COMPARISON · FOR AI DEVELOPERS
Tako vs. Google Dataset Search
Tako is a search API that returns statistics, datasets, and charts from licensed and official sources, plus cited web results, in one call. Google Dataset Search is a free website that finds dataset pages across the web and links you to each publisher. Here's how the two compare when you need the numbers, not just the file.
Which is better for finding data, Tako or Google Dataset Search?
It depends on who's asking and what they need back. If you're a person looking for a raw dataset to download, such as a research corpus, a government table, or a machine-learning set, Google Dataset Search is free and covers tens of millions of datasets. If an AI agent or app needs the figure itself, with a chart and its source, from an API it can call in the middle of a task, Tako is built for that.
Search, Answer, Contents, and Agent APIs that return statistics, time series, and charts from licensed and official sources alongside cited web results, priced per request with a self-serve API key.
A search engine for dataset pages that publishers describe with schema.org or DCAT markup. Each result names the publisher, format, license, and last update, and links to the publisher's page, where you download the files.
THE SCORECARD
✓ = supported · — = not offered · notes clarify scope. Google Dataset Search facts are from Google's dataset markup documentation and the Dataset Search site, November 2026.
ACCESS
Who can use it, and how
Sign up, get an API key with free credits, and pay from $7 per 1,000 searches after that, depending on the search level. The MCP server connects Claude, ChatGPT, and Cursor when you sign in with a Tako account, with no integration code.
Free for anyone with a browser, with no account needed. Google doesn't publish an API for Dataset Search, so an agent can't call it directly.
COVERAGE
Curated sources vs. every marked-up dataset
Licensed and official sources, normalized into one knowledge graph: company financials, economic indicators, markets, web traffic, sports, and government spending. Series update as their sources publish.
Tens of millions of datasets from thousands of repositories, including government portals, universities, and scientific archives. Coverage depends on publishers adding dataset markup to their pages.
OUTPUT
What a search returns
A knowledge card with an interactive, embeddable chart and its source, plus web results. Where the source's license allows export, the Contents API returns the rows behind the card as JSON or CSV, so an agent can compute over them. Some licensed data, such as S&P Global's, appears in cards and cited answers but can't be exported.
A list of dataset descriptions with the publisher, formats, license, and last update. You open the publisher's page, download the files, and clean and join them yourself.
WHEN TO USE EACH
Choose Tako when an agent or app needs current figures it can quote, compute, and chart; when it needs structured data and web results from one call; and when you want to start with an API key and pay per request.
Choose Google Dataset Search when you're looking for a dataset to download and work with yourself, especially research, academic, and open government data, and you want a free tool that searches thousands of repositories at once.
FAQ
Frequently asked questions
Is Tako a Google Dataset Search alternative?
Yes, when an AI agent or app needs the figures themselves through an API. Tako returns values, charts, and sources for company financials, economic indicators, markets, web traffic, sports, and government spending. Google Dataset Search is the better fit for a person finding a dataset to download.
Does Google Dataset Search have an API?
No. Google doesn't publish an API for Dataset Search; it's a website for people. Tako's Search API and MCP server give agents the data itself, with a source on every figure.
How much does Tako cost compared with Google Dataset Search?
Google Dataset Search is free. Tako's Search API costs $7 per 1,000 requests at the Instant and Fast levels, and a new account starts with free credits.
Can Google Dataset Search find Tako's data?
Tako's chart pages carry schema.org Dataset markup, the format Dataset Search reads, so people searching there can reach them. Agents get the same data faster through Tako's API.
Can I use both together?
Yes. Use Google Dataset Search to find a niche research dataset to download, and Tako when an agent needs current figures and cited web results in the middle of a task.
Give your agent the numbers.
Statistics, datasets, and cited web results in one call, priced per request.