Not a chat interface, not a report generator. An engine that continuously discovers what your buyers ask, collects and verifies the evidence behind it, connects it into a knowledge graph, reasons its way to recommendations — and then measures what your actions actually changed. This page shows the machinery. Every stage links to a live surface where you can watch it work.
Knowledge objects live
761
each with independent editorial + commercial review stamps
Entities in the graph
2265
connected by shared meaning, intents, and authored links
Benchmark questions, open samples
74
across 5 public sample reports — every finding source-linked
Numbers on this page
live
computed from the running system at render time — a stale metric is a quiet lie
Track the intelligence, end to end
The Intelligence Lifecycle
Every insight in Magrios moves through the same nine stages. No stage is theoretical — each names the system that runs it and links to a place you can see its output today.
The nine-stage Magrios Intelligence Lifecycle. Generated from this page's live specification — not an illustration.
01
Signal detected
Multi-angle research finds the questions your buyers actually ask — derived from your market, never from a keyword list.
Decision traceability · a real example, not a mock
Why a recommendation exists — traced
Below is an actual finding from the public Richpanel sample report, exactly as the engine produced it. This is the trace every Magrios recommendation carries: evidence → sources → confidence → reasoning → impact → action. We expose decision traceability, never chain-of-thought.
Evidence
Richpanel does not appear in the researched sources behind the buyer question “What are the best AI customer support platforms for ecommerce brands in 2025?” — one of 15 absences across 15 benchmark questions. The companies that do appear: Gorgias, Zendesk, Intercom.
Supporting sources
yuma.ai · freshworks.com — the actual ranking pages the engine read, one click away.
Confidence
High — direct measurement: presence was checked against every researched source for this question, not sampled or estimated.
Reasoning summary
This is a high-importance category discovery question; buyers researching it currently meet Gorgias and Zendesk and Intercom — a buying conversation happening entirely without Richpanel.
Business impact
Visibility → demand: each absent question is a shortlist formed without you, before you ever hear about the deal.
Recommended action
Publish an evidence-backed answer to this exact question, then let the locked-benchmark re-scan measure whether presence moved. Open this trace in the live report →
Capabilities, not features
What the engine operates
The category distinction in one table — each row is argued in the knowledge library.
Corporate Intelligence
Evidence-backed company canvases whose every comparison ends in “what should you do next”.
It will not read private or gated data — public pages only, opt-outs honored. It will not invent a number — when something isn’t publicly knowable, reports say “no public evidence found”. It will not claim to measure private AI-assistant answers — it measures presence in the top-ranking public sources those answers draw on, and says so. And it will not act on your behalf — recommendations, briefs, and drafts are yours to send; nothing leaves without your hands on it. An intelligence system you can trust is defined as much by its refusals as its capabilities.
