Deep Market Analyzer
Hours of research on one stock, done in about three minutes

A proper look at a stock, currency, commodity or coin takes hours by hand. In about three minutes the analyzer pulls statements, prices and news, and returns a written report plus a verdict other apps can work with.
In numbers
- for one in-depth analysis in production
- 170–210 s
- Source: Partner integration guide
Challenge
A proper look at one stock means reading several years of financial statements, price history, competitors, the state of the economy and this week's news. Done by hand, that takes hours, and the output is prose that no other program can act on.
The brief was one tool that covers stocks, currencies, commodities and crypto, answers in a form other apps can work with, and can be offered to other companies.
Solution
The analyzer works in three steps. First it gathers the inputs: company results and prices, economic data, and current news from the web. From those it works out chart indicators and a comparison with competitors.
An AI reads that material and writes the analysis section by section. A second, smaller AI pulls out a verdict that always has the same shape: rating, conviction, score, time horizon, fair value, key risks and a one-line summary.
Partners connect through their own access, with limits and credits. Our own dashboard is just one of the apps that use it. Partners show the same result in their own design.

How it works
- 1
Ask
The user types a ticker or a plain name such as "gold" or "Apple". The system works out which instrument is meant.
- 2
Collect
The analyzer pulls statements, price history, competitors, economic data and news, then works out chart indicators, including the price bands where moves tend to stall.
- 3
Analyse
One AI writes the report and a second one pulls out the verdict. A full run takes about three minutes.
- 4
Deliver
The partner gets the verdict, chart data and the report. Our dashboard shows it in a simple beginner view or in full depth.
What it does
- Stocks, currencies, commodities and crypto in one tool
- A verdict with the same shape every time: rating, conviction 0–100, score 0–100, horizon, fair value, risks
- A plain-language explanation for beginners next to the expert report
- A summary of what the result is based on: how many requests, articles, years of statements and days of history, counted from the data actually downloaded
- Long analyses run in the background and the app picks up the result when it is ready
- Separate access for each partner, with credits, limits and a list of allowed markets
- The same instrument on the same day is analysed only once
- Every analysis shows what it actually cost
Outcome
The analyzer runs as a service on our server, and partner apps use it. The integration guide tells them their limits and when a credit is charged.
In-house, it supplies the verdicts for our ATS Robot research project. Its output is not investment advice, and the dashboard says so under every analysis.
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