MicrosoftEvidence: Medium50/100

Cemex: LUCA Bot AI agent for executive financial insights

Cemex built LUCA Bot in Microsoft Foundry with Azure OpenAI, Azure AI Search, Azure Cosmos DB, Azure App Service, Microsoft Teams and Azure Storage to give executives natural-language access to internal financial and economic KPIs across regions, countries and plants. The agent was trained on thousands of internal data points and more than 35,000 questions, supports role-based access, and helps senior leaders get faster, more reliable answers for decision-making.

Organization
Cemex
Location
Mexico
Published
February 2026

Reported outcomes

400-500 queries/month

queries per monthOther quantified impact

100 leaderssenior leaders with access82%analysis accuracy92%data accuracy

Strategic outcomes

Better decisions & insightFaster executive decision-makingCost efficiencySelf-service access to unified financial informationBetter decisions & insightSupports quarterly executive committee presentationsOther strategic outcomePotential expansion from executives to lower management and employees
Why do we believe this?Outcome claims, sources, and evidence checks

Normalized claim

Senior leaders with access: 100 leaders

Microsoft SourceFeb 12, 2026Customer storyExplicit claimMedium evidence strength

“About 100 senior leaders already have access to the agent, called LUCA Bot.”

Normalized claim

Queries per month: 400-500 queries/month

Microsoft SourceFeb 12, 2026Customer storyExplicit claimMedium evidence strength

“Today, LUCA Bot is handling 400 to 500 queries per month”

Normalized claim

Analysis accuracy: 82%

Microsoft SourceFeb 12, 2026Customer storyExplicit claimMedium evidence strength

“with 82% accuracy for analysis”

Normalized claim

Data accuracy: 92%

Microsoft SourceFeb 12, 2026Customer storyExplicit claimMedium evidence strength

“and 92% for data”

Why do we believe this deployment?Customer identity, provider attribution, maturity, and source checks
Customer
Cemex
Provider
Microsoft
Maturity
Unknown
Linked source
Microsoft Source

No explicit deployment-stage evidence found.

Customer identity supportedSource describes one deploymentMaturity evidence evaluated

Primary read

Use case focus

Showing 3 of 3

  • 1Executive analytics
  • 2Search modernization
  • 3Employee productivity
  • Executives previously spent hours or days searching reports, emails and phone calls to find internal financial KPIs and analysis.
  • Cemex needed a faster, reliable way to access granular financial data across multiple regions and plants.
  • LUCA Bot is an executive-focused AI agent that responds in natural language through web and mobile channels and delivers KPI analysis based on internal financial and economic data.
  • The system uses Microsoft Foundry, Azure OpenAI and Azure AI Search to support prompt-driven interaction, role-based access and daily updates from executive feedback.
  • About 100 senior leaders have access to the agent.
  • The agent handles 400 to 500 queries per month.
  • Cemex reports 82% accuracy for analysis and 92% for data.
Architecture

Built in Microsoft Foundry with Azure OpenAI models and wired to Azure AI Search, Azure Cosmos DB, Azure App Service, Microsoft Teams and Azure Storage. The agent uses role-based access, prompt and instruction engineering, and draws on thousands of internal confidential financial and economic data points plus a trained set of more than 35,000 questions. It serves authorized executives through natural-language chat on web and mobile, with only basic session data retained in the Azure tenant.

Sources & evidence1
Evidence: Medium50/100Evidence strength
  • Customer explicitly identified
  • Primary source available
  • Quantified outcome available
  • Technical implementation details available
Type: Customer StoryPublished: Feb 12, 2026Publisher: MicrosoftEvidence: PrimaryConfidence: High

AI-generated summary. Verify important details with the linked sources before relying on this case.

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