Topic Trend Aggregator
Pricing
Pay per event
Topic Trend Aggregator
The Topic Trend Aggregator is the intelligent engine room of the Visita Content Intelligence Suite. It is an AI-powered tool that ingests hundreds of raw news articles from multiple sources, uses gpt-5-mini to cluster them into coherent topics, and scores them based on momentum and sentiment.
Pricing
Pay per event
Rating
0.0
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Developer

Visita AI & Automation
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6
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1
Monthly active users
4 days ago
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๐ฎ Topic Trend Aggregator
AI-powered market intelligence across 20+ sectors. Identify emerging trends, track sentiment, and generate strategic narratives โ all from a single Actor run.
โก What You Get
Each run scans 20 industry verticals and returns 3โ5 distinct, actionable trends per sector โ not vague summaries, but specific signals you can act on immediately. No setup, no API keys, no database โ just run and get results.
| What you'd do manually | What this Actor does |
|---|---|
| Read 1,000+ articles across 20 industries | Ingests them all in seconds |
| Spend 4+ hours identifying patterns | AI clusters them into 60โ100 specific trends |
| Guess at market sentiment | Scores each trend 0โ100 with sentiment labels |
| Repeat tomorrow | Caches results โ same-day reruns are instant |
๐ฏ Supported Sectors (20 Niches)
| Category | Sectors |
|---|---|
| ๐ป Tech & Innovation | Tech, Semiconductors, Climate Tech |
| ๐ฐ Finance & Markets | Crypto, Global Markets, Venture Capital |
| ๐ Real Estate | Real Estate |
| ๐ Automotive | Motoring |
| โก Energy | Energy, Energy Transition, Nuclear Energy |
| ๐ฅ Health & Lifestyle | Health, Health & Fitness, Food Tech, Luxury |
| ๐ Geopolitics | BRICS, Logistics & Supply Chain |
| ๐ Consumer & Media | Retail, Social Media, Gaming, Education |
| ๐ฐ General | General News |
๐ง How It Works
This Actor is backed by a continuously updated intelligence database with thousands of articles ingested daily across all 20 sectors. You don't need to provide any data sources โ everything is handled for you.
Mode 1: ๐ STANDARD (Daily Trend Scouting) โ Powered by GPT-5 mini
Scans the latest articles across your selected niches, identifies 3โ5 distinct trending topics per sector, and scores each by momentum and sentiment. Uses GPT-5 mini for fast, high-quality daily analysis.
graph LRA[(Intelligence<br/>Database)] -->|Latest Articles| B(Topic Trend Aggregator)B -->|Analyzes via AI| C(GPT-5 mini<br/>Fast & Precise)C -->|3-5 Trends per Niche| BB -->|Returns| E{Apify Dataset}
Mode 2: ๐ง META-ANALYSIS (Strategic Report) โ Choose Your AI
Premium intelligence. Choose the brain behind it.
Rolls up your past daily trends into investment-grade macro narratives. You choose the AI model that powers the analysis:
| Model | Strengths |
|---|---|
| ๐ง GPT-5 (default) | The latest flagship model โ best for deep strategic insight |
| ๐ค o3-mini | OpenAI's dedicated reasoning model โ specialized for complex logic |
| โก GPT-5 mini | Fast and capable โ great balance of speed and quality |
๐ก Smart Fallback: If the selected model hits a rate limit, the actor automatically falls back to the other model so your analysis always completes.
Perfect for weekly/monthly intelligence briefings, board presentations, and investment research.
๐ Output Structure
Each trend record contains:
{"niche": "crypto","topic_name": "DeFi Resurgence on Layer 2 Networks","description": "Layer 2 scaling solutions are driving renewed DeFi activity, with TVL growing 40% across Arbitrum and Optimism.","trend_score": 82,"article_count": 264,"key_entities": ["Arbitrum", "Optimism", "Uniswap", "Aave"],"sentiment": "positive","date_date": "2026-02-23","metadata": {}}
A typical STANDARD run produces 60โ100 trend records across all niches.
๐ฐ Pricing
Pay Per Event โ you only pay for the intelligence generated. No platform compute costs, no idle charges.
๐ฅ Early Adopter Pricing โ Ending March 9, 2026
โฐ Lock in up to 90% savings before our pricing update!
Due to increasing LLM inference costs (GPT-4o token pricing), we are adjusting our rates on March 9, 2026. Until then, you can run the full 20-niche analysis at a fraction of the upcoming cost. A full daily run at current rates costs ~$1.20 โ after March 9, the same run will cost ~$2.00+.
This is the best time to build your trend database and backfill historical data.
| Event | ๐ Current Price | โก๏ธ New Price (Mar 9) | Increase |
|---|---|---|---|
| Trend Analyzed | $0.015 | $0.025 | +67% |
| Meta Analysis Report | $0.15 | $1.25 | +733% |
| Actor Start | $0.00005 | $0.00005 | โ |
Volume Discounts (Both Current & Upcoming)
| Tier | Discount |
|---|---|
| ๐ฅ Bronze | 10% off |
| ๐ฅ Silver | ~15% off |
| ๐ฅ Gold | ~20% off |
๐ก Pro Tip: Run daily STANDARD analyses now at the current rate to build a rich trend history โ then use META_ANALYSIS mode later to generate strategic reports from that data at no additional collection cost.
โ๏ธ Input Configuration
| Parameter | Description | Default |
|---|---|---|
| Operation Mode | STANDARD (daily trends) or META_ANALYSIS (strategic rollup) | STANDARD |
| Meta-Analysis AI Model | Choose AI for META_ANALYSIS: gpt-5, o3-mini, gpt-5-mini | gpt-5 |
| Days of History | How many days back to scan for articles (1โ30) | 2 |
| Target Niches | Select specific sectors, or leave empty for all 20 | All |
No API keys or database configuration required โ just pick your mode and run.
๐ง Intelligent Caching
The Actor never wastes money on duplicate analysis. If you run it twice on the same day for the same niche, the second run serves results instantly from cache โ zero additional AI cost, and you still get the full data output.
๐ Related Actors
Build your complete intelligence pipeline with the Visita Suite:
- Sentiment Compass โ Analyze the emotional impact of your trends
- World News Intelligence โ The raw data engine for global news
- Content Blueprint AI โ Turn trends into publishable content


