Research & Analytics Over Unstructured Data
Go beyond ChatGPT's Q&A and BI tools' structured-only limits. Research, analyze, and extract insights from your documents, emails, and conversations—with citations you can trust.
Why Simple Q&A and BI Tools Fall Short
Most businesses have critical insights trapped in unstructured data—meeting notes, contracts, emails, support tickets. ChatGPT can't access your private data. Traditional BI tools only work with structured databases. You're stuck manually searching or missing patterns entirely.
ChatGPT
Their Limitation
No access to your company data. Generic answers without citations. Can't analyze trends across documents.
Qamaq Solution
Researches YOUR knowledge base. Every answer includes source citations. Analyzes patterns across thousands of documents.
BI Tools
Their Limitation
Only works with structured data (databases, spreadsheets). Can't analyze text, PDFs, or conversations.
Qamaq Solution
Works on unstructured data—contracts, emails, meeting notes, support tickets. Extracts insights from text.
Search Tools
Their Limitation
Finds keywords, not insights. Can't connect dots across documents. No trend analysis or synthesis.
Qamaq Solution
Understands context and relationships. Connects information across sources. Identifies patterns and trends.
What Research & Analytics Can Do
Turn your unstructured data into actionable insights
Deep Research Across All Documents
Ask complex questions that require synthesizing information from multiple sources. Get comprehensive answers with citations showing exactly where each fact came from.
Example Queries
“What are the top 3 reasons customers churned in Q4, based on support tickets and emails?”
“Compare our safety protocols from 2023 vs 2024 projects—what changed?”
“Which contract clauses appear in successful deals but not in lost opportunities?”
Trend & Pattern Detection
Identify recurring themes, emerging issues, and patterns across thousands of documents. Spot problems before they become critical.
Example Queries
“Show me increasing complaint patterns about feature X over the last 6 months”
“What topics came up repeatedly in client meetings this quarter?”
“Are there common themes in our lost deals?”
Cited, Verifiable Answers
Every insight includes direct links to source documents. Click through to verify facts, read full context, and build trust in AI-generated insights.
Example Queries
“What's our policy on remote work? (with specific handbook sections)”
“Find all mentions of budget overruns in project reports”
“Show me every time we discussed pricing changes in leadership meetings”
Cross-Document Intelligence
Connect information across different types of documents—emails, contracts, meeting notes, reports. See the full picture, not isolated facts.
Example Queries
“Connect customer feedback from support tickets to feature requests in meetings”
“Link compliance issues in audits to specific project documentation”
“Correlate sales objections with product gaps mentioned in team discussions”
Real-World Impact
See how teams use Research & Analytics to work smarter
Due Diligence for M&A Deal
Traditional Approach
Lawyers manually read 10,000+ pages of contracts, emails, and reports looking for risks. Takes 3 weeks. High chance of missing critical clauses buried in documents.
With Qamaq
"Find all liability clauses, change-of-control provisions, and regulatory issues across all documents." Results in 10 minutes with citations. Review time cut to 3 days.
Analyzing Customer Interview Data
Traditional Approach
Read through 50 interview transcripts manually, create themes in spreadsheets, try to remember where quotes came from. Takes days, prone to bias.
With Qamaq
"What are the top pain points mentioned by customers, with examples from each?" Instant analysis with direct quotes and sources. Unbiased pattern detection.
Understanding Why Users Churn
Traditional Approach
Manually review support tickets, cancellation surveys, and sales notes. Create pivot tables. Anecdotal insights, no clear patterns.
With Qamaq
"Analyze churn reasons across all touchpoints—support, sales, surveys. Show trends by customer segment." Complete analysis with cited evidence in minutes.
How It Works
Research & Analytics powered by your knowledge base
Ingest Your Data
Connect documents, emails, databases, and communication tools. Qamaq indexes everything while respecting permissions.
Ask Research Questions
Use natural language to ask complex questions that span multiple documents and data sources.
AI Analyzes & Synthesizes
Advanced RAG retrieves relevant information. LLMs analyze patterns, extract insights, and synthesize findings.
Get Cited Results
Receive comprehensive answers with direct citations. Click through to verify sources and read full context.
Ready to Unlock Insights from Your Unstructured Data?
Stop manually searching. Start discovering patterns you didn't know existed.