Tabstack is a web data and automation API that delivers reliable structured output. Pass a URL and a schema, get back JSON that matches every time. Run research in one call and get cited answers back. Automate browsers without running infrastructure. The intelligence is built into every API call. No scraper to build, maintain, or watch break when a site changes. Built at Mozilla.
This is the 2nd launch from Tabstack. View more
Tabstack Web Research
Launched this week
/research gives your app or agent cited answers from the live web in one API call. Not a pre-indexed corpus: the actual live web. Every request comes back with source URL's users can verify. Source selection, synthesis, and citation formatting are all inside the call. You write or maintain none of that code. Built for legal, financial, and competitive intel, where a wrong answer is a liability. Free to try.








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Launch Team



The "cited answers from the live web, source URLs users can verify" point is exactly the bar for any signal you'd act on financially. I work in finance and also built PolyMind (polyminds.netlify.app), which pulls real-time signal from Polymarket trades — and the hardest part was never fetching data, it was making every alert traceable back to a verifiable source so a user can sanity-check it before trusting it. Curious how Tabstack handles conflicting sources on the same question — does /research surface the disagreement, or pick a winner?
Tabstack
That's the best part of @Tabstack's Autonomous Research. The system does not just aggregate data, it reconciles it. The loop might encounter conflicting information, and the system resolves this by verifying the context. The result is a reconciled data point that prioritizes the most authoritative source.
Read the docs for more technical details: https://docs.tabstack.ai/guides/research
PolyMind sounds awesome! and ngl a perfect use case for @Tabstack. Curious what's your current stack?
Tabstack
Spot on!
Tabstack
@anusuya_bhuyan exactly. I wish all LLM's had to cite their sources. It would make results a lot more trustworthy. I actually use Tabstack for almost everything I do with LLM's for this reason.
interesting product elegant in its simplicity. questions:
- how do you deal with possible hallucinations and making up URLs, since some AI are known for that?
- can I connect it to my existing orchestration layer to have all my tools in one place?
congrats on the launch and good luck!
Liked the no-scraper web-extract angle — gave it a quick test with Lastest, run here: https://app.lastest.cloud/r/owYo...
Tabstack
@viktor_fasi what led you to a 404? I'll get it addressed ASAP.