reddit and "TSLA Q4 results" on Twitter/X become one topic
- •Price reactions to earnings, news, and catalysts are classified by statistical magnitude
- •21 commodities tracked with government data (EIA, CFTC, USDA) and macro regime indicators
- •Discover screens surface overlooked stocks using rules-based criteria — no AI sentiment
- •Every insight links back to original sources for verification
Coverage & Sources
Captures retail investor discussion across 25 communities — from aggressive traders to conservative long-term investors.
Twitter/X
Curated analysts and market professionals with consistent, market-focused output.
News
Major outlets such as Reuters, Bloomberg, WSJ, FT, and specialised tech/crypto publications.
Government Data (Commodities)
EIA petroleum inventories, USDA export sales, and CFTC Commitments of Traders — published by federal agencies on fixed weekly schedules. Used exclusively for commodity analysis.
Data Providers
Market data via Financial Modeling Prep (FMP). Government reports from EIA, CFTC, and USDA public feeds. Social data from Reddit API and curated Twitter/X accounts. News from major outlets via GNews.
How Sources Connect
Not three feeds side by side — a connected system
- Reddit surfaces what retail investors are paying attention to — topics, tickers, and themes gaining traction
- Twitter/X adds expert interpretation on those same topics
- News validates or challenges social discussion by anchoring it to reported events
The result: a unified view where sources respond to each other, not isolated commentary streams.
Update Frequency
| Feature | Sources | Cadence |
|---|---|---|
| Market Pulse | Reddit, Twitter/X, News | 3× weekdays |
| Trending Tickers | Reddit, FMP, News | 3× weekdays |
| Event Reactions | FMP earnings/news | 2× weekdays |
| Commodities | Futures, EIA, CFTC, USDA, Reddit | Prices 3× weekdays · Reports weekly |
| Discover Screens | Price action, fundamentals | Weekly (Saturday) |
| Penny Stocks | 3× weekdays |
Market Pulse
The daily briefing on what investors are talking about
Market Pulse surfaces the news driving discussion across Reddit, Twitter/X, and news outlets — and shows where retail and institutional perspectives agree or diverge.
Every summary links back to original sources so you can verify the context yourself.
Trending Tickers
Stocks moving on earnings, catalysts, and retail attention
Event Reactions
When a stock moves sharply following an earnings report, news event, or catalyst, we classify the reaction by its statistical magnitude. Moves exceeding historical norms are flagged and linked to the triggering event — surfacing the why behind price action.
Community Intelligence
Sentiment is measured across 25 Reddit communities. Bot accounts are filtered. When different communities disagree — for example, aggressive traders bullish while conservative investors remain cautious — the divergence is flagged rather than averaged away.
Strategy Playbooks
Five built-in lenses that filter trending tickers by trading style:
- •Momentum — stocks with sustained directional moves and volume
- •Early Bird — early discussion signals before broad attention
- •Smart Money — institutional and analyst positioning signals
- •Consensus — stocks where community, news, and analysts align
- •Contrarian — stocks where retail and institutional views disagree
Commodities
21 commodities tracked — futures prices paired with government reports and macro signals
Government Data
EIA inventories, USDA export sales, and CFTC fund positioning — updated on fixed weekly schedules published by federal agencies. When a report contradicts market positioning, we flag the discrepancy.
Macro Regime
Real rates and dollar strength are assessed daily for commodity impact. The regime indicator (risk-on, risk-off, mixed) provides context for interpreting price moves — a gold rally during risk-off means something different than during risk-on.
Equity Bridge
Every commodity is mapped to the tradeable stocks and ETFs exposed to its price moves. When crude oil drops 3%, the bridge shows which energy stocks are most affected and whether the move is already reflected in equity prices.
Discover Screens
Rules-based, not AI picks
Discover Screens are rules-based screeners, not AI picks. They surface stocks that match clear criteria such as:
- •Quiet Compounders — strong fundamentals, lower volatility
- •Under-the-Radar — positive momentum with low attention
- •Deep Under-the-Radar — extreme low coverage, early signs of movement
- •Follow-Through Moves — multi-day uptrends with volume confirmation
Each result includes explicit reasons explaining why it qualified. Screens refresh weekly.
Penny Stocks
High risk — intentionally high friction
Penny Stocks focuses on stocks under $5 that attract speculative discussion. This section includes:
- •AI-generated bull and bear summaries
- •Credibility warnings
- •Scam-risk signals
This area is intentionally high-friction and educational. High attention does not imply quality.
How We Show Conversation
Why we don't collapse everything into one score
A single number hides disagreement — often the most important signal. Instead, we use clear language to describe sentiment for each source:
When sources agree
Alignment across Reddit, Twitter/X, and news suggests the conversation is moving in the same direction. This does not guarantee outcomes — it shows consensus of attention.
When sources disagree
Disagreement signals uncertainty or debate. Often the most valuable state — it means deeper research is required.
Even within a single source
Reddit isn't one voice. Aggressive trading communities may be bullish while conservative forums remain cautious. We surface this internal divergence when it exists.
Technical Definitions
Optional — for readers who want detail
| Term | Definition |
|---|---|
| Bullish | Positive mentions outweigh negative by 20%+ |
| Bearish | Negative mentions outweigh positive by 20%+ |
| Neutral | Balanced discussion (within ±20%) |
| Trusted Reddit Account | Account age ≥6 months AND karma ≥2,000 |
| Premium Reddit Account | Account age >1 year AND karma >10,000 AND comment score >5 |
| High Confidence (AI) | ≥20 source posts/comments |
| Medium Confidence (AI) | 5–19 source posts/comments |
| Low Confidence (AI) | <5 source posts/comments |
Limitations
- •Not financial advice. We show what people are saying, not what you should do.
- •Not price prediction. Sentiment does not guarantee outcomes.
- •Not comprehensive. We surface trending topics, not every discussion.
- •English-language sources only.