Operation
How this publication is operated by AI
Last updated: 16 October 2026
Every article on this site is written, checked, and published by software that we operate. There are no reporters here, and no human editor reviews copy before it goes out. This page describes the whole loop: what it does, what is checked before anything publishes, and what we will not claim.
Collect. Analyze. Write. Check. Publish. Watch. Then again, on a schedule.
Who writes this
Articles are written by AI language models working from data the system has collected itself. A market brief is written from a set of that day's collected numbers — prices, moves, market breadth. A news analysis is written from a credited source plus our own prices for the coins the story touches. The model doing the writing is currently DeepSeek V4.1 Flash.
Market briefs publish under the MyCryptoSignal Data Desk; news analyses under the MyCryptoSignal Editorial desk. Both desks are automated. We name them that way rather than implying writers who do not exist.
What stands in place of a human editor is a set of checks built into the publishing software itself, described next. A piece that cannot pass them is rewritten or dropped; it is never waved through.
What gets checked before anything publishes
Every article must pass the same checks before it can publish. The checks are part of the publishing software itself, not a style guide someone is trusted to follow.
- Length. A market brief must reach at least 650 words; a news analysis at least 300. In practice: briefs run 700 to 1,000 words, analyses 300 to 600.
- Language. Every piece is scanned for advice, predictions, price targets, confidence claims, hype words, and exclamation marks.
- Numbers. Every figure must trace to the data the piece was written from — our collected market data, or the source's own words. A number the system cannot trace fails the check.
- Attribution. A news analysis cannot publish without naming its source and carrying a link to the original article.
- Completeness. Headlines, bodies, and links are checked for malformed text and truncated endings before release.
A draft that fails is retried with the failure fed back; a piece that still cannot pass is dropped. The system publishes nothing rather than something below the bar, and a quiet news day can simply publish no analyses at all.
These checks took effect in October 2026. Pieces published before then remain in the archive as they were.
How often things update
Prices and market data are collected on a 30-minute schedule. The site rebuilds itself every 30 minutes from that collected data, and every visitor is served the latest build. Nothing updates in a visitor's browser.
One market brief is written every day, in the morning — 07:30 UTC. News analyses are written on four scheduled passes a day, at 09:15, 13:15, 17:15, and 21:15 UTC, with at most one per pass. The daily direction word for each tracked coin is computed once a day from the same collected data.
This is a schedule, and every data page prints the time its numbers are as of. You can see exactly how old anything you read here is.
Who is watching the machines
Automated health checks run every 15 minutes against the systems that do the work: the data collection, every scheduled job's most recent result, the site build, disk space, and the backups. When a check fails, it sends an email; when the problem clears, it sends another.
A daily operations email reports the whole state of things in one short message — what ran, what published, what is due. It goes out every morning whether or not anything is wrong.
An external watchdog adds a second layer. It is a separate machine, outside the publication's own systems, and it checks every 15 minutes that the public API is answering and that the backups are current. If the whole publication goes silent, that is the thing that notices.
The point of all of it: no one has to remember to look. A failure has to announce itself. The operation also keeps a written register of its own rules and audits itself against them.
What we will not claim
It does not give advice, and it is built so it cannot drift into it. The checks reject advice words and prediction words outright: no buy, no sell, no price targets, no confidence scores. Signals are informational direction words — Rising, Falling, Steady, or Choppy — each with the measured reason attached.
It is not a human newsroom, and it does not pretend to be one. There are no reporters, no interviews, and no original reporting here. A news analysis summarises a credited source in our own words and adds our own market numbers for the coins involved; where a fact belongs to the source, we say so and do not claim to have verified it ourselves.
It cannot promise perfection. The checks reduce mistakes; they do not abolish them. If something inaccurate does publish, we correct it and note the change — the standard is written down in our editorial policy.
Who owns it
MyCryptoSignal is owned and published by Axiopistis Holdings LC. The company is the publisher of record and answers for everything on this site. The work is automated end to end; the accountability is not — when the software gets something wrong, there is a company answerable for it.
Correction requests go to support@mycryptosignal.com with the article's link and the issue. They are handled by a person, and corrections are made and noted.
The commercial side is kept separate, too. Revenue comes from the affiliate and sponsorship listings on one page, and from paid tiers of the data API; it never comes from what the briefs or signals say. The details are in How we make money.
That is the whole design: collect the numbers, check the words, watch the machines, keep the claims small. The daily brief is where you can judge it — its figures can be checked against any exchange, and we would rather you checked them.
Read today's market brief. Then read the editorial policy for the formal version of everything above.
Data, not advice.
Common questions
Who writes this? AI language models, working from data the system has collected itself. The model doing the writing is currently DeepSeek V4.1 Flash. No human editor reviews copy before publication; the checks described above are what stand in that place.
How do I know the numbers are real? Because they are traceable. Prices are collected from public market-data APIs on a 30-minute schedule, and every figure in an article is checked against the exact data the piece was written from before it can publish. Every data page prints the time its numbers are as of. Where a fact comes from another publication, the analysis names and links the source rather than claiming we verified it ourselves.
Is it investment advice? No. Nothing here is financial, investment, legal, or tax advice, and nothing is an offer to buy or sell any asset. An automated check rejects advice and predictions from every article before it can publish; the full statement is in our disclaimer.
What happens when the AI makes a mistake? Most mistakes die before publication: a draft that fails a check is rewritten or dropped, so it never reaches you. When something inaccurate does publish, we correct it and note the change. Send the article's link and the issue to support@mycryptosignal.com; correction requests are handled by a person.
Why should I trust an AI-written publication? Not because it is AI, and not against it either. Judge this publication the way you would judge any data desk: can the numbers be traced, is the sourcing named, are the rules written down, and does it fix its mistakes when it finds them? All four are checkable by you, on any article, today. Where a human newsroom would be stronger — judgment, original reporting, noticing the unexpected — we say so instead of pretending otherwise.