• Products
    • Integrate
      • Precisely Connect
        • Connect
      • Precisely Ironstream
        • Ironstream
        • Ironstream for ServiceNow®
      • Precisely Automate
        • Automate Evolve
        • Automate Studio
      • Precisely Assure
        • Assure Security
        • Enforcive
        • Assure MIMIX
        • Assure MIMIX for AIX®
        • Assure QuickEDD
        • Assure iTERA
      • Precisely Syncsort
        • Syncsort™ MFX
        • Syncsort™ Optimize IMS
        • Syncsort™ Optimize DB2
        • Syncsort™ Optimize IDMS
        • Syncsort™ Network Management
        • Syncsort™ Capacity Management
    • Verify
      • Precisely Spectrum Quality
        • Spectrum Context Graph
        • Spectrum Global Addressing
        • Spectrum Quality
      • Precisely Trillium
        • Trillium Discovery
        • Trillium Geolocation
        • Trillium Quality
      • Precisely Data360
        • Data360 Analyze
        • Data360 DQ+
        • Data360 Govern
      • Precisely EnterWorks
        • EnterWorks
    • Locate
      • Precisely Spectrum Spatial
        • Spectrum Spatial
        • Spectrum Spatial Routing
        • Spectrum Spatial Insights
      • Precisely Spectrum Geocoding
        • Spectrum Global Geocoding
        • Spectrum Enterprise Tax
      • Precisely MapInfo
        • MapInfo Pro
        • MapXtreme
    • Enrich
      • Precisely Addresses
      • Precisely Boundaries
      • Precisely Demographics
      • Precisely Points of Interest
      • Precisely Streets
      • Precisely PlaceIQ
        • PlaceIQ Audiences
        • PlaceIQ Movement
    • Engage
      • EngageOne™ Communicate
      • EngageOne™ RapidCX
      • EngageOne™ Digital Self-Service
        • EngageOne™ Digital Self-Service
        • EngageOne™ Vault
      • EngageOne™ Compose
      • EngageOne™ Enrichment
    • Precisely Data Integrity Suite
    • Precisely APIs
    • Data Link
    • Precisely Data Experience
    • Data Guide
  • Solutions
    • By topic
      • AI
      • Customer engagement
        • Customer engagement
        • Chatbot
        • Digital self-service
        • Digital archiving
        • Email and SMS
        • Print to digital
        • Video
      • Data enrichment
      • Data governance
        • Data governance
        • Data catalog
      • Data integration
        • Data integration
        • Real-time CDC and ETL
        • Cloud data warehousing
      • Data integrity
        • Data fabric
        • Data integrity
        • Data mesh
        • Environmental, social and governance (ESG)
      • Data modernization
      • Data products
      • Data quality
        • Data quality
        • Address validation/standardization
        • CRM & ERP data validation
        • Customer 360
        • Data matching & entity resolution
        • Data observability
        • Data reconciliation
        • Data validation and enrichment
      • Geo addressing and spatial analytics
      • IBM systems optimization
        • IT Operations Analytics
        • IT Operations Management
        • Security Information and Event Management
      • Location intelligence
        • Spatial analytics
        • Geocoding and data enrichment
      • Master data management
      • Process automation
    • By platform
      • Amazon Pinpoint
      • AWS
      • Cloudera
      • Confluent
      • Databricks
      • Google Cloud
      • IBM i
        • IBM i
        • Compliance with security regulations
        • Security monitoring and reporting
        • High availability and disaster recovery
        • Data privacy
        • Access control
      • IBM mainframe
        • IBM mainframe
        • Sort optimization
      • Microsoft Azure
      • SAP
        • SAP process automation
        • Excel to SAP automation
        • SAP master data management
        • SAP finance automation
      • ServiceNow
      • Snowflake
      • Splunk
    • By industry
      • Financial services
      • Government
      • Healthcare
      • Insurance
      • PropTech
      • Retail
      • Telecommunications
      • Utilities
    • Global Services
      • Precisely Strategic Services
      • Professional services
  • Resources
    • Resource center
      • Analyst reports
      • Customer stories
      • eBooks
      • Events
      • Infographics
      • Product demos
      • Product documentation
      • Solution sheets
      • Videos
      • Webinars
      • White papers
    • By topic
      • AI
      • Customer engagement
      • Data enrichment
      • Data governance
      • Data integrity
      • Data integration
      • Data quality
      • High availability and disaster recovery
      • IBM i security
      • Location intelligence
      • Master Data Management
      • SAP Automation
    • By industry
      • Financial service and banking
      • Government
      • Insurance
      • PropTech
      • Retail
      • Supply Chain
      • Telecommunications
    • Blog
    • Glossary
  • Support
  • About us
    • Precisely
      • Global offices
      • Leadership
      • About us
      • Careers and Culture
      • Partners
      • History
      • Awards
    • Newsroom
      • Press releases
      • Events
      • In the news
      • Trust ’24
    • Commitments
      • Corporate Social Responsibility
      • Environmental, Social, and Governance (ESG)
      • Global Code of Conduct
      • Precisely Trust Center
    • Contact
      • Get in touch
  • English
    • Français
    • Deutsch
    • 日本語
  • Get in touch
  • Products
    • Integrate
      • Precisely Connect
        • Connect
      • Precisely Ironstream
        • Ironstream
        • Ironstream for ServiceNow®
      • Precisely Automate
        • Automate Evolve
        • Automate Studio
      • Precisely Assure
        • Assure Security
        • Enforcive
        • Assure MIMIX
        • Assure MIMIX for AIX®
        • Assure QuickEDD
        • Assure iTERA
      • Precisely Syncsort
        • Syncsort™ MFX
        • Syncsort™ Optimize IMS
        • Syncsort™ Optimize DB2
        • Syncsort™ Optimize IDMS
        • Syncsort™ Network Management
        • Syncsort™ Capacity Management
    • Verify
      • Precisely Spectrum Quality
        • Spectrum Context Graph
        • Spectrum Global Addressing
        • Spectrum Quality
      • Precisely Trillium
        • Trillium Discovery
        • Trillium Geolocation
        • Trillium Quality
      • Precisely Data360
        • Data360 Analyze
        • Data360 DQ+
        • Data360 Govern
      • Precisely EnterWorks
        • EnterWorks
    • Locate
      • Precisely Spectrum Spatial
        • Spectrum Spatial
        • Spectrum Spatial Routing
        • Spectrum Spatial Insights
      • Precisely Spectrum Geocoding
        • Spectrum Global Geocoding
        • Spectrum Enterprise Tax
      • Precisely MapInfo
        • MapInfo Pro
        • MapXtreme
    • Enrich
      • Precisely Addresses
      • Precisely Boundaries
      • Precisely Demographics
      • Precisely Points of Interest
      • Precisely Streets
      • Precisely PlaceIQ
        • PlaceIQ Audiences
        • PlaceIQ Movement
    • Engage
      • EngageOne™ Communicate
      • EngageOne™ RapidCX
      • EngageOne™ Digital Self-Service
        • EngageOne™ Digital Self-Service
        • EngageOne™ Vault
      • EngageOne™ Compose
      • EngageOne™ Enrichment
    • Precisely Data Integrity Suite
    • Precisely APIs
    • Data Link
    • Precisely Data Experience
    • Data Guide
  • Solutions
    • By topic
      • AI
      • Customer engagement
        • Customer engagement
        • Chatbot
        • Digital self-service
        • Digital archiving
        • Email and SMS
        • Print to digital
        • Video
      • Data enrichment
      • Data governance
        • Data governance
        • Data catalog
      • Data integration
        • Data integration
        • Real-time CDC and ETL
        • Cloud data warehousing
      • Data integrity
        • Data fabric
        • Data integrity
        • Data mesh
        • Environmental, social and governance (ESG)
      • Data modernization
      • Data products
      • Data quality
        • Data quality
        • Address validation/standardization
        • CRM & ERP data validation
        • Customer 360
        • Data matching & entity resolution
        • Data observability
        • Data reconciliation
        • Data validation and enrichment
      • Geo addressing and spatial analytics
      • IBM systems optimization
        • IT Operations Analytics
        • IT Operations Management
        • Security Information and Event Management
      • Location intelligence
        • Spatial analytics
        • Geocoding and data enrichment
      • Master data management
      • Process automation
    • By platform
      • Amazon Pinpoint
      • AWS
      • Cloudera
      • Confluent
      • Databricks
      • Google Cloud
      • IBM i
        • IBM i
        • Compliance with security regulations
        • Security monitoring and reporting
        • High availability and disaster recovery
        • Data privacy
        • Access control
      • IBM mainframe
        • IBM mainframe
        • Sort optimization
      • Microsoft Azure
      • SAP
        • SAP process automation
        • Excel to SAP automation
        • SAP master data management
        • SAP finance automation
      • ServiceNow
      • Snowflake
      • Splunk
    • By industry
      • Financial services
      • Government
      • Healthcare
      • Insurance
      • PropTech
      • Retail
      • Telecommunications
      • Utilities
    • Global Services
      • Precisely Strategic Services
      • Professional services
  • Resources
    • Resource center
      • Analyst reports
      • Customer stories
      • eBooks
      • Events
      • Infographics
      • Product demos
      • Product documentation
      • Solution sheets
      • Videos
      • Webinars
      • White papers
    • By topic
      • AI
      • Customer engagement
      • Data enrichment
      • Data governance
      • Data integrity
      • Data integration
      • Data quality
      • High availability and disaster recovery
      • IBM i security
      • Location intelligence
      • Master Data Management
      • SAP Automation
    • By industry
      • Financial service and banking
      • Government
      • Insurance
      • PropTech
      • Retail
      • Supply Chain
      • Telecommunications
    • Blog
    • Glossary
  • Support
  • About us
    • Precisely
      • Global offices
      • Leadership
      • About us
      • Careers and Culture
      • Partners
      • History
      • Awards
    • Newsroom
      • Press releases
      • Events
      • In the news
      • Trust ’24
    • Commitments
      • Corporate Social Responsibility
      • Environmental, Social, and Governance (ESG)
      • Global Code of Conduct
      • Precisely Trust Center
    • Contact
      • Get in touch
  • English
    • Français
    • Deutsch
    • 日本語
  • Get in touch
  • Products
    • Integrate
      • Precisely Connect
        • Connect
      • Precisely Ironstream
        • Ironstream
        • Ironstream for ServiceNow®
      • Precisely Automate
        • Automate Evolve
        • Automate Studio
      • Precisely Assure
        • Assure Security
        • Enforcive
        • Assure MIMIX
        • Assure MIMIX for AIX®
        • Assure QuickEDD
        • Assure iTERA
      • Precisely Syncsort
        • Syncsort™ MFX
        • Syncsort™ Optimize IMS
        • Syncsort™ Optimize DB2
        • Syncsort™ Optimize IDMS
        • Syncsort™ Network Management
        • Syncsort™ Capacity Management
    • Verify
      • Precisely Spectrum Quality
        • Spectrum Context Graph
        • Spectrum Global Addressing
        • Spectrum Quality
      • Precisely Trillium
        • Trillium Discovery
        • Trillium Geolocation
        • Trillium Quality
      • Precisely Data360
        • Data360 Analyze
        • Data360 DQ+
        • Data360 Govern
      • Precisely EnterWorks
        • EnterWorks
    • Locate
      • Precisely Spectrum Spatial
        • Spectrum Spatial
        • Spectrum Spatial Routing
        • Spectrum Spatial Insights
      • Precisely Spectrum Geocoding
        • Spectrum Global Geocoding
        • Spectrum Enterprise Tax
      • Precisely MapInfo
        • MapInfo Pro
        • MapXtreme
    • Enrich
      • Precisely Addresses
      • Precisely Boundaries
      • Precisely Demographics
      • Precisely Points of Interest
      • Precisely Streets
      • Precisely PlaceIQ
        • PlaceIQ Audiences
        • PlaceIQ Movement
    • Engage
      • EngageOne™ Communicate
      • EngageOne™ RapidCX
      • EngageOne™ Digital Self-Service
        • EngageOne™ Digital Self-Service
        • EngageOne™ Vault
      • EngageOne™ Compose
      • EngageOne™ Enrichment
    • Precisely Data Integrity Suite
    • Precisely APIs
    • Data Link
    • Precisely Data Experience
    • Data Guide
  • Solutions
    • By topic
      • AI
      • Customer engagement
        • Customer engagement
        • Chatbot
        • Digital self-service
        • Digital archiving
        • Email and SMS
        • Print to digital
        • Video
      • Data enrichment
      • Data governance
        • Data governance
        • Data catalog
      • Data integration
        • Data integration
        • Real-time CDC and ETL
        • Cloud data warehousing
      • Data integrity
        • Data fabric
        • Data integrity
        • Data mesh
        • Environmental, social and governance (ESG)
      • Data modernization
      • Data products
      • Data quality
        • Data quality
        • Address validation/standardization
        • CRM & ERP data validation
        • Customer 360
        • Data matching & entity resolution
        • Data observability
        • Data reconciliation
        • Data validation and enrichment
      • Geo addressing and spatial analytics
      • IBM systems optimization
        • IT Operations Analytics
        • IT Operations Management
        • Security Information and Event Management
      • Location intelligence
        • Spatial analytics
        • Geocoding and data enrichment
      • Master data management
      • Process automation
    • By platform
      • Amazon Pinpoint
      • AWS
      • Cloudera
      • Confluent
      • Databricks
      • Google Cloud
      • IBM i
        • IBM i
        • Compliance with security regulations
        • Security monitoring and reporting
        • High availability and disaster recovery
        • Data privacy
        • Access control
      • IBM mainframe
        • IBM mainframe
        • Sort optimization
      • Microsoft Azure
      • SAP
        • SAP process automation
        • Excel to SAP automation
        • SAP master data management
        • SAP finance automation
      • ServiceNow
      • Snowflake
      • Splunk
    • By industry
      • Financial services
      • Government
      • Healthcare
      • Insurance
      • PropTech
      • Retail
      • Telecommunications
      • Utilities
    • Global Services
      • Precisely Strategic Services
      • Professional services
  • Resources
    • Resource center
      • Analyst reports
      • Customer stories
      • eBooks
      • Events
      • Infographics
      • Product demos
      • Product documentation
      • Solution sheets
      • Videos
      • Webinars
      • White papers
    • By topic
      • AI
      • Customer engagement
      • Data enrichment
      • Data governance
      • Data integrity
      • Data integration
      • Data quality
      • High availability and disaster recovery
      • IBM i security
      • Location intelligence
      • Master Data Management
      • SAP Automation
    • By industry
      • Financial service and banking
      • Government
      • Insurance
      • PropTech
      • Retail
      • Supply Chain
      • Telecommunications
    • Blog
    • Glossary
  • Support
  • About us
    • Precisely
      • Global offices
      • Leadership
      • About us
      • Careers and Culture
      • Partners
      • History
      • Awards
    • Newsroom
      • Press releases
      • Events
      • In the news
      • Trust ’24
    • Commitments
      • Corporate Social Responsibility
      • Environmental, Social, and Governance (ESG)
      • Global Code of Conduct
      • Precisely Trust Center
    • Contact
      • Get in touch
  • English
    • Français
    • Deutsch
    • 日本語

Precisely Blog AI

Categories
  • Big Data
  • Company & Culture
  • Customer Engagement
  • Data Availability
  • Data Enrichment
  • Data Governance
  • Data Integration
  • Data Integrity
  • Data Quality
  • Data Security
  • Location Intelligence
  • Mainframe
  • Master Data Management
  • SAP Automation

AI

Categories
  • Big Data
  • Company & Culture
  • Customer Engagement
  • Data Availability
  • Data Enrichment
  • Data Governance
  • Data Integration
  • Data Integrity
  • Data Quality
  • Data Security
  • Location Intelligence
  • Mainframe
  • Master Data Management
  • SAP Automation

Blog > AI

Mastering AI Data Observability - Top Trends and Best Practices for Data Leaders

Mastering AI Data Observability: Top Trends and Best Practices for Data Leaders

Key Takeaways: Observability is essential for trusted AI – Yet most organizations lack the structured programs, tools, and cross-team collaboration needed to make it effective. North America is...

Julie Skeen | Data Quality | April 15, 2025
Gartner Data & Analytics Summit Takeaway

Gartner Data & Analytics Summit Takeaway: “Why is nobody listening?”

Is your data AI-ready?  That was a consistent theme at this year’s Gartner Data & Analytics Summit in Orlando, Florida. There were many Gartner keynotes and analyst-led sessions that had...

Authors Photo Rob Karel | Data Integrity | March 18, 2025
Better Together - Data Enrichment and AI for Smarter Decision-Making

Better Together: Data Enrichment and AI for Smarter Decision-Making

Key Takeaways Enrich your raw data with context to unlock its full potential and enable smarter, data-driven decision-making. Combine data enrichment and AI for more accurate predictions,...

Authors Photo Antonio Cotroneo | Data Enrichment | February 25, 2025
Data Integrity for AI - What’s Old is New Again

Data Integrity for AI: What’s Old is New Again

Artificial Intelligence (AI) is all the rage, and rightly so.  By now most of us have experienced how Gen AI and the LLMs (large language models) that fuel it are primed to transform the way we...

Authors Photo Rob Karel | Data Integrity | January 9, 2025
Redefining AIOps IT Workflows with Legacy System Visibility

Redefining AIOps IT Workflows with Legacy System Visibility

Key Takeaways: Centralized visibility of data is key. Modern IT environments require comprehensive data for successful AIOps, that includes incorporating data from legacy systems like IBM i and IBM Z...

Authors Photo Rachel Galvez | Data Integration | December 16, 2024
Mainframe Data Meets AI - Reducing Bias and Enhancing Predictive Power

Mainframe Data Meets AI: Reducing Bias and Enhancing Predictive Power

Key Takeaways: The significance of using legacy systems like mainframes in modern AI. How mainframe data helps reduce bias in AI models. The challenges and solutions involved in integrating legacy...

Authors Photo Rachel Galvez | Data Integration | December 12, 2024
How to Power Successful AI Projects with Trusted Data

How to Power Successful AI Projects with Trusted Data

Key Takeaways: Trusted AI requires data integrity. For AI-ready data, focus on comprehensive data integration, data quality and governance, and data enrichment. A structured, business-first approach...

Authors Photo Rachel Galvez | Data Integrity | September 26, 2024
AI Success – Powered by Data Governance and Quality

AI Success – Powered by Data Governance and Quality

Key Takeaways: Data integrity is essential for AI success and reliability – helping you prevent harmful biases and inaccuracies in AI models. Robust data governance for AI ensures data privacy,...

Authors Photo Rachel Galvez | Data Governance | September 19, 2024
Gain an AI Advantage with Data Governance and Quality

Gain an AI Advantage with Data Governance and Quality

Key Takeaways Data quality ensures your data is accurate, complete, reliable, and up to date – powering AI conclusions that reduce costs and increase revenue and compliance. Data observability...

Authors Photo Rachel Galvez | Data Governance | August 29, 2024
1 2 3 Next »

Let's Talk

Get in touch

Precisely

  • About us
  • Leadership
  • Careers and Culture
  • EthicsPoint
  • Codes of Conduct
  • Anti-Modern Slavery
  • UK Tax Strategy
  • Contact

Discover

  • Blog
  • Newsroom
  • Partners
  • Glossary

Social

  • LinkedIn
  • Facebook
  • Twitter
  • YouTube
  • Terms of Use
  • Legal
  • Privacy Notices
  • Cookie Notice 
  • Trust Center
  • Trademarks
  • Sitemap
  • Your Privacy Choices
  • California Privacy Notices
  • Cookie Settings

Copyright 2020, 2025 Precisely

OIIOIOIO