Why generic AI solutions fall short for research retrieval
Most teams have already tried putting research into a general-purpose AI tool. The problem is not that those tools lack capability. It is that they were not designed for research: they have no concept of brand, market, method, audience, fieldwork period, or metric, so retrieval defaults to keyword proximity rather than research relevance.
Insight Navigator was built specifically for research, processing every document to understand its structure and tagging it with research context before retrieval, so queries surface evidence that fits the question rather than text that merely sounds similar.
Built for the structure and context of enterprise research.
Generic approach
Generic AI solution
Insight Navigator
Insight Navigator
Document processing
Generic approach
Documents are split into chunks without understanding their type or structure. A report, a transcript, and a brief are treated the same way.
Insight Navigator
Every document is processed to understand what it is and how it is structured: the document as a whole, its sections, and the items within each section.
Transcript handling
Generic approach
Transcripts are treated as a block of text. There is no distinction between what a participant said and what the moderator asked.
Insight Navigator
Transcripts are parsed into structured speaker turns so retrieval works on participant evidence, not the whole undifferentiated file.
Research context
Generic approach
No concept of brand, market, method, or fieldwork period. Retrieval is based on text similarity, not research relevance.
Insight Navigator
Every document is tagged with research context, including brand, market, method, and fieldwork period, so queries surface evidence that actually fits the question.
Retrieval scope
Generic approach
No control over retrieval scope. Results can come from anywhere, with no way to know whether an answer draws on the right study or pulls in unrelated material.
Insight Navigator
Ask within a single study for focused answers, or canvas across all studies to surface patterns and connections. The scope is yours to set, not decided by the tool.
Audit trail
Generic approach
Queries run in personal accounts leave no organisational record of what was asked, what was found, or by whom.
Insight Navigator
Every query is stored against the project record, accessible to the whole team, with a full history of what was asked and retrieved.
Source traceability
Generic approach
Answers come back as generated summaries. It is not always clear which source material supported which claim.
Insight Navigator
Every answer points back to the specific page, report section, or transcript exchange it came from, so every claim is inspectable.