Everything VAQO Can Do — And Why It Is Built Differently

Models trained on real market data, 14,000 stocks in two languages, an AI research workspace, an auto-translated community — and the full numbers, including the ones that flatter us least.

VAQO was built on one premise: most financial tools give you more information, and very few give you organised information. A chart, a P/E, twenty headlines a day — and the original question is still open: which of this actually matters right now.

This piece sets out exactly what the system does, how it is built, and where it is limited. No claims we cannot stand behind.

14,000 stocks and 500 coins, in two languages

Every security has a full page: real-time price, a chart across nine ranges, trading data, news, analysis, alerts and a forum. The same for crypto.

All of it exists completely in both Hebrew and English — not a translated menu over English content, but a page built separately in each language, titles and descriptions included. The site currently serves more than 29,000 unique pages.

The model: what it knows, and where it is wrong

This is the part most systems blur, so we will start with it.

VAQO runs two statistical models trained on real market data, entirely inside your browser — nothing is sent to a server:

• Direction model — trained on 73,433 samples, 10-day horizon, 54.7% accuracy
• Volatility model — trained on 119,920 samples, 10-day horizon, 77.1% accuracy

Said plainly: 54.7% is barely better than a coin flip. Anyone promising you accurate direction forecasting in equities is selling you something else. That is precisely why the product is not built around "this stock will go up" — it is built around momentum, risk and opportunity as three separate, openly displayed measures, never compressed into one arrow.

The volatility model is far more reliable, which makes sense: predicting how much an asset will move is a much easier problem than predicting which way. In practice it is the more useful of the two for managing risk.

Weights are retrained automatically every week on current data, and the exact figures are published on the model page. If accuracy drops, you will see it there.

VAQO AI — a research workspace, not a chat

VAQO AI is not built as a conversation. A question returns a structured answer: the short answer first, then what is happening, why, key data, risks and what to watch. You can scan it in ten seconds instead of reading three paragraphs to reach the point.

More importantly: when there is no live data for an asset, the system says so rather than inventing a price. That was a deliberate decision — a model that fabricates a convincing financial number is more dangerous than one that stays quiet.

An X-ray for your portfolio

In Portfolio you enter holdings and get more than profit and loss: you get risk structure — average risk level, where concentration is too high, and which holding is the most volatile. The same model that runs on a single stock runs across the whole book.

News rewritten, not copied

Each day the system reads the coverage on in-demand tickers and produces an original piece of our own — not a summary, not a copy. The rule we set ourselves: at least three independent outlets, or no article. If only one organisation covered something, a "synthesis" is just a rewrite of it, and we pass.

Every piece names its sources and links to them. Articles are written separately in Hebrew and English and appear in News and on the stock's own page.

A community that translates both ways

Community hosts a discussion per stock. What makes it different: every comment is translated automatically — an English reader sees the Hebrew discussion in English and the reverse, with a button to show the original. An overseas investor does not hit a wall of text they cannot read, and an Israeli reader does not miss an English thread.

Alerts that arrive in time

Alerts on price, on unusual movement and on a change in the model's signal, checked automatically throughout the trading day. Without sitting in front of a screen.

Transparency about how this works

• Scores come from one model, shown openly — not from a vague "algorithm"
• Market data comes from a paid data provider, not from scraping sites
• There are no buy or sell recommendations. VAQO is not an investment adviser and does not pretend to be

Where to start

Look up a stock that interests you on the stocks page, or simply ask VAQO AI a question in plain language. If you already hold a portfolio, enter it and you will have a risk picture inside a minute.

All of it is free, in Hebrew and English.

This is not financial advice.