Definition
Deep research refers to features in assistants such as ChatGPT, Gemini, Perplexity and others that spend several minutes searching, reading and comparing many web sources before writing a detailed report. Instead of one quick answer, the assistant plans sub-questions, gathers evidence and usually cites a large number of pages.
For example, a sales director evaluating CRMs might ask for a report comparing Bizbloom, Closedesk and Pipekart on pricing, integrations and support. The report may draw on vendor pages, review sites, documentation and forum threads, so each of those sources can shape the final comparison.
Why it matters
Deep research is used for considered decisions, often the high-value purchases B2B brands care most about. Because these reports draw on many sources, gaps in your public information, such as missing pricing details or outdated documentation, can lead to incomplete or unfavorable comparisons. Checking how your brand appears in deep research reports for key evaluation questions shows which facts assistants can find about you and which they fill in from elsewhere.
What to do
- Run deep research on your top evaluation questions, such as comparisons with named competitors.
- List every source cited and note which ones describe your product accurately.
- Publish clear, current facts on pricing, features and integrations where assistants can read them.
Common questions
How is deep research different from a normal AI answer?
A normal answer is generated in seconds and may use a few sources or none. Deep research runs for several minutes, breaks the task into sub-questions, reads many pages and writes a longer report with citations. It covers more ground but can still contain errors, so check its claims.
Should brands track deep research results?
For considered purchases, yes, at least for a small set of high-value questions. The reports draw on many sources and can shape a buyer's shortlist. Because they take longer to generate and vary between runs, most teams check them periodically rather than every day.