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Topic Trend Aggregator

Under maintenance

Pricing

Pay per event

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Topic Trend Aggregator

Topic Trend Aggregator

Under maintenance

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.

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Pay per event

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Visita AI & Automation

Visita AI & Automation

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๐Ÿ”ฎ 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.

Pay Per Event 20+ Niches AI Powered


โšก What You Get

Each run scans 20 industry verticals and returns 3โ€“5 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 manuallyWhat this Actor does
Read 1,000+ articles across 20 industriesIngests them all in seconds
Spend 4+ hours identifying patternsAI clusters them into 60โ€“100 specific trends
Guess at market sentimentScores each trend 0โ€“100 with sentiment labels
Repeat tomorrowCaches results โ€” same-day reruns are instant

๐ŸŽฏ Supported Sectors (20 Niches)

CategorySectors
๐Ÿ’ป Tech & InnovationTech, Semiconductors, Climate Tech
๐Ÿ’ฐ Finance & MarketsCrypto, Global Markets, Venture Capital
๐Ÿ  Real EstateReal Estate
๐Ÿš— AutomotiveMotoring
โšก EnergyEnergy, Energy Transition, Nuclear Energy
๐Ÿฅ Health & LifestyleHealth, Health & Fitness, Food Tech, Luxury
๐ŸŒ GeopoliticsBRICS, Logistics & Supply Chain
๐Ÿ›’ Consumer & MediaRetail, Social Media, Gaming, Education
๐Ÿ“ฐ GeneralGeneral News

๐Ÿ”ง 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: ๐Ÿš€ STANDARD (Daily Trend Scouting) โ€” Powered by GPT-5 mini

Scans the latest articles across your selected niches, identifies 3โ€“5 distinct trending topics per sector, and scores each by momentum and sentiment. Uses GPT-5 mini for fast, high-quality daily analysis.

graph LR
A[(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| B
B -->|Returns| E{Apify Dataset}

Mode 2: ๐Ÿง  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:

ModelStrengths
๐Ÿง  GPT-5 (default)The latest flagship model โ€” best for deep strategic insight
๐Ÿค” o3-miniOpenAI's dedicated reasoning model โ€” specialized for complex logic
โšก GPT-5 miniFast and capable โ€” great balance of speed and quality

๐Ÿ’ก 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.


๐Ÿ“Š 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 60โ€“100 trend records across all niches.


๐Ÿ’ฐ Pricing

Pay Per Event โ€” you only pay for the intelligence generated. No platform compute costs, no idle charges.

๐Ÿ”ฅ Early Adopter Pricing โ€” Ending March 9, 2026

โฐ 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.

Event๐Ÿ’š Current Priceโžก๏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$0.00005โ€”

Volume Discounts (Both Current & Upcoming)

TierDiscount
๐Ÿฅ‰ Bronze10% off
๐Ÿฅˆ Silver~15% off
๐Ÿฅ‡ Gold~20% off

๐Ÿ’ก 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.


โš™๏ธ Input Configuration

ParameterDescriptionDefault
Operation ModeSTANDARD (daily trends) or META_ANALYSIS (strategic rollup)STANDARD
Meta-Analysis AI ModelChoose AI for META_ANALYSIS: gpt-5, o3-mini, gpt-5-minigpt-5
Days of HistoryHow many days back to scan for articles (1โ€“30)2
Target NichesSelect specific sectors, or leave empty for all 20All

No API keys or database configuration required โ€” just pick your mode and run.


๐Ÿง  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.


Build your complete intelligence pipeline with the Visita Suite: