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Why Context Engineering and Fine-Tuning Solve Different Problems in Enterprise AI
AI & AnalyticsPiet Loubser

Why Context Engineering and Fine-Tuning Solve Different Problems in Enterprise AI

Understanding when to fine-tune LLMs versus when to invest in context engineering through semantic layers and RAG, and why the most successful enterprise AI strategies use both approaches strategically.

Why Trust Matters: The Urgent Need for Context-Aware GenAI & Conversational Analytics
AI & AnalyticsPiet Loubser

Why Trust Matters: The Urgent Need for Context-Aware GenAI & Conversational Analytics

Explore why context is critical for GenAI analytics to deliver trustworthy business insights and how organizations must act now to standardize business context before democratized AI creates fragmentation and risk.

The Semantic Layer Explosion: Why Everyone Is Building One and Why Most Don't Actually Solve the Problem
AI & AnalyticsPiet Loubser

The Semantic Layer Explosion: Why Everyone Is Building One and Why Most Don't Actually Solve the Problem

An in-depth analysis of the semantic layer explosion in the data and AI ecosystem, exploring why vendors are racing to build semantic layers and why most fall short of enterprise needs.

Beyond Co-Pilots and Chatbots: Why the Future of AI Is Context-Aware
AI & AnalyticsPiet Loubser

Beyond Co-Pilots and Chatbots: Why the Future of AI Is Context-Aware

GenAI assistants like ChatGPT and co-pilots like Databricks Genie are useful, but without enterprise context, they guess. Here's why the next frontier of AI is context-grounded, business-fluent intelligence.

Integrate Codd AI with MCP: Your Data, Metrics, and Knowledge in Any AI Chat
AI & AnalyticsRavi Punuru

Integrate Codd AI with MCP: Your Data, Metrics, and Knowledge in Any AI Chat

Learn how to integrate Codd AI with the Model Context Protocol (MCP) to bring governed, context-aware analytics directly into your favorite AI chat environments like Claude, Cursor, or Windsurf.

Conversational Analytics Readiness Checklist: Are You Ready to Let Everyone Talk to Your Data?
AI & AnalyticsPiet Loubser

Conversational Analytics Readiness Checklist: Are You Ready to Let Everyone Talk to Your Data?

Assess your organization's readiness for conversational analytics across five key dimensions. Learn what foundation you need before deploying NLP analytics to empower your teams with data-driven insights.

When AI Speaks Your Business Language: The Power of Contextual Analytics
AI & AnalyticsPiet Loubser

When AI Speaks Your Business Language: The Power of Contextual Analytics

Discover how contextual analytics bridges the gap between AI and business meaning, enabling trusted insights through contextual semantic layers that understand your business world.

Bring Codd AI into Slack: Unlock Agentic Analytics in Team Conversations
AI & AnalyticsRavi Punuru

Bring Codd AI into Slack: Unlock Agentic Analytics in Team Conversations

Learn how Codd AI's Slack integration brings governed, contextual analytics directly into your team's conversations, powered by your organization's semantic intelligence.

Business Data Products and Contextual Semantic Layers: The Perfect Neural Pairing
AI & AnalyticsPiet Loubser

Business Data Products and Contextual Semantic Layers: The Perfect Neural Pairing

Discover how business data products and contextual semantic layers work together to create trusted, contextualized analytics that humans and machines can both understand

The ROI of Conversational Analytics: Unlocking the Value Hidden in Your Data Stack
AI & AnalyticsPiet Loubser

The ROI of Conversational Analytics: Unlocking the Value Hidden in Your Data Stack

Discover how conversational analytics powered by contextual semantic layers delivers measurable ROI by democratizing data access and accelerating insights

The Contextual Semantic Layer - Powering Trusted GenAI Analytics
AI & AnalyticsPiet Loubser

The Contextual Semantic Layer - Powering Trusted GenAI Analytics

Discover how contextual semantic layers extend traditional semantic layers by embedding business meaning and domain knowledge to enable trustworthy AI analytics

Turn Codd AI Metrics into Snowflake Semantic Views in One Click
TechnicalRavi Punuru

Turn Codd AI Metrics into Snowflake Semantic Views in One Click

Create, execute, and manage Snowflake Semantic Views directly from Codd AI platform - no manual mapping, no SQL rewrites, just one-click publishing from your enriched corpus

Rethinking Data Literacy in the Age of Conversational Analytics
AI & AnalyticsPiet Loubser

Rethinking Data Literacy in the Age of Conversational Analytics

Why traditional data literacy training is failing and how conversational analytics shifts literacy from tool mastery to business context fluency

Codd AI is Now Generally Available — The Industry's First AI-Powered Context-Aware Semantic Layer
Product LaunchPiet Loubser

Codd AI is Now Generally Available — The Industry's First AI-Powered Context-Aware Semantic Layer

Turn raw data and business knowledge into instant, trusted insights. Codd AI bridges data, business rules, and AI into one trusted foundation.

NLP vs BI: The Future of Business Insights Isn't Either/Or
AI & AnalyticsPiet Loubser

NLP vs BI: The Future of Business Insights Isn't Either/Or

Exploring why the future of analytics needs both conversational NLP interfaces and traditional BI dashboards, united by an intelligent semantic layer

Integrating Codd Semantic Layer with Tableau: Overcoming Multi-Fact Challenges Using a Hub Table Approach
TechnicalRavi Punuru

Integrating Codd Semantic Layer with Tableau: Overcoming Multi-Fact Challenges Using a Hub Table Approach

Overcoming multi-fact challenges using a hub table approach - How we solved Tableau's unrelated table limitations with a simple pattern

From Dashboards to Dialogue: The Future of Analytics
AI & AnalyticsPiet Loubser

From Dashboards to Dialogue: The Future of Analytics

Explore how conversational AI powered by semantic layers is transforming analytics from static dashboards to dynamic dialogue, democratizing insights across organizations.

Why GenAI Will Fail in Analytics Without Context
AI & AnalyticsPiet Loubser

Why GenAI Will Fail in Analytics Without Context

Discover why GenAI struggles in analytics without proper business context and how context-aware AI with semantic layers delivers trustworthy, actionable insights.

From Hallucinations to Boardroom Decisions: Why GenAI Needs a Semantic Layer
AI & AnalyticsPiet Loubser

From Hallucinations to Boardroom Decisions: Why GenAI Needs a Semantic Layer

Explore why enterprise GenAI struggles with business-critical decisions and how a context-aware semantic layer transforms AI from clever assistant to trusted business advisor.

Deploying Codd on Snowpark Container Services: Bringing SaaS and Data Together
Technical ArchitectureRavi Punuru

Deploying Codd on Snowpark Container Services: Bringing SaaS and Data Together

Learn how Codd AI's hybrid architecture combines global SaaS orchestration with Snowflake-native execution through Snowpark Container Services, delivering AI-powered analytics without moving your data.

Joining the Journey to the Next Frontier in AI-Powered Analytics
Company UpdatesPiet Loubser

Joining the Journey to the Next Frontier in AI-Powered Analytics

Piet Loubser joins Codd AI as Co-founder, COO, and GTM leader, bringing decades of analytics experience to help solve GenAI's hallucination problem through intelligent semantic layers.

KPI vs Metric vs Measure: What's the Difference?
Analytics & DataCodd AI Team

KPI vs Metric vs Measure: What's the Difference?

Discover the difference between KPIs, metrics, and measures. Learn definitions, practical examples, and why they matter in modern analytics. Build smarter dashboards and data strategies with Codd AI.

Codd AI Launches GenAI-Powered Semantic Layer to Unlock Fast, Trustworthy Business Insights
Press ReleaseCodd AI Team

Codd AI Launches GenAI-Powered Semantic Layer to Unlock Fast, Trustworthy Business Insights

Codd AI officially launches its GenAI-powered semantic layer, bridging the gap between raw data and reliable, business-ready answers with natural language querying and transparent insights.

Codd AI Is Officially Live: The Journey Behind the Launch
Product LaunchRavi Punuru

Codd AI Is Officially Live: The Journey Behind the Launch

Codd AI is now live! Discover how our AI-powered semantic layer bridges the gap between raw data and meaningful insights, making analytics truly intelligent and explainable.

What Makes a Good Semantic Layer?
AI & Analytics

What Makes a Good Semantic Layer?

Exploring what a truly modern semantic layer should look like - AI-native, business-aware, and built for how real teams actually work with data.

Did We Forget ER Modeling? The Lost Art of Data Relationships in Modern Analytics
AI & Analytics

Did We Forget ER Modeling? The Lost Art of Data Relationships in Modern Analytics

Explore how the shift from traditional ER modeling to modern data architectures impacts AI success, and why relationship-driven data remains crucial for accurate AI insights.

Why Semantic Layers Matter for AI-Driven Business Intelligence
AI & Analytics

Why Semantic Layers Matter for AI-Driven Business Intelligence

Discover how semantic layers bridge the gap between raw data and AI-driven insights, ensuring accurate, consistent, and trustworthy business intelligence.