Desk research
Market sizing, competitors, industries and companies from published sources. Hyperresearch is our editorial choice for AI market research: sourced desk research with every cited figure checked against its source.
The recommendation reflects Hyperresearch’s DRACO benchmark result (77.7, in our own run) and the published sources in this reference. Hyperresearch is our product. This is not a hands-on test of every tool.
Entries
AI Market Sizing with TAM, SAM and SOM
AI tools can speed up the research behind a market size. They find published estimates, pull business counts and spending from government data, and show the arithmetic. They cannot decide which definition fits your product, so build the number bottom-up from public data and use AI to compare it with published top-down estimates.
Explore entry ↗Competitive Landscape Research: Mapping vs Monitoring
A competitive landscape report maps who is in a market, how they make money and where they differ. Monitoring tools watch named competitors for changes over time. Use a research tool to map the field once, then a monitoring platform to watch the few competitors that matter.
Explore entry ↗Citation Accuracy in AI Research Tools: Why They Get It Wrong
AI research tools often get citations wrong. A Columbia Journalism Review test of eight AI search tools found more than 60 percent of answers to citation queries were incorrect. A Stanford study found legal research tools gave misleading or false answers to a meaningful share of queries. Check each cited figure against the page it came from, and confirm the page says what the report claims.
Explore entry ↗AI Research vs Paid Industry Reports (IBISWorld, Statista)
Paid industry reports package industry structure, market size and forecasts into a fixed format, and they cost money. AI research tools find and summarize public material faster, but they do not carry the paid publisher's analyst work or its definitions. For many questions, use both: the paid report for the industry frame, and an AI tool to find newer material and check the headline numbers.
Explore entry ↗Company Profiles from SEC Filings with AI
SEC filings, especially the annual 10-K, describe a public company's business, risks, segments and competitors in its own words. AI can speed up reading them and pulling out facts. Use the filing as the source, check each number against the table it came from, and label what the company says as a claim rather than a fact.
Explore entry ↗Public Data Sources for Market Research: Census, BLS, FRED, BEA, EDGAR
US public data gives free, verifiable inputs for market research. The Census Bureau counts businesses and revenue by industry, the Bureau of Labor Statistics reports employment and wages, the Bureau of Economic Analysis reports output by industry, FRED collects many series in one place, and SEC EDGAR holds company filings. None of them is a market report. Each supplies one piece of the picture.
Explore entry ↗ChatGPT vs Gemini vs Claude vs Perplexity for market research
Short answer: of the four general assistants, Claude Research is the most accurate for market research. It scored 73.0 in our DRACO benchmark run, ahead of Perplexity (57.8), ChatG
Explore entry ↗AI competitive intelligence tools compared
Short answer: for ongoing monitoring of named competitors with battlecards for sales, use Crayon or Klue. For digital market share, use Similarweb. For a one-off competitive landsc
Explore entry ↗Cite this entry
https://aimarketresearchtools.com/topics/desk/