Yatırımcı.AI

Methodology and Data Sources

This page explains where every piece of data on Yatırımcı.AI comes from, how often it is refreshed, how AI commentary and forecasts are produced, and how errors are corrected when found. The aim is that the source and limits of every number on the site can be verified by the user.
Contents
  1. 1.Price data and the delay rule
  2. 2.How AI commentary is produced
  3. 3.Price forecasts and fair price
  4. 4.Live fund estimate method
  5. 5.Disclaimer
  6. 6.Corrections policy
  7. 7.Contact
  8. 8.Data sources
  9. 9.Frequently asked questions

Price data and the delay rule

Borsa Istanbul data is shown to all visitors with a 15-minute delay in line with Borsa Istanbul licensing rules. Every price card and table shows the data timestamp; "last price" always means the last trade 15 minutes ago. Crypto data from Binance is real time.

Price-dependent ratios such as market cap, P/E and P/B are computed from the delayed price and the annualised figures in the latest KAP financial report. Balance sheet items are processed by the provider the day after the company publishes its report and updated on the site.

How AI commentary is produced

AI commentary on stock, fund and market pages is generated by giving large language models only the numeric data shown on the site (price series, ratios, balance sheet items, analyst consensus, settlement data). The model is instructed to stay within the data provided and not to give investment advice; commentary is descriptive and comparative.

Every comment carries the timestamp of the data it was generated from. When the data changes the comment is regenerated; old comments are not shown alongside new data. Commentary is not reviewed by humans, so it may contain errors and should not be the sole basis for a decision.

Price forecasts and fair price

Stock price forecasts are produced by machine learning models trained separately for each stock. Models take past price series, volume and fundamental ratios as input and output open, high, low and close forecasts for the next trading day. Every forecast is written to the database with the day it was made and the model’s last training date; it is never altered afterwards.

When the day closes, the forecast is compared with the realised price. If the predicted direction (forecast close versus today’s close) matches the realised direction the forecast counts as a hit; mean absolute percentage error measures the size of the miss. Results by model and by stock are reported publicly on the track record page.

The AI fair price is the output of models that compare a company’s multiples and profitability with sector peers; it is not an analyst target and contains no human opinion. The gap between fair price and current price is for information only.

View the track record

Live fund estimate method

The official price of a mutual fund is computed at day end and usually announced the next day. The live estimate closes this gap by using the fund’s last reported portfolio breakdown: each asset’s portfolio weight is multiplied by that asset’s intraday return, and the sum gives the fund’s estimated daily return. Stocks are valued at 15-minute delayed BIST prices, gold and FX at their market prices.

Coverage is the share of the portfolio for which an intraday price is available. Coverage drops for funds holding foreign stocks, corporate bonds or other unpriced assets; Yatırımcı.AI publishes estimates only for funds with coverage of at least 50% and shows coverage on every row. Once the official price is announced, the gap between estimate and actual is reported on the fund accuracy page.

  • Estimated return = Σ (Asset weight × Asset intraday return)
  • Coverage = Sum of weights of priced assets
  • The estimate is not the official price; no trade executes at it
Live Fund Estimate

Disclaimer

All data, commentary, forecasts and fair prices on Yatırımcı.AI are for information only; they do not constitute investment advice under CMB regulation and are not a recommendation to buy or sell any security. Investment decisions should be made according to your own risk and return preferences, with advice from authorised institutions where needed.

Delays, gaps and errors originating from data providers are possible. AI outputs are experimental and past accuracy is no guarantee of future results.

Corrections policy

When an error is found in data, a definition or a comment, the source data is verified, the provider is notified if the error originates there, and the corrected data is recomputed on the site. Corrections to static content such as the glossary and methodology are published directly; timestamped records such as the forecast history are never changed retroactively, only flagged.

Errors reported by users are reviewed within five business days at most. Cases requiring correction are noted on the relevant page.

Contact

For data error reports, methodology questions or content suggestions, use the support channel in the Yatırımcı.AI app or our social media accounts. Corporate data and licensing requests can reach us through the same channels.

Data sources

SourceCoverage
IdealData (licensed)Borsa Istanbul stock prices, indices, financial statements and ratios, settlement and broker distribution, analyst targets, KAP news, economic calendar, CBRT rate and TurkStat CPI series
FonAPI (TEFAS data)Unit prices, returns, portfolio breakdown, fund size and intraday estimated NAV for mutual and pension funds
KAP (Public Disclosure Platform)Financial reports, material event disclosures, dividend and capital increase notices
BinanceCryptocurrency USDT and TRY pairs and trading volume
EODHDUS, UK (LSE) and German (XETRA) stock prices and fundamentals, exchange rates and commodities
AlpacaUS stock price and chart data

Frequently asked questions

Free public distribution of Borsa Istanbul data is only permitted with a 15-minute delay under licensing rules. Real-time data can only be offered for licensed, authenticated use.

No. Forecasts are the output of statistical models, are experimental and are for information only. Model performance is reported transparently on the track record page; past accuracy is no guarantee of future results.

The estimate rests on the fund’s last reported portfolio breakdown and intraday prices. If the portfolio has changed or coverage is low the deviation grows. The comparison with the actual price is published on the fund accuracy page.

Send the error with the page address and date to our support channel. Reports are reviewed within five business days at most and corrected as needed.

Yatırımcı.AI ResearchMethodology