Understand the evidence.
Know the limits.

ECHO brings reporting, market data and AI scenarios into one research workflow. They serve different purposes. Here is how to read each one, and what to check before drawing a conclusion.

Follow the research workflow

Three layers of context

Reported
A source says something happened. Read the original.
Connected
A topic or headline links an event to an asset.
Generated
An AI response explores what could follow.

Evidence supports a claim. A scenario still needs to be tested.

Start with the source.

The news feed collects headlines through Google News RSS searches organized by topic. Items carry the publisher name, a reporting link and a timestamp from the feed when available. ECHO aggregates these items; it does not turn an aggregated headline into independently verified reporting.

Open the original article to check the full wording, date, qualifications and evidence. Several publishers can repeat the same underlying announcement, so several headlines do not necessarily mean several independent sources.

News
Publisher reporting discovered through Google News RSS.
Stocks & indices
Yahoo Finance data for the instruments tracked in Markets.
Tracked cryptocurrencies
CoinGecko data for the crypto instruments in Markets.

These are data sources, not endorsements or partnerships. A provider quote is market context, not an executable trading quote. Token swaps have their own provider and transaction terms.

Explore the news feed

A connection is a research lead.

The Live Map groups events by topic and connects an event to a tracked asset when its headline matches the asset's name, ticker or a recognized term. These links describe category membership or headline mentions.

A line does not establish causation, a supply relationship, the direction of a price move or its likely size.

An ambiguous name can create an imperfect match. A missing connection can reflect the available headlines or matching rules, rather than the absence of a real relationship. Use the map to find a question worth investigating, then check the source and the asset itself.

Read a graph connection

An AI estimate is still an estimate.

Ask ECHO uses an AI model to generate possible consequences from a headline or question. The chain of events, affected assets, projected moves and time horizons are generated scenarios. They can omit context, contain mistakes or describe an outcome that never happens.

A response does not mean ECHO has opened and read the full original article. The event analysis works from the submitted text; check the reporting separately for the details and qualifications a headline leaves out.

The displayed AI confidence is the model's own subjective estimate, produced as part of its response. It is not calibrated against observed outcome frequencies and should not be read as a measured accuracy rate or the probability of a profitable trade.

A coherent explanation does not prove that the underlying claim is correct. Compare it with the original evidence, identify its assumptions and ask what information would change the scenario. The output is exploratory information, not investment advice.

Understand AI confidence

Timing changes the interpretation.

The time an event happened, the time an article was published and the time ECHO fetched a response are different. A newly retrieved headline can describe an older event. A successful refresh does not establish that every underlying quote has just changed.

If a news feed omits its publication date, the displayed timestamp can fall back to the time the item was processed. That fallback is not a verified publication time or event time.

ECHO refreshes its feeds and uses cached responses. Availability depends on upstream services, market sessions, network conditions and the instruments covered. Data can be delayed, incomplete or temporarily unavailable. No fixed delivery speed or complete market coverage is promised.

Check the source time and market session before comparing a headline with a price change. Missing data is not evidence that nothing happened. Review an executable quote with the trading provider before making a transaction.

Put an event on a timeline

Published by the ECHO project.

ECHO editorial is the publishing identity used for the project's educational guides. These are first-party explanations of ECHO and market research concepts, not an independent assessment of the project or its token.

AI assistance is used in preparing educational content. The useful basis for a claim is its supporting evidence, not the fluency of its wording. Guides distinguish illustrative examples from reported events and link to supporting material where relevant. Their publication and update dates refer to the editorial content, not the freshness of live market data.

The research platform and the associated Solana token have different roles. Browsing the platform does not require buying the token. Product descriptions are not a promise of future functionality, trading access or returns.

Understand the platform and token

Help make the record clearer.

Found an incorrect statement, an ambiguous connection or a broken source? Send the page URL, the specific detail and a supporting source to ECHO. For a generated response, include the question and the output you are referring to.

Report a correction hello@echo-co.com

Put the method into practice.

All ECHO guides