AI-Powered Engine Real-Time Analysis Auto Publishing Fully Automated

How Tickzen Works End-to-End

Discover our two powerful AI-driven solutions: comprehensive stock analysis with automated report generation, and seamless WordPress content automation with intelligent publishing.

AI-Powered Analysis

AI Stock Analysis & Report Generation

From ticker validation to data projections and report assembly, Tickzen runs a production pipeline with real-time progress events, caching, and export-ready outputs.

01
Data Collection

Validated Input + Live Market Data Collection

The analysis runner first validates ticker format, then fetches daily + intraday market data and current price context, followed by macro indicators. If data is missing, the run stops with a clear user-facing error.

Ticker Validation
Safe symbol checks
Live + Daily Feed
Price, intraday, context
Macro Indicators
FRED + economic data
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Data Freshness Check (days)
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Cache Cleanup Window (days)
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Price Context Layers
02
AI Processing

Preprocessing, Indicators & 1-Year Projection

The engine preprocesses stock + macro data (using cache when current), computes key technical insights, trains the Prophet model with a 1-year horizon, and fetches fundamentals, consensus estimates, and news inputs for analysis sections.

Technical Indicators (RSI, MACD, Histogram) Active
Prophet Projection Model (1 Year) Trained
Fundamentals + Consensus Estimates + News Merged
03
Report Output

Report Assembly + WordPress Asset Output

The report generator builds the full HTML analysis report, and the WordPress pipeline can also generate publish-ready HTML/chart assets. Socket events stream progress and errors in real time.

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Output Paths
0
Primary Events
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Projection Horizon (yr)
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Cache Cycle (hrs)
Report Includes
✓ Projection table + price context
✓ Technical indicators section
✓ Fundamentals and balance-sheet
✓ Analyst estimates
✓ Macro indicators context
✓ Risk/assessment narrative
Content Automation

WordPress Content Automation

Automated multi-profile publishing with Firestore-backed state, author rotation, scheduling controls, and direct WordPress REST API delivery.

01
Profile Setup

Profile Setup, Limits & Ticker Queue Build

Each run loads profile configs and persistent state (Firestore or local fallback), enforces per-site daily caps, then builds ticker queues from manual entries, uploaded files, or Excel/state resume logic.

Profiles + Authors
Site-level config
State + Limits
Daily cap + resume
Ticker Queue
Manual/file/Excel
Run Controls
✓ Firestore persistent state
✓ Daily post cap enforcement
✓ Stop/resume safety handling
✓ Profile-level isolation
✓ Failed ticker tracking
✓ Live Socket progress events
02
Content Generation

Article Generation + Author Rotation

Per ticker, the system routes to stock-analysis or earnings article generation, then rotates WordPress authors in round-robin order and keeps per-ticker publish tracking to avoid duplicate behavior.

Rotation Sequence
W1
W2
W3
W4

Active writer advances after each processed ticker.

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Ticker Input Modes
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Default Daily Cap / Profile
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Max Gap (min)
03
Publishing

Media Upload, Internal Linking & Scheduled Publish

The pipeline generates a featured image, optionally injects internal links, creates SEO-safe slugs, and schedules posts through WordPress REST endpoints for media and posts with per-ticker status persistence.

Publishing Progress 0%
Preparing content…
Publishing Features
✓ REST API post creation
✓ Featured image upload
✓ Optional internal links
✓ Slug length protection (<75 chars)
✓ Scheduled future posting status
✓ Post URL + status persistence
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Slug Safety Limit
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WP API Endpoints
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Core States

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