AI Use Cases &amp; Applications

From Raw Data to Predictions: How BigQuery AI Speeds Up ML Workflows

Google Cloud's Shan Kulandaivel shows how SQL-based forecasting, prediction and document AI in BigQuery move ML ideas to production faster.

Streamhouse Architecture: Real-Time Data for Smarter AI Agents

IBM's Ann Leach explains why stale data limits AI agents, what a streamhouse is, how it complements the lakehouse, and how Ferrari used real-time data.

The AI Enterprise Conference · November 6, 2026

Real-Time Data for AI Decisions: Lessons From IBM's Client Zero

IBM's Tim Richer on why stale data stalls AI, the three use cases scaling fastest, and lessons from IBM's internal Ask IBM agents.

Agentic AI Demos: Snowflake Cortex Code and Precisely's MCP Server

Snowflake demos spec-driven development with Cortex Code, and Precisely shows an AI assistant pulling location risk data through MCP.

AI Demo Day: What Mistral AI, SAS, Fivetran and Precisely Showed

Four enterprise AI demos: Mistral document and voice AI, SAS forgery detection, Fivetran's one-copy data lake and Precisely location data.

Self-Service AI Analytics for KYC and AML: Inside Actian AI Analyst

Actian's Phil Wall demos how an AI analyst grounded in governed business context speeds AML and KYC investigations without report requests.

AI Workflows in Claude: Supermetrics and Precisely Demo Read-Write AI

Supermetrics and Precisely demo Claude workflows that analyze ad performance, launch campaigns and fix SAP master data through an MCP server.

Agentic AI Demos: Lumi AI, Precisely, SAS Viya and Domino Data Lab

Agentic AI in Action Q2 recap: Lumi AI, Precisely, SAS Viya and Domino Data Lab demo proactive analytics, MCP data enrichment and auditable agents.

AI Demo Day Q2: Mistral AI, SAP, Rhino, Precisely, Skyflow and SecuPi

Six 10-minute enterprise AI demos: Mistral AI agents, SAP Joule agents, federated AI, location data via MCP, PII tokenization and AI access control.

Building Enterprise AI Agents With Mistral: Right-Sized, Custom Models

Mistral AI's Aaron Delp demos no-code agents, OCR with MCP search and an FDA submission workflow, and explains model right-sizing and Forge.

Agentic AI in Action: Five Live Demos of AI Agents on Enterprise Data

Informatica, PromptQL, Teradata, Precisely and Lumi AI showed AI agents finding, cleaning and analyzing enterprise data in 10-minute live demos.

AI Demo Day Q1: Mistral, Google Cloud, Aerospike, Striim and More

Mistral AI, Google Cloud, Aerospike, Precisely, Striim and PromptQL showed agents, churn analysis, real-time nudges, location context and data masking.

Real-Time AI Fraud Detection: Why Milliseconds Matter

Aerospike's Sesh Seshadri explains how ML, graph analytics and multi-stage inference stop financial fraud within a 50 ms window.

How to Measure AI Quality: Custom Benchmarks Beat Leaderboards

HumanSignal's Micaela Kaplan explains AI evals vs. benchmarks, why leaderboards fall short, and how to build rubric-based custom benchmarks.

Vibe Analytics for EDA: Turning Weeks of Chart Requests Into Minutes

Broadband Insights CEO Patrick Hutto explains how vibe analytics with Plotly AI Studio speeds exploratory data analysis, mockups and self-service.

What Successful AI Teams Do Differently: Lessons From 120 AI Projects

Nanonets CEO Sarthak Jain shares lessons from 120 AI projects: plan a 6-18 month ramp, design for human intervention, fix data first and go bottom-up.

Orchestrator Agents and Systems of Intelligence: IBM on Future of Work

IBM's Melissa Hadley explains systems of intelligence, agent sprawl and how orchestrator agents in watsonx Orchestrate route work across HR, sales and IT.

Data Science Agents in BigQuery: Agentic AI for Data Scientists

Google Cloud's Suda Srinivasan demos a data science agent building a bike-share demand forecast in BigQuery and explains what agents can't replace.

Wendy's FreshAi: Lessons From Generative AI in the Drive-Thru

Wendy's Will Croushorn on how FreshAi handles 95% of drive-thru orders, why word choice is data, and how a 'sorry' metric cut friction by 60%.

The AI Maturity Journey: Machine Learning, GenAI and Agents in One Workflow

KMS Technology CTO Guy Merritt explains how ML, generative AI and agents fit one workflow, and why AI coding gains vary from 3x to a slowdown.

Choosing AI Use Cases That Pay Off: A Data Executive's Guide to ROI

Leaders from AtScale, Snowflake, Denodo, Fivetran and Revefi on telling AI hype from value, build vs. buy, board pressure and use cases with proven ROI.

One Real-Time Data Layer for Predictive, Generative and Agentic AI

Aerospike's Sesh Seshadri explains multi-step inference, why recommendations, search and RAG share one pipeline, and the data agentic AI needs.

Multimodal AI Search: How Tensors Make Video Retrieval Work at Scale

Vespa.ai's Bonnie Chase and Zohar Nissare-Houssen explain why vectors aren't enough for multimodal AI and demo hybrid video search with tensors.

GenAI Demo Day Q2: Snowflake, Google, Precisely, Zenlytic and More

Seven GenAI demos: Snowflake Cortex Agents, Gemini 2.5 on Vertex AI, Precisely Data Graph, Zenlytic, Fivetran, Dataiku and Zerve's data science agent.

What Is an AI Factory? NVIDIA and HPE on Scaling Enterprise AI

NVIDIA and HPE leaders explain AI factories: compute, networking and software as a relay team, private cloud AI options, liquid cooling and AI strategy.

How AI Augments HPC Simulation: Physics Meets Probability

HPE's Steve Heibein explains how AI narrows the search space for physics-based HPC simulation, from COVID research to NASA parts, and why cooling matters.

Production Python Data Apps: How Broadband Insights Scaled With Dash

Broadband Insights CEO Patrick Hutto shows how Python data apps on Plotly Dash Enterprise helped small ISPs plan networks and cut install times.

Real-Time AI Architecture: Fresh Features, Low Latency, Lower Cost

Tecton, Sam's Club and AT&T panelists explain when AI needs real-time data, how to build fresh low-latency features, monitor drift and control costs.

ColPali for Multimodal RAG: Retrieving Charts, Tables and PDFs Visually

Vespa.ai CEO Jon Bratseth and RavenPack's Aakarsh Ramchandani explain how ColPali retrieves PDF pages visually, its limits and how to scale it.

Large Quantitative Models: How Physics-Based AI Speeds Materials R&D

SandboxAQ's Ang Xiao explains how large quantitative models pair AI with physics simulations to speed battery, chemistry and materials discovery.

Fraud Detection Build vs. Buy: How North Built Real-Time ML In-House

North's Ben Orkin explains why the payment processor replaced a third-party fraud tool with its own real-time ML system and feature store.

AI Risk and Reward Across Industries: Lessons From NORC, IHG and AT&T

NORC, IHG and AT&T leaders on AI risk in regulated industries, showing business value, governance sandboxes, fairness tools and scaling AI with quality.

RAG Use Cases: How UPS, TSYS and Shipt Put Retrieval-Augmented AI to Work

UPS, TSYS and Shipt leaders on retrieval-augmented generation: a digital twin operations copilot, internal use cases, RAG risks and prioritizing GenAI.

Generative AI Use Cases Beyond Chatbots: Lessons From Media and Retail

Leaders from Dollar General, Scripps, TelevisaUnivision, Vertex and PRGX on generative AI use cases beyond chatbots, plus security, validation and ROI.

AI Transformation From Hype to Reality: Norfolk Southern, Equifax, Baptist

Elder Research, Norfolk Southern, Equifax and Baptist Health on AI hype vs. reality, model drift, AI governance councils, talent and use cases that work.

GenAI Demo Day: Rafay, AnswerRocket, Crowdbotics and DataRobot Demos

Four generative AI demos: Rafay self-service GPUs, AnswerRocket's Max analytics assistant, Crowdbotics AI requirements and DataRobot apps with guardrails.

Relational Deep Learning: Graph Neural Networks on Snowflake Data

Kumo AI's Hema Raghavan explains relational deep learning: turning Snowflake tables into graphs so neural networks replace manual feature engineering.