TRANSPARENCY

How GEO INTEL Works

Our intelligence pipeline processes thousands of articles daily through a 6-stage system. Here's exactly how we score, evaluate, and deliver your briefings.

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Data Collection

We ingest articles from 200+ verified news sources every 6 hours — wire services (Reuters, AP), government publications, defense journals, financial data feeds, and regional media across 40+ countries.

●Real-time RSS + API ingestion from curated source list
●Duplicate detection using URL deduplication + semantic similarity
●Source credibility weighting based on historical accuracy
●Coverage across 12 languages with auto-translation

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AI Analysis & Clustering

Raw articles are analyzed by Claude AI to extract entities, events, sentiment, and geopolitical context. Related articles are clustered into unified "topics" — one coherent story from many sources.

●Named entity recognition (countries, leaders, organizations)
●Event extraction (sanctions, treaties, military movements)
●Cross-source fact verification and contradiction detection
●Topic clustering via semantic embedding similarity

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Importance Scoring

Every topic receives an Importance Score (0-100) calculated from multiple weighted signals. This is NOT arbitrary — each factor has a defined weight in the scoring algorithm.

●Source authority weight (30%) — Reuters scores higher than a blog
●Cross-source coverage (25%) — more sources = higher confidence
●Geopolitical impact potential (20%) — assessed by AI against historical patterns
●Recency & velocity (15%) — how fast is the story developing
●Regional relevance (10%) — proximity to major economic corridors

⚠️

Risk Classification

Each topic is tagged with a Risk Indicator based on trajectory analysis — not just the current state, but the direction of change compared to the previous 7 days.

●ESCALATING — situation is worsening, higher scores trending up
●WATCH — notable development, uncertain trajectory
●STABLE — ongoing situation with no significant change
●DECLINING — tensions easing, risk decreasing

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Briefing Generation

Topics are compiled into your daily briefing with structured analysis sections: What Happened, Why It Matters, Who Is Affected, What Happens Next, and Diplomatic Insight.

●Each section is generated by Claude AI with source attribution
●Talking points are extracted for quick reference
●UAE/regional perspective is added for local context
●Audio briefing is generated via text-to-speech

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Personalization Layer

Your briefing is personalized based on your onboarding preferences — selected categories, tracked regions, industry context, and briefing depth preference.

●Topics matching your categories are boosted in priority
●Briefing length adapts to your depth preference (Brief/Standard/Deep)
●Impact scoring considers your industry and business regions
●Alert thresholds customized to your risk tolerance

Importance Score Breakdown

Every topic is scored 0–100 using these weighted factors

30%

Source Authority

Credibility and track record of reporting sources

25%

Cross-Source Coverage

Number of independent sources confirming the event

20%

Impact Potential

AI-assessed geopolitical and economic consequences

15%

Recency & Velocity

How recently it happened and how fast it's developing

10%

Regional Relevance

Proximity to major economies and trade routes

Risk Indicators

Each topic's trajectory is classified based on 7-day trend analysis

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ESCALATING

Worsening situation, rising tensions

◉

WATCH

Developing situation, uncertain outcome

●

STABLE

No significant change detected

⬇

DECLINING

Tensions easing, risk decreasing

Questions about our methodology? We believe in full transparency.

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