What AI says about IBM
Since Jul 5Updated Nov 3, 2026Based on 42,986 AI responses
Reviewed by Dimitry Apollonsky
AI summary
IBM provides enterprise software, consulting, hybrid cloud infrastructure, and AI tools such as watsonx. It is the usual answer when buyers seek solutions for legacy application modernization, COBOL-to-Java migration, code generation with IP indemnity, and professional data science certifications.
IBMThis page9%
Products
Owned brands
- Red Hat1%
- NS1 Connect1%
- Watson Natural Language Understanding<1%
- Red Hat Ansible Automation Platform<1%
- QRadar SIEM<1%
- OpenPages with watsonx<1%
- Security<1%
- watsonx Orchestrate<1%
- SPSS Statistics<1%
- Watson<1%
- Supply Chain Intelligence Suite<1%
- Planning Analytics<1%
- Cloud<1%
- Maximo Real Estate & Facilities<1%
- Research<1%
- Aspera<1%
- Watson Natural Language Understanding<1%
- Cognos Analytics<1%
- MaaS360<1%
Mentioned in
9%
of AI answers about IBM and its rivals
- ChatGPT10%
- Google AI Mode8%
Markets where AI mentions IBM
Market# · Mentioned in
All markets9%
- Quantum Computing & Analytics ProductsAI picks IBM and 2 more about as often#1 · 31%
- Energy Asset Management SolutionsAI picks IBM Maximo most#2 · 20%
- Enterprise Cloud Migration & ModernizationAI picks AWS and 1 more about as often#3 · 32%
- Data Engineering Infrastructure PlatformsAI picks Temporal and 1 more about as often#3 · 34%
- Industrial Predictive Maintenance MonitoringAI picks Banner Engineering and 2 more about as often#4 · 7%
- CMMS and Facilities Maintenance SoftwareAI picks MaintainX most#7 · 11%
- ESG and Supply Chain Sustainability SoftwareAI picks Microsoft Power BI most#7 · 6%
- Industrial Asset & MES SoftwareAI picks Augury and 1 more about as often#8 · 9%
- Enterprise Asset, Facilities & ESG SoftwareAI picks Planon most#8 · 26%
- Cloud FinOps Optimization PlatformsAI picks ProsperOps and 1 more about as often#9 · 15%
- Enterprise GIS and Mapping SoftwareAI picks ArcGIS most#9 · 15%
- Explainable AI & Model Monitoring PlatformsAI picks SHAP most#10 · 12%
Topics where AI mentions IBM
TopicMentioned in · on this topicRank
- Quantum-resistant encryption algorithms
- Integrated workplace management system for facilities coordinators
- Monolith refactoring and modernization
- GIS-compatible pole asset management software
- Hardware for spiking neural networks
- Data and cyber certification programs
- Maintenance playbook generator for asset health data
- Predictive maintenance anomaly detection
- Managed DNS with DDoS protection
- Global integrated workplace management software
- Complex document parsing
- Data science training programs
- IIoT platform for rotating equipment
- AI for smart grid optimization
- Cloud cost visibility
- Quantum circuit and algorithm software
- RPA for legacy banking systems
- SEC climate disclosure compliance
- Technical specification summarization
- Cloud cost governance software
- ESG and financial reporting integration
- Simulation AI for digital twins
- Multi-cloud virtual tagging
- ESG software with TCFD frameworks
- Automated emission factor updates
- Fraud investigation management
- REST to GraphQL conversion tools
- Predictive maintenance software for HVAC chillers with sensor integration
- Automated compliance remediation
- Cloud-native API gateway
- Asset maintenance tagging software
- Heavy industry carbon accounting
- Hybrid cloud management and governance
- Time-series synthetic data generators for financial modeling
- AI model explainability tools
- ESG data and reporting platform
- Software asset management for large enterprises
- Online learning platform for Canadian university students
- Industrial thermal monitoring analytics platforms
- UEM for large distributed enterprises
- Cloud cost allocation by team
- Vegetation notification mapping
- Legacy code modernization
- Storage area network for virtualized environments
- Mainframe and COBOL modernization
- AI co-pilots for SOC analysts
- Observability platforms for serverless and microservices
- RPA platforms with native NLP
- Managed DNS provider with DDoS protection and API
- FinOps tools with showback and chargeback workflows
- Financed emissions calculation
- Enterprise cloud cost management
- Interactive document q&a
- Application dependency mapping
- Compliant ELT pipelines
- Enterprise cryptographic key management platform
- Large-diameter water main inspection
- Observability tools with noise-reducing alerting intelligence
- Energy bill analysis tool
- PDF to structured data API for RAG
- Identity governance and compliance
- Coding programs for cybersecurity careers
- Fraud detection platform for social connection and claim history analysis
- Cloud spend forecasting
- CRM with automated public works routing
- Enterprise predictive model registry and governance tool
- Digital forensics service providers
- Storage certification training
- Asset management software for sewer and stormwater networks
- Oil & gas carbon accounting
- Service map and dependency visualization tools
- Network performance monitoring
- Corporate carbon footprint calculation
- Water utility analytics platforms for integrated data
- LMS training data migration
- Office pool hosting with security features
- Space management software for facilities managers
- Enterprise RAG and fine-tuning
- ESG reporting and compliance
- Storage performance and capacity monitoring
- GIS-centric asset management
- Network event correlation tool for NOC technicians
- Data lineage tool for enterprise stacks
- Coding bootcamps
- Data observability platform for enterprise scale
- Enterprise LLM fine-tuning and RAG
- Predictive maintenance for industrial HVAC
- Change management services for human-centric AI adoption
- Narrative builder for emissions reporting compliance
- Rapid disaster recovery
- Academic ctms for investigator-initiated trials
- Interpretable maintenance models
- Application monitoring platforms for integrated incident management
- Integrated inspection software with workflow synchronization
- Data catalogs with automated lineage
- Maintenance contract management software for auto-scheduling
- Multi-cloud infrastructure as code tool
- Enterprise RPA platforms
- Advanced software engineering bootcamps
- MDM compatible rugged tablet
- Enterprise-grade petabyte-scale object storage
- Managed enterprise RAG platform
- Prompt management software with guardrails
- Cloud service provider
- Process discovery and mining software
- Kubernetes cost management
- Safety briefing automation
- Feature-level cloud cost attribution
- Autonomous robot coordination
- Software development agencies
- Conflict minerals traceability
- Professional services for zero-downtime SaaS migration
- Healthcare federated learning infrastructure
- AI red teaming services for image recognition model security
- Scope 3 emissions tracking
- AI query optimization tool for data warehouses
- Web application firewalls
- Document table extraction
- Buy vs build AI consulting
- Hardware security modules as a service for key management
- Security automation platforms
- Cloud cost governance
- Predictive maintenance platforms with edge and cloud processing for intermittent connectivity
- Compliance automation and endpoint management
- Secure 5G enterprise mobile devices
- Utility gis for asset digitization
- Enterprise IT asset management software
- Document parsing for LLM pipelines
- CAM reconciliation auditing
- LLM-as-a-judge evaluation frameworks
- Differential privacy providers for GDPR-compliant synthetic data
- Bare metal server pricing
- Containerized workload chargeback
- AI policy template providers with version tracking
- AI strategy advisors for pilot scaling
- Security policy management
- Cloud and compute emissions tracking
- Legal hold and retention management
- Enterprise GRC management
- AI log summarization
- EMR-based trial eligibility screening
- HSM management services for PCI compliance
- Financial services risk management
- Security threat detection for log management
- Change management consulting for ERP implementations
- Long-horizon research capital
- Data analyst training programs
- Automated reserved instance purchasing
- Hybrid security visibility
- Product carbon footprinting and LCA
- Zero trust architecture consultants
- Pipeline integrity management software
- Airport infrastructure digital twins
- Automated AI red teaming
- Regulatory change monitoring
- Automated code documentation
- Maintenance work order software
- Automated cloud waste cleanup
- Document AI for tabular data
- Point-in-time recovery
- Hyper-local agricultural weather forecasting service
- Data discovery and classification
- Multi-agent orchestration
- Online courses for digital skills
- API-first AI customer support bot builder
- Pay equity audit statistical regression software
- Business process management and workflow automation
- Environmental management systems
- Lean consulting firms
- Omnichannel return management software
- Dataset auditing for poisoned data
- Oil and gas carbon accounting
- OT/ICS security for manufacturing
- Demand and inventory planning
- Compliance and regulatory management software
- Alert noise reduction
- API monetization
- Server patch management
- FP&A software
- Privacy-protected synthetic data
- Audit and fraud data analytics
- Database migration workflows
- AI document extraction
- Demand forecasting
- Handwriting recognition OCR
- HPC and AI workload execution
- Edge AI accelerators
- Data and concept drift monitoring
- Cybersecurity analyst training program
- AI application vulnerability testing
- Scalable unstructured data processing for legacy file servers
- SBOM signing and build provenance
- University-endorsed practical cybersecurity training
- Sentiment and topic analysis APIs
- Career change certifications
- Adversarial AI testing services
- AI acceptable use policy generation
- Non-revenue water leak detection
QuestionAI picks mostMentioned in
- As a learner targeting data engineering, which online programs focus on ETL, big data tools, and cloud data platforms instead of only analytics?on this questionAI picks Google Cloud and 1 more about as oftenMentioned in 65%
- We need a centralized platform to manage the lifecycle of our energy generation assets, from procurement to decommissioning. What are the most recommended enterprise-grade software tools for full-lifecycle energy asset management?on this questionAI picks IBM and 5 more about as oftenMentioned in 55%
- My goal is to manage our enterprise assets from power plants to poles. What is the best Enterprise Asset Management (EAM) system built for the energy sector?on this questionAI picks IBM Maximo mostMentioned in 40%
How prominently AI mentions IBM
- Named first19%
- 2nd or 3rd25%
- Later56%
Insights for IBM
Week of Oct 12–18
Gap between platforms: The platform gap in Quantum Computing & Analytics Products narrowed
ChatGPTChatGPT40%Google AI ModeGoogle AI Mode24%- Gaining: Appeared in 14.9% of Cloud FinOps Optimization Platforms answers, up from 8.4% the week before
- Gaining: Ranked #25 in Cloud FinOps Optimization Platforms last week and #11 this week
Track your brand free to see 1 more insight in 1 market since Aug 2.
How AI rates IBM
Common descriptions
enterprise-grade · comprehensive · gold standard · ai-powered · advanced · purpose-built
Tone of AI’s statements about IBM
- Positive47%
- Neutral50%
- Mixed2%
- Negative1%
IBM is the pick in 98% of AI’s recommendations.
IBM in AI answers
Question: How can we predict bearing failure before it stops the line? What IIoT platform offers the most accurate machine learning models for rotating equipment?
Google AI ModeNov 3, 2026
IBM Maximo Application Suite (Maximo Predict) : An enterprise-class asset management infrastructure ideal if you need to unify deep rotating equipment reliability metrics with corporate work orders, spare parts inventory, and enterprise financial systems.
Question: The problem is, our cloud spend is uncontrolled across 20+ departments. What is the best enterprise-grade FinOps platform for cost allocation, showback, and optimization?
ChatGPTNov 3, 2026
shortlist IBM Apptio Cloudability, Flexera One, and Finout, with IBM Apptio Cloudability as the starting point for your evaluation.
Question: We have facilities in 20 countries. What software automatically updates with the latest regional grid emission factors for accurate reporting?
Google AI ModeNov 2, 2026
IBM Envizi ESG Suite : Manages a comprehensive, regularly updated reference data library
Sources AI cites
- Your site36%
- IBM (opens in a new tab) · 2%Lists IBM
- Maximo Application Suite | IBM (opens in a new tab) · 1%Leaves IBM out
- Weathering the storm: Why outage prediction is the future of grid resiliency | IBM (opens in a new tab) · 1%
- Energy and Utilities Asset Management Software | IBM Maximo Application Suite (opens in a new tab) · 1%Leaves IBM out
- IBM Outage Prediction - IBM Documentation (opens in a new tab) · 1%Leaves IBM out
- What are chatbots for HR? | IBM (opens in a new tab) · 1%
- What is AI demand forecasting? | IBM (opens in a new tab) · 1%Leaves IBM out
- What Is COBOL Modernization? | IBM (opens in a new tab) · 1%
- What is Explainable AI (XAI)? | IBM (opens in a new tab) · 1%
- Asset Performance Management Software | IBM Maximo Application Suite (opens in a new tab) · 1%Leaves IBM out
- 3%
- Refactoring COBOL to Java with Agentic AI with an Iterative ... (opens in a new tab) · <1%
- The Rise of Autonomous Self-Driving Laboratories (opens in a new tab) · <1%
- Oil & Gas Asset Lifecycle Management: Navigating Challenges ... (opens in a new tab) · <1%
- Maximize asset productivity with AI | C3 AI Reliability - YouTube (opens in a new tab) · <1%
- How to build a synthetic data generation tool from scratch ... (opens in a new tab) · <1%
- The COMPLETE Data Analyst Course That Gets You Hired (opens in a new tab) · <1%
- AWS Mainframe Modernization Overview | Amazon Web Services (opens in a new tab) · <1%
- How I Would Learn Cyber Security If I Could Start Over in ... (opens in a new tab) · <1%
- Migrating from COBOL with AI: A Moonshot Demo - Julia Kordick (opens in a new tab) · <1%
- AI in Inventory Management: Modern Methods ... (opens in a new tab) · <1%
- 2%
- Enterprise-Scale COBOL-to-Java Translation: LLMs Augmented with Program Analysis for ICSE 2026 - IBM Research (opens in a new tab) · <1%
- Application modernization with IBM generative AI - IBM Research (opens in a new tab) · <1%
- How neuromorphic computing takes inspiration from our brains - IBM Research (opens in a new tab) · <1%
- NIST’s post-quantum cryptography standards are here - IBM Research (opens in a new tab) · <1%
- Watsonx Code Assistant for Z is the Rosetta Stone for COBOL - IBM Research (opens in a new tab) · <1%
- SMI-TED: A large-scale foundation model for materials and chemistry for ICLR 2025 - IBM Research (opens in a new tab) · <1%
- Open-source large-scale foundation model for chemistry for ACS Spring 2025 - IBM Research (opens in a new tab) · <1%
- IBM Research Trustworthy AI (opens in a new tab) · <1%
- IBM Research’s new NorthPole AI chip - IBM Research (opens in a new tab) · <1%
- What is retrieval-augmented generation (RAG)? - IBM Research (opens in a new tab) · <1%
- 2%
- IBM Data Engineering Professional Certificate | Coursera (opens in a new tab) · 1%
- IBM Data Analyst Professional Certificate | Coursera (opens in a new tab) · <1%
- Best Data Storage Courses & Certificates [2026] | Coursera (opens in a new tab) · <1%
- IBM Data Science Professional Certificate | Coursera (opens in a new tab) · <1%
- 4 Types of Big Data Technologies (+ Management Tools) (opens in a new tab) · <1%
- 7 Career Paths for a Certified Data Professional | Coursera (opens in a new tab) · <1%
- Your Guide to Data Science Certifications in 2026 | Coursera (opens in a new tab) · <1%
- A Beginner’s Guide to Explainable AI and Its Role in Building Trust in AI Systems | Coursera (opens in a new tab) · <1%
- How to Get into Cybersecurity: 2026 Career Guide - Coursera (opens in a new tab) · <1%
- 8 Popular Cybersecurity Certifications in 2026 | Coursera (opens in a new tab) · <1%
- 2%
- IBM taps AI to translate COBOL code to Java | TechCrunch (opens in a new tab) · <1%
- What kind of requirements management tools do you use? (opens in a new tab) · <1%
- I'm looking for an AI tool that would create a basic financial forecast. Is there anything out there? (opens in a new tab) · <1%
- Will AI Replace Call Center Jobs or Just Enhance Human ... (opens in a new tab) · <1%
- AI-300 Prep Tip: Data Drift (Preview) is Retired, Use Model Monitor Instead (opens in a new tab) · <1%
- 2024 review of OCR tools extracting text from handwritten forms and documents (opens in a new tab) · <1%
- reddit.com (opens in a new tab) · <1%
- Reddit (opens in a new tab) · <1%
- Reddit - Prove your humanity (opens in a new tab) · <1%
- Weekly Entering & Transitioning - Thread 18 May, 2026 - 25 May, 2026 (opens in a new tab) · <1%
- Lists IBM on 1 of 3 pages1%
- Best Integrated Workplace Management Systems Reviews 2026 | Gartner Peer Insights (opens in a new tab) · <1%
- Best AI-Augmented Code Modernization Tools Reviews 2026 | Gartner Peer Insights (opens in a new tab) · <1%
- Best Cloud Financial Management Tools Reviews 2026 | Gartner Peer Insights (opens in a new tab) · <1%Lists IBM
- Best Enterprise Asset Management Software Reviews 2026 | Gartner Peer Insights (opens in a new tab) · <1%Leaves IBM out
- Domain-Specific Language Models: GenAI as a Precision Tool (opens in a new tab) · <1%
- Critical Capabilities for Cloud Database Management Systems for ... (opens in a new tab) · <1%
- Gartner Magic Quadrant for Financial Planning Software (opens in a new tab) · <1%Leaves IBM out
- Gartner Magic Quadrant for Cloud Database Management Systems (opens in a new tab) · <1%
- Gartner Magic Quadrant for AI Governance Platforms (opens in a new tab) · <1%
- Best Asset Performance Management Software Reviews 2026 (opens in a new tab) · <1%
- Leaves IBM out1%
- Top Requirement Management Tools for Business Analysts | Arun Paulose posted on the topic | LinkedIn (opens in a new tab) · <1%
- Best ESG Reporting Software Platforms in 2026 (opens in a new tab) · <1%Leaves IBM out
- I just asked ChatGPT to rank AI companies in terms of who was displaying the most ethical thinking. | Gregor Findlay (opens in a new tab) · <1%
- How to Modernize Your Mainframe with AI: A Step ... - LinkedIn (opens in a new tab) · <1%
- AI-powered workforce infiltration threat to system integrity | Ken Schumacher posted on the topic (opens in a new tab) · <1%
- “With AI, teams can modernize their COBOL ... - LinkedIn (opens in a new tab) · <1%
- 5 data analytics certificates to consider in 2026 - LinkedIn (opens in a new tab) · <1%
- The "Black Swan" Liability: Why Your Predictive Model Broke During the Last Supply Chain Shock (opens in a new tab) · <1%
- Edge AI – What is it and how does it Work? (opens in a new tab) · <1%
- Ethical AI in Action: Real-World Case Studies (opens in a new tab) · <1%
- 1%
- From COBOL to Cloud: 3 Companies That Nailed It in 2026 (opens in a new tab) · <1%
- IBM’s AI-Driven Modernization: Converting COBOL to Java and ... (opens in a new tab) · <1%
- AI Agents: The Future of Autonomous Enterprise Work (opens in a new tab) · <1%
- Medium (opens in a new tab) · <1%
- Artificial Intelligence and the Black Swan - Medium (opens in a new tab) · <1%
- 🚀 Taking My SOC Home Lab to the Next Level with AI-Powered Log Analysis (opens in a new tab) · <1%
- AI for Legacy Code Refactoring: From COBOL to Cloud‑Native | by Neeraj Aggarwal | Medium (opens in a new tab) · <1%
- Medium (opens in a new tab) · <1%
- THE DIGITAL DETECTIVE: THE FORENSIC ANALYST (opens in a new tab) · <1%
- AI Can Read Your COBOL. It Still Can't Run Your Bank. | (opens in a new tab) · <1%
- Lists IBM on 2 of 2 pages1%
- AI, ITAM, FinOps & SaaS Cost Platform | Flexera One (opens in a new tab) · <1%Lists IBM
- IT Asset Management (ITAM) Software | Flexera (opens in a new tab) · <1%Lists IBM
- Optimize SaaS spend and utilization with Flexera One SaaS Management (opens in a new tab) · <1%
- Software License Audit and Compliance Solutions | Flexera (opens in a new tab) · <1%
- Strategic Software Vendor Management Solutions | Flexera (opens in a new tab) · <1%
- Strategic Software License Management & Cost Optimization | Flexera (opens in a new tab) · <1%
- FlexNet Manager Software License Optimization | Flexera (opens in a new tab) · <1%
- IBM License Management & ILMT Solutions | Flexera (opens in a new tab) · <1%
