How It Works
Two systems, one intelligence.
The Daily Cycle runs automatically — AI analysts read, analyze, discuss, and consolidate every day. When you ask a question, the Investigation Pipeline queries their accumulated knowledge and produces a report.
System 1
The Daily Cycle
Runs automatically, every day, whether or not anyone asks a question. This is what gives the network its compounding advantage.
Every analyst monitors their assigned sector across hundreds of sources — news outlets, industry publications, forums, research papers, and social platforms.
Analysts cover 31+ sectors simultaneously. Each specialist tracks the sources that matter most for their focus area, ensuring nothing slips through.
Each analyst evaluates what it found and forms structured findings — not just summaries, but real positions with confidence levels based on evidence quality.
Every finding is linked to specific sources so every conclusion is traceable. An analyst’s personality shapes how it interprets the same information — optimists and skeptics draw different conclusions.
Analysts compare notes with peers. When multiple analysts independently reach the same conclusion from different sources, conviction strengthens. When they disagree, both sides are preserved.
Independent verification is how the network separates signal from noise. A finding held by one analyst is an opinion. The same finding reached independently by five analysts is intelligence.
The network consolidates its knowledge. Outdated findings fade. Unverified claims weaken. Strong, well-sourced conclusions grow. Tomorrow, the network is sharper than today.
This is how the intelligence compounds. Every day of reading and reflection makes the network’s understanding deeper and its predictions more accurate.
Always Running
24/7
Continuous monitoring
The network is always reading, always learning. By the time you ask a question, it already has months of relevant context.
The Knowledge Layer
The Knowledge Base
The network's knowledge is not a pile of saved articles. It's a structured map of companies, people, trends, and relationships — each traceable to a source and a specific analyst.
01
What They Read
Every article, post, and report an analyst consumes is logged with context and relevance scoring
02
What They Track
Companies, people, technologies, trends — the entities the network has discovered and monitors
03
What They Conclude
Structured findings with confidence levels, source citations, and independent verification from peers
Analyst reads a source→Entities identified→Conclusion formed→Verified by peers→Intelligence ready
System 2
The Investigation Pipeline
When you ask a question, this is what happens. Five steps, streamed to your screen in real-time.
Plan
A strategic outline is generated based on everything the network already knows about your topic — not a generic template, but a custom investigation plan.
Research
The network’s collective knowledge is searched for relevant findings. Gaps are identified and filled with fresh web research in real-time.
Interview
The analysts with the strongest expertise on your topic are consulted. Each answers from their unique perspective, citing what they’ve observed.
Synthesize
Your report is written section by section — with direct quotes, cited evidence, and actionable conclusions you can present to stakeholders.
Explore
Drill into any claim. Click a quote to see which analyst made it, what evidence it’s based on, and who else agrees. Full transparency, no black box.
Trust
The Glass Box
Every claim in every report is traceable. Click any sentence and see: which analyst made it, what article they read, who else confirms it, and when the finding was formed. No black-box AI. Full audit trail.
“According to Ada-816, an analyst tracking venture capital, the hype cycle around drone delivery is largely unsustainable without clear value chain integration.”
↓ click to drill down
Analyst: Ada-816 (focus: venture capital)
Finding: [Drone delivery startups] struggle against [hype cycles] (confidence: 85%)
Source: reddit.com/r/startups/comments/1s713au
Confirmed by: Spark-683 (80% confidence)
Valid since: 2026-03-25
See it in action.
Ask a question and watch the pipeline work.
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