Web research vs document research tools

By Give AI Tool · Research methodology

Published 21 Oct 2026

“AI research tool” covers two different jobs. Some tools answer open questions from the web and cite what they used. Others work over academic papers and help you screen, extract and check them. Picking the wrong one wastes time. This guide uses the vendors’ own pages; we have not run searches with these tools.

Web research with citations

Perplexity answers questions with inline citations and lets you choose between several AI models. Its Pro plan is listed at US$17 a month and Max at US$167 when billed annually, and the page says both are for personal use. The page does not publish numeric limits for its free plan.

Use a tool like this when your question is about current events, products or general topics and you want to open the sources yourself.

Academic papers

  • Elicit: the free Basic plan lists unlimited search across 138 million papers, unlimited summaries and chat with full-text papers. Pro ($49 per user a month on annual billing) adds a systematic review workflow that screens 5,000 papers and extracts 20 columns at a time.
  • Consensus: the Free plan lists basic paper search, 10 Pro messages and up to 3 Deep reviews a month. Pro is $12 a month on annual billing, with unlimited Pro messages and 15 Deep reviews.
  • Scite: built around Smart Citations that show how papers cite each other. Basic is $12 a month on annual billing after a 7-day trial, and Pro ($40) adds API access.

Use these when you need peer-reviewed evidence, structured extraction, or to see whether later work supports or disputes a paper.

How to decide

  1. If your question is about the web, start with a web tool. If it is about the research literature, start with a paper tool.
  2. If you need to extract the same details from many papers, look at Elicit’s columns.
  3. If you need to vet a single paper, look at citation context.
  4. If you will build on the tool, check the API: Elicit and Scite list it on Pro, and Consensus includes API and MCP uses on paid plans.

Whatever you use

Open the cited sources and read the passages the answer relies on. A summary points to evidence; it is not evidence. Prices on these pages are annual-billing figures shown per month, and several do not name their currency.

Continue researching this task

More decision guides that cover the same tools or workflow. These are researched overviews unless a page says it includes hands-on testing.

This guide may link to tools with affiliate programs. Links are marked wherever they appear. Disclosure.