Methodology

Last updated: 2026-04-26

How a ChainPulse story is built, step by step. The point of making this pipeline public is so a reader can evaluate the quality of the process, not just the final output.

1. Source monitoring
We watch in real time more than 30 RSS feeds — crypto-native outlets, crypto coverage from traditional finance media, on-chain data dashboards (Glassnode, Dune, DefiLlama, CoinMetrics, Nansen), regulatory filings (SEC, CFTC, EU MiCA), official protocol announcements, and reference blogs such as Vitalik's or Bitcoin Magazine.
2. Extraction and normalization
We extract headline, body, date, original author, and canonical URL. We normalize formatting and strip promotional or affiliate content. At this step we discard pieces that are disguised press releases without verifiable editorial content.
3. AI-assisted rewriting
A language model summarizes and restructures the original report in Spanish and English, keeping figures, direct quotes, and on-chain addresses exactly as they appear in the source. The AI is system-blocked from generating price predictions, buy/sell recommendations, or invented contract or wallet addresses.
4. Automated validation
We automatically validate that the output preserves attribution to the original source, that figures match the report, that any on-chain addresses mentioned have valid format, and that the text includes the no-financial-advice disclaimer when discussing specific assets.
5. Gradual publication
Stories are published with delay and in small batches to avoid coordinated narrative amplification. Corrections to already-published posts are timestamped and visible inside the article itself, never silent.
6. Distribution
Articles are distributed via the website, the Google News sitemap, RSS, a fortnightly newsletter via Resend, and selected posts on X/Twitter. We never use fake accounts, engagement networks, or shilling of any kind on social media.

Monitored sources

Crypto-native: CoinDesk, The Block, Decrypt, Cointelegraph, Bankless, Laura Shin's Unchained, Bitcoin Magazine. Traditional finance with crypto coverage: Bloomberg Crypto, Reuters Crypto, Financial Times Crypto. On-chain data and research: Messari, Glassnode, Dune Analytics, DefiLlama, CoinMetrics, Nansen, Chainalysis. Explorers: Etherscan, Solscan. Regulators: SEC press releases, CFTC alerts, EU MiCA documents. Reference voices: Vitalik Buterin's blog.

Methodology

Last updated: 2026-04-26

How a ChainPulse story is built, step by step. The point of making this pipeline public is so a reader can evaluate the quality of the process, not just the final output.

1. Source monitoring

We watch in real time more than 30 RSS feeds — crypto-native outlets, crypto coverage from traditional finance media, on-chain data dashboards (Glassnode, Dune, DefiLlama, CoinMetrics, Nansen), regulatory filings (SEC, CFTC, EU MiCA), official protocol announcements, and reference blogs such as Vitalik's or Bitcoin Magazine.

2. Extraction and normalization

We extract headline, body, date, original author, and canonical URL. We normalize formatting and strip promotional or affiliate content. At this step we discard pieces that are disguised press releases without verifiable editorial content.

3. AI-assisted rewriting

A language model summarizes and restructures the original report in Spanish and English, keeping figures, direct quotes, and on-chain addresses exactly as they appear in the source. The AI is system-blocked from generating price predictions, buy/sell recommendations, or invented contract or wallet addresses.

4. Automated validation

We automatically validate that the output preserves attribution to the original source, that figures match the report, that any on-chain addresses mentioned have valid format, and that the text includes the no-financial-advice disclaimer when discussing specific assets.

5. Gradual publication

Stories are published with delay and in small batches to avoid coordinated narrative amplification. Corrections to already-published posts are timestamped and visible inside the article itself, never silent.

6. Distribution

Articles are distributed via the website, the Google News sitemap, RSS, a fortnightly newsletter via Resend, and selected posts on X/Twitter. We never use fake accounts, engagement networks, or shilling of any kind on social media.