GM. This is Needs to Exist (aka NTE), delivering you a daily startup idea to help you get on top of trends before anyone else.

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Here’s what we’ve got for you today.

• Daily Idea - AI-powered market insights

• How to Spot Trends

Real-time AI market intelligence

Inspired by this tweet

The One Liner

AI-powered market intelligence from Twitter—real-time trends, zero noise.

The 140 character tweet (or X) version

Stop guessing market trends. This AI scans Twitter in real time, extracting investor-grade insights from noise to signal.

The Longer Story Version

The Problem

Markets move fast. Investors, businesses, and researchers need real-time intelligence to stay ahead.

But right now, you’ve got two choices:

1. Traditional research—slow, outdated by the time it’s published.

2. Social media monitoring tools—overwhelming, full of noise, and not built for deep analysis.

Twitter is where sentiment shifts first. But parsing millions of tweets, filtering the noise, and extracting real insights? That’s impossible manually.

The Solution

An AI-powered intelligence layer that transforms Twitter’s firehose of data into real-time, actionable market insights.

Here’s how it works:

• Live Sentiment Tracking – AI scans tweets, retweets, likes, and hashtags to surface emerging trends before they hit mainstream media.

• Market Predictions – NLP and machine learning models forecast shifts in sentiment for stocks, crypto, and industries.

• Influencer Signal Detection – Not all tweets matter. The AI filters for high-impact voices, ensuring the data isn’t polluted by noise.

• Competitive Intelligence – Track how the public reacts to product launches, policy changes, or industry news in real time.

It’s like Bloomberg Terminal, but fueled by real conversations, not delayed reports.

How We’d Build It

This isn’t just slapping an LLM on tweets. Here’s the real playbook:

🚀 Data Pipeline – Using Twitter’s API + Firehose access via Gnip or a partner like Pulsar.

🧠 NLP & AI Models – Leveraging Haystack for real-time text processing, FinBERT for finance sentiment analysis, and Anthropic’s Claude for contextual understanding.

📊 Visualization & Insights – Using Metabase or Superset for dashboards, combined with TimescaleDB to handle real-time time-series data.

⚡ Speed & Scale – Running models on Modal or Banana.dev for cost-efficient, serverless AI inference.

🎯 API & Integrations – Plug into Notion, Slack, TradingView, or Zapier for automated alerts and insights.

Why It Needs to Exist

Because in markets, timing is everything.

By the time a news article is written, the opportunity is gone. AI-driven intelligence from Twitter gives businesses, investors, and researchers a real-time edge—spotting sentiment shifts, trend spikes, and market signals before they become obvious.

Most tools today focus on vanity metrics and engagement. This is built for decisions that move markets.

Want to know when the next wave is coming? Don’t wait for analysts. Watch where the conversation is going—before it gets there.

Needs To Exist Pro

Alright folks, listen up! You ever sit around thinking, "Man, I wish I had a million-dollar business idea!" Well, guess what? Now you don’t have to—because NTE Pro has done the hard work for you!

For just $99 a year, you get access to over 2,000 startup ideas

• A Treasure Trove of Business Concepts – We’re talking thousands of startup ideas, and we’re adding more all the time.

• Super Easy to Find What You Need – No more digging through junk. Everything’s neatly categorized and searchable, so you can find the perfect idea in no time.

• Handpicked from the Best Sources – We’re talking about the good stuff, folks. No fluff—just real, viable business ideas pulled from trusted sources.

• Step-by-Step Action Plans – Because let’s face it, having an idea is great, but knowing what to do with it? That’s where the magic happens.

How to Spot Trends Before They Blow Up

(And Turn Them Into Startup Ideas)

Most people suck at coming up with ideas. Which is why we built NTE

They sit around, waiting for a eureka moment, like inspiration is some kind of magical lightning bolt.

But the best founders don’t just wait. They observe. They spot trends. They pounce.

Or they get NTE Pro - shameless plug.

Think about it—every great startup either rides a wave or creates one.

• Uber? Built on the rise of smartphones + GPS.

• TikTok? The explosion of mobile video + shorter attention spans.

• OpenAI? A decade of AI research finally hitting the mainstream.

How to Find Trends Before Everyone Else Does

Twitter is great for surface-level trend spotting, but if you only rely on what’s going viral, you’re already too late - unless someone builds the above idea!

Here’s where to look as well:

1. Reddit (The Internet’s Underground Lab)

Reddit is where niche communities thrive before they hit the mainstream.

• Sort by top posts in subreddits like r/futurology, r/technology, r/startups.

• Use redditsearch.io to see what topics are trending in real time.

Want proof? The NFT boom started in r/cryptocurrency years before hitting Twitter.

2. Google Trends (What the World is Searching For)

Google Trends shows what people actually care about, not just what’s being talked about.

• Compare search volume over time.

• Look for steady increases (long-term trends) vs. spikes (short-term opportunities).

Example? The rise of "Ozempic weight loss" → led to businesses popping up around GLP-1 coaching, meal plans, and even insurance navigation for weight-loss meds.

3. YouTube Comments (Hidden Gold Mine)

People tell you exactly what they want in YouTube comments.

• Watch trending tech or finance videos.

• Sort comments by most liked to see what ideas people engage with.

Years ago, people kept commenting: "Wish I could watch videos at 2x speed!"
Boom. That’s how Playback Speed Controls became a must-have feature.

4. Patents & Research Papers (Future Tech)

If you want to see the future, read what scientists and engineers are working on today.

• Google Patents (patents.google.com) → See what big companies are filing.

• Arxiv.org → Early AI & biotech research that will become products in 5-10 years.

Self-driving cars? AI-generated music? Those were patents and papers first.

Turning Trends into Startups

Trends come in two types:

1. Mega Trends → Last 10+ years (AI, remote work, longevity).

   • Build big startups around these.

2. Short-Term Waves → Last months/years (Wordle, viral apps, meme stocks).

   • Make quick, high-upside bets (apps, content, ecommerce drops).

🚀 Mega Trend Example:

• Trend: AI-generated content (ChatGPT, Midjourney, etc.).

• Startup Idea: A tool that detects AI-generated content for schools, lawyers, and businesses.

⚡ Short-Term Wave Example:

• Trend: Taylor Swift tour tickets selling out in seconds.

• Idea: A Chrome extension that auto-refreshes Ticketmaster and buys when tickets drop.

One could be a VC-backed company.
The other could be a $50K/month cash cow.

Either way, you win by spotting the trend early.

Last Thought

If you want more ideas, train your brain to spot trends:

• Track what’s growing. Follow Google Trends, Reddit, YouTube comments, and patent filings.

• See what people complain about. Problems = startup ideas.

• Ride waves, don’t fight them. It’s easier to go where demand is already headed.

Want an edge? Start watching what hasn’t blown up yet—because by the time it hits Twitter, it’s already old news.

The other option if you don’t want to train your brain - just sign up for NTE Pro and we do the hard work for you.

One More Meme