Twitter Sentiment Analysis & Narrative Reports — AI-Scored, No Scraping

Raw scrapers sell you 5,000 tweets. This sells you the answer.

This actor by SentimentAlpha runs real-time Twitter sentiment analysis on any ticker, brand, or topic and returns one decision-ready report: scored sentiment, the narratives driving the conversation, who's amplifying them, and a crisis flag if a negative story is picking up speed. Live from X (Twitter) via Grok's official X search — no scraping, no proxies, nothing that breaks when X changes its site.

The math

	Raw tweet scraper	This actor
You pay	~$2.00 (5,000 tweets @ $0.40/1K)	$0.25 (one report)
You receive	5,000 rows to clean, dedupe & analyze	The finished analysis
Your time	~1 hour (or another AI pipeline)	0 minutes
Breaks when X changes HTML?	Yes	No — official Grok API
Answer to "is sentiment turning?"	Eventually	In the first field

What one $0.25 report contains

{
  "query": "$TSLA",
  "sentimentScore": -0.34,
  "sentimentLabel": "negative",
  "confidence": 0.81,
  "narrativeVelocity": 72,
  "crisisFlag": true,
  "crisisNote": "Delivery-miss narrative accelerating, amplified by three high-reach accounts in the last 6 hours.",
  "topNarratives": [
    { "theme": "Q2 delivery miss", "stance": "negative", "strength": 84, "samplePost": "Third quarter in a row deliveries came in under whisper numbers..." }
  ],
  "keyVoices": [ { "handle": "@...", "stance": "bearish", "reach": "high" } ],
  "summary": "Sentiment has turned negative over the last 24h, driven primarily by..."
}

Who uses this

• Brand, PR & comms teams — "Is X turning against us? Is this a crisis or noise?" One run answers it. Schedule it daily and pipe alerts to Slack.
• Marketing agencies — client-ready social snapshots without an $800/mo listening-tool seat. Run 40 client reports for $10.
• Traders & analysts — which narratives are moving $NVDA, bitcoin, or a memecoin right now, at what velocity, and who's driving them.
• AI agents & automations — clean structured JSON, callable by API, MCP, or schedule. Built for machine consumption.

Why it's priced per report, not per tweet

You're not buying data — you're buying the hour you'd spend turning data into a conclusion. Every report is a fresh, live Grok analysis of the current X conversation. You're charged only for successful reports; failed queries cost nothing. No subscription, no minimum: one report is $0.25, forty are $10.

Get started in 60 seconds

1. Enter one or more queries: Nike, $TSLA, GLP-1 drugs, @YourBrand
2. Pick a timeframe (4h / 24h / 7d)
3. Run. Export JSON/CSV, connect to Sheets, Slack, or your agent — or schedule it and never check manually again.

Twitter sentiment analysis FAQ

What is Twitter sentiment analysis?

Twitter sentiment analysis uses AI to classify posts about a brand, ticker, or topic as positive, negative, or neutral — and, in this actor's case, to extract the underlying narratives driving the conversation. It turns raw social noise into quantifiable signals for trading, PR, and competitive monitoring.

How accurate is AI Twitter sentiment analysis?

Modern models achieve high reliability on clear sentiment and emerging narratives when given fresh, high-engagement posts, which is exactly what this actor feeds them via Grok's live X search. Every report includes a calibrated confidence score so you know how much weight to put on each reading.

Can I use Twitter sentiment for stock or crypto trading signals?

Sentiment and narrative velocity are leading indicators in narrative-driven assets, but no single signal is a complete strategy. Best results come from layering sentiment velocity and contrarian divergence with price and volume data.

What's the difference between X and Twitter sentiment analysis tools?

Same platform — "X" is the current name, but most people still search "Twitter." This actor analyzes the live X platform regardless of what you call it.

Is there a Twitter sentiment analysis API?

Yes — this actor is one: call it via Apify's HTTP API, schedule it, or connect it through MCP for AI agents. You get scored, structured JSON without managing your own scraping or LLM pipeline.

Do I need a Twitter/X API key to run this?

No. The actor uses Grok's official X search under the hood, so there's nothing to configure — enter a query and run.

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About SentimentAlpha: we build AI analysis actors on Grok's official X search — finished intelligence, not raw data dumps. More actors coming: scheduled Brand Monitor and KOL Stance Tracker. sentimentalpha.ai

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