Live prices, filings
and economies.
Three data sources built in, free, with no API key to find and no account to open. Ask a question about a company or a country and the numbers are fetched, not remembered.
A chart generated from fetched data — price history or a financial series — next to the question that produced it.
16/9What is wired in
Prices and history
Share prices, historical ranges and the series behind them, pulled live. Ask what something did over a period and the answer comes from the data rather than from what the model recalls about the period — which is the failure mode that matters, because a wrong price sounds exactly like a right one.
A price chart rendered in chat from a real fetch.
4/3Company financials from the filings
Revenue, earnings and the rest come from SEC XBRL filings — the numbers the company actually filed, tagged, with the period attached. Not a summary of a summary.
A financials card from a real SEC pull, with the period visible.
4/3Country-level economics
World Bank indicators for macro questions: population, output, energy, trade. Useful on its own and more useful inside a longer report that needs one real figure to hang an argument on.
The numbers stay in the file
Every pull writes a CSV and hands back a receipt rather than pasting thousands of rows into the conversation. The agent keeps its context, the data is on disk where a chart can use it, and a long analysis does not collapse under the weight of its own inputs.
The receipt in chat next to the CSV it wrote.
4/3Where it earns its place
A deck that needs a chart
Real figures, fetched and drawn, rather than a bar chart of remembered numbers.
Company comparison
Two filings side by side, from the filings themselves.
A macro argument
One country statistic that has to be right, sourced rather than recalled.
Tracking something
A scheduled task that pulls a series and writes it up on a timetable.
FAQ
Do I need an API key?
No. All three sources are free and keyless. There is nothing to sign up for.
Where does the data come from?
Prices from Yahoo Finance, company financials from SEC XBRL filings, country statistics from the World Bank.
Is it real-time?
It is fetched at the moment you ask. Market data carries the usual delays of its source; it is not an exchange feed.
Can I use the data outside Eshlon?
Yes. Every pull writes a CSV to disk, so the numbers are yours in a normal file.