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Multiplatform Launch — February 2026

Industrial-Grade
Analytics
Everywhere You Work

Querex MCP servers run on ChatGPT, Gemini, Microsoft Copilot 365 & Claude — delivering Power BI queries, statistical research, graph theory, and quantitative finance through natural conversation.

ChatGPT
Gemini
Copilot 365
Claude

100K-path Monte Carlo simulations, SSA forecasting, competitive analysis — all from your phone in 15 minutes.

Power BI Connection
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January 2026 | Data Journalism

📰 MCP for Journalism: AI-Powered Visual Storytelling

How AI Can Create Publication-Grade Journalism with Complex Visualizations and Official Data

A demonstration of how Model Context Protocol (MCP) servers transform journalism. Using Blender MCP for 3D molecular visualizations and SSB MCP for real-time CDC statistics, we built a Quanta Magazine-style investigative piece on ketamine and public health.

Features an interactive 3D ketamine molecule (WebGL), AI-generated memorial artwork, and CDC overdose data from 912 documented cases. A proof-of-concept for AI-augmented investigative journalism.

Read the Demo Article →

December 2025 | Government Analytics

🏛️ Norwegian Government Employees by Education Level

Which Ministries Have the Most Master's and PhD Holders?

Using MCP SSB to analyze Norway's government workforce across all ministries and agencies. We discovered that 45.8% of central government employees hold Master's or PhD degrees—with the National Appeals Board for Health Services (Helseklageorgan) leading at 85.7%.

Complete breakdown of 170,655 employees across education levels, gender distribution, and departmental comparisons. Interactive visualizations and statistical analysis from live SSB data.

View Full Analysis → Download PDF

January 2026 | Web Analytics

📊 QUEREX.NO Traffic Intelligence Report

62 Days of Digital Footprints — A Deep Dive Into Web Traffic Intelligence

What does it look like when AI analyzes its own website? Using MCP Statistics, MCP iGraph, and Claude Opus, we transformed 833 unique visitors' journeys into actionable business intelligence—complete with 3D network visualizations.

From raw IIS logs to publication-ready report in just 8 minutes. Discover which pages captivate visitors, how AI bots are consuming content (OpenAI made 456 requests—more than Google!), and the three coordinated attack campaigns we detected.

View Full Report →

December 2025 | Demographic Analysis

🌍 Nordic Demographic Structure: A Statistical Portrait

Population Composition Across Norway, Sweden, Finland, Denmark & Iceland

A comprehensive, data-driven analysis of population composition across all five Nordic nations using exclusively official statistics from each country's national statistical bureau—SSB, SCB, StatFI, DST, and Hagstofa.

Discover how foreign background populations range from 11.1% in Finland to 27.5% in Sweden. Historical time series since 1990, hypothesis testing across countries, and full methodology transparency with cited table identifiers.

View Full Analysis →

December 2025 | New MCP Server

🇳🇴 Analyzing Salaries in Norway with MCP SSB

Live Data from Statistics Norway in Your AI Conversations

Introducing MCP SSB—our new MCP server that connects directly to Statistics Norway's API. Query 7,500+ statistical tables, analyze wage trends, and generate insights without downloading a single CSV.

We analyzed Norwegian wages across gender, age, industry, and region—discovering a gender gap narrowing from 15.5% to 10.9% over nine years, and Oslo salaries 13.4% above the national average. The entire analysis took just 74 seconds in fully autonomous "auto mode".

View Full Analysis → Download PDF

December 2025 | Case Study

🔐 Breach Detection via Graph Clustering

45 Minutes from Raw Data to Breach Attribution

We ran fraud detection on 5.7 million card transactions. The approach didn't find fraud rings—it found something more valuable: a breach early-warning system that identifies compromised accounts before chargebacks surface.

Graph triangle analysis, community detection, and merchant enrichment—all through natural conversation. No Jupyter notebooks. No cluster provisioning. Just insight at the speed of thought.

Read Case Study →

November 2025

Introducing Lean 4 MCP

Mathematical Certification for Your Analytics Pipeline

You've built sophisticated analytics with our MCP servers. But how do you prove calculations are correct? Not test. Not validate. Prove.

Lean 4 MCP transforms "I think this is right" into "I can prove this is right" — catching floating point errors, unit confusion, and constraint violations that testing misses.

Read Full Announcement →

December 2025 | Case Study

From Raw Data to Securitization

AI-Powered Credit Risk Analysis in a Single Session

Watch how we transformed a Power BI semantic model into a complete securitization analysis—$6.4B portfolio, 4-tranche ABS structure, statistical validation, and professional documentation.

End-to-end workflow combining Power BI MCP, Statistics MCP, OR-Tools, Quantitative Finance tools, and Quarto documentation.

Watch the Demo →

December 2025 | Statistical Analysis

🍷 Wine & Weather: A Statistical Investigation

Do Rising Temperatures Drive Summer Wine Sales?

Testing the global warming hypothesis on Norwegian alcohol sales. We analyzed 178 months of Vinmonopolet data for White, Rosé & Sparkling wines using Power BI MCP and Statistics MCP.

Comprehensive statistical analysis including Pearson correlations, Welch's t-tests, multiple regression, and Cohen's d effect sizes—all computed dynamically from live Power BI semantic model data.

View Case Study → Watch Video

December 2025 | Machine Learning

🌪️ Tornado Magnitude Prediction with LightGBM

A Real Dialogue with AI: How MCP Servers Enable Interactive Data Science

Watch how we built a tornado magnitude prediction model achieving 38.8% improvement over Julia Silge's XGBoost benchmark—through genuine AI-human collaboration using LightGBM MCP.

View Analysis → Watch Video

December 2025 | Fun Analysis

🦁 How Often Does Roy Kent Say F*CK?

Statistical Analysis of Ted Lasso's Most Expressive Character

Bootstrap resampling, permutation tests, and negative binomial regression to determine: Does coaching status or dating status affect Roy Kent's vocabulary? Spoiler: One does, one doesn't.

View Analysis → Watch Video

MCP Server Integration

The only solution that enables LLMs to execute professional analytics without Python or R. Direct integration with pre-built MCP servers for quantitative finance, statistics, optimization, and database intelligence.

Explore Capabilities

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Within a stream of data points, we find patterns in seconds that reveal the insights driving your business forward.

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At Querex, we build AI tools that unlock the full analytical power of your organization's data.

While no one can predict every way AI will transform business intelligence, we do know that powerful analytics require both cutting-edge technology and thoughtful integration with existing systems.

That's why we focus on building tools that work seamlessly with your infrastructure, like MCP server integration. Through our daily development, testing, and customer partnerships, we aim to show what responsible AI-powered analytics looks like in practice.

Pre-built Analytics Solutions

Explore our analytics capabilities

Getting Started with Querex

Request a personalized demo

See It In Action

Real questions. Real answers.

"Show me total sales by product category for 2023"

Querex instantly delivers:

  • Bikes: $28.3M (67% of revenue)
  • Components: $9.5M (22%)
  • Clothing: $3.2M (8%)
  • Accessories: $1.4M (3%)

Plus trend analysis showing 15% growth in Components

"Which sales territories are underperforming vs. quota?"

Querex analyzes and reports:

  • Southwest: 87% of quota (-$2.1M gap)
  • Southeast: 91% of quota (-$1.4M gap)
  • Identifies seasonal patterns affecting Q4 performance
  • Suggests reallocation strategies from top performers

"What's the optimal price for Road Bikes to maximize profit margin?"

Querex runs elasticity analysis:

  • Current avg price: $1,450 | Margin: 42%
  • Optimal price: $1,625 (+12%)
  • Projected margin improvement: 42% → 48%
  • Expected revenue increase: +$420K annually

Analysis accounts for demand elasticity, competitive positioning, and customer segments

These insights took seconds, not hours. No SQL. No waiting. Just ask.

Try It With Your Data

Financial Analytics Example

Real portfolio questions. Institutional-grade answers.
Using the LendingBank loan portfolio database.

"What's our current default rate and how much are we losing to credit risk?"

Querex analyzes portfolio credit quality:

  • Portfolio Default Rate: 16.8% (148,679 defaults out of 887K loans)
  • Defaulted Notional: $2.1B exposure at default
  • Loss Given Default (LGD): 78.4% (recovery rate: 21.6%)
  • Total Expected Loss: $1.65B across portfolio

Risk concentrates in Grade D-G loans (high yield segment) with 28% default rates vs. 6-12% for investment grade (A-C)

"Which loan grades are actually profitable after accounting for defaults?"

Querex calculates risk-adjusted returns by grade:

  • Grade A: 8.2% ROI (weighted avg rate: 7.1%, default: 5.8%)
  • Grade B: 9.4% ROI (rate: 10.8%, default: 10.2%) ✅ Best performer
  • Grade C: 7.1% ROI (rate: 13.9%, default: 15.1%)
  • Grade D-G: -2.3% ROI ⚠️ Losing money despite 18-24% rates

Grade B loans offer optimal risk-return tradeoff. High-yield grades (D-G) generate negative returns due to 32% default rates exceeding interest income

"What interest rate adjustments would optimize our ROI while staying under 5% loss rate?"

Querex runs optimization scenario:

  • Current portfolio ROI: 5.8% | Loss rate: 13.2%
  • Recommended: Increase A-C exposure by 40% (+2.8% rate spread)
  • Reduce D-G high-yield exposure by 65% (negative ROI segment)
  • Optimized outcome: 11.2% ROI | 4.7% loss rate | +$890M annual profit

Shift from high-yield to near-prime improves returns dramatically. Model accounts for demand elasticity, underwriting capacity, and regulatory capital requirements

Portfolio analytics that would take days in spreadsheets, delivered in seconds through conversation.

See Your Portfolio Analysis