I want to get continuous structured data on emerging automation and AI/ML technology adoption, vendor capabilities, and implementation case studies from technology industry publications, competitor corporate blogs, and enterprise solution provider websites.
A shared demo template. Read-only preview of what would be monitored in a real pilot.
Pilot Configuration
Pilot Phase (Scoped Evaluation)
Up to 12 weeksTypical scope: multi-country, weekly updates, multiple categories
- Real data from real sources
- Live dashboards or export feeds
- Validate scope, refresh cadence, quality
- Fixed price, no ongoing commitment
Most teams start here to validate fit before expanding.
Now, schedule a short call below to confirm scope and start the pilot, or build something new.
or email us at paul@jsonify.co
Data sources are the websites and apps where information will be collected from. These can be changed or expanded at any time. This is turned into data rows.
| id | Source | Title | Vendor | CapabilitySummary | UseCase | Pricing | Deployment | Status | LastUpdated | ||
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 |
|
Generative AI Platforms Market Guide | AcmeAI | Pretrained LLM, fine-tuning, enterprise data connectors | Automated code generation, knowledge base summarization | Contact vendor | SaaS/private cloud | Published | Jan 31, 2026 | ||
| 2 |
|
AI Ops Adoption Trends 2026 | Opsense | Event correlation, root-cause analysis, anomaly detection | Incident reduction, MTTR improvement | $2,500/mo for 50 hosts | SaaS | Research report (paid) | Jan 30, 2026 | ||
| 3 |
|
Edge ML for Manufacturing: Buyer Priorities | FactoryVision | On-device inference, model drift monitoring | Predictive maintenance, quality inspection | $45,000 one-time + $8k/yr support | Edge appliance | Market forecast | Jan 29, 2026 | ||
| 4 |
|
Startup Raises $120M to Automate Data Labeling | LabelFlow | Semi-supervised labeling, active learning, human-in-loop | Accelerate model training | $0.12/label (est.) | Cloud | News | Jan 31, 2026 | ||
| 5 |
|
Top 10 RPA Vendors for 2026 | RoboWorks | Attended/unattended bots, computer vision, process mining | Invoice processing, HR onboarding | From $60/user/month | Cloud/On-prem | Review | Jan 30, 2026 | ||
| 6 |
|
Enterprises Slash Costs Using AI-Powered Ops | CloudOps Pro | Cost anomaly detection, rightsizing recommendations | Cloud spend optimization | Tiered; starts $500/month | SaaS | Feature article | Jan 31, 2026 | ||
| 7 |
|
Scaling ML in the Enterprise Playbook | N/A | Model governance, MLOps pipeline templates, change management | Production ML scale-up | Consulting: $250k engagement (typical) | Consulting/On-prem guidance | Whitepaper | Jan 29, 2026 | ||
| 8 |
|
AI Value at Scale: Case Studies 2025-26 | GlobalBank (client case) | Personalized offers, risk scoring with hybrid models | Revenue uplift, fraud reduction | Not disclosed | Hybrid cloud | Case study | Jan 28, 2026 | ||
| 9 |
|
WatsonX Updates: ModelOps Enhancements | IBM WatsonX | Automated model lineage, bias detection modules | Regulated ML deployments | Subscription from $3,500/month | IBM Cloud/On-prem | Product update | Jan 31, 2026 | ||
| 10 |
|
Generative AI in Customer Service — ROI Framework | Accenture Applied Intelligence | LLM-driven agent assist, automated transcripts | Contact center deflection, cost savings | Consulting-based pricing | Hybrid | Industry report | Jan 30, 2026 | ||
| 11 |
|
Amazon Bedrock Feature Release | AWS Bedrock | New retrieval-augmented generation connectors, cost controls | Enterprise knowledge retrieval, summarization | Pay-as-you-go (model-specific) | AWS Cloud | Product announcement | Jan 31, 2026 | ||
| 12 |
|
Vertex AI: New Private Fleet Serving | Google Vertex AI | Low-latency model serving, private VPC support | Real-time personalization | $0.12/CPU-hour + model fees | GCP | Release notes | Jan 30, 2026 | ||
| 13 |
|
AI-Powered Dev Tools See Surge in Adoption | CodeMate | Contextual code suggestions, security linting | Developer productivity, vulnerability reduction | $15/user/month | SaaS | News analysis | Jan 29, 2026 | ||
| 14 |
|
Enterprise Search Moves to Vectorization | SearchVector | Semantic search, relevance tuning, multimodal support | Internal knowledge search, customer support | $3,000/yr for mid-market | Cloud | Product review | Jan 31, 2026 | ||
| 15 |
|
Hype Cycle: Autonomous Systems 2026 | Various | Levels: experimentation to mainstream for autonomous orchestration | Supply chain automation, self-healing networks | Varies | Hybrid | Hype Cycle report | Jan 28, 2026 | ||
| 16 |
|
Vendor Landscape: MLOps Platforms | PipelineIQ | CI/CD for models, dataset versioning, drift alerts | Reduce model rollback incidents | $1,200/month base | SaaS/On-prem | Vendor evaluation | Jan 30, 2026 | ||
| 17 |
|
Generative AI Infrastructure Spend Forecast | N/A | GPU clusters, inference appliances, storage growth projections | Capacity planning | Forecast: $18B market in 2026 | Data center/Cloud | Market forecast | Jan 27, 2026 | ||
| 18 |
|
How Retailers Use ML to Optimize Pricing | PriceOpt | Dynamic pricing engine, competitor scraping, elasticity models | Margin improvement, real-time promotions | Starting $2,000/month | SaaS | Business feature | Jan 31, 2026 | ||
| 19 |
|
Responsible AI Toolkit Release | Deloitte AI Studio | Model risk assessment templates, bias mitigation playbooks | Compliance, fair lending | Toolkit: $9,500 license | Consulting + SaaS | Toolkit launch | Jan 30, 2026 | ||
| 20 |
|
Automation in Finance: Top Use Cases | N/A | Robotic process automation + LLMs for reconciliations | Back-office cost reduction | Example ROI: payback <12 months | Hybrid | Report | Jan 29, 2026 | ||
| 21 |
|
Security Enhancements for AI Workloads | IBM Security | Encrypted serving, confidential computing integrations | Protect sensitive models/data | Security add-on from $1,000/month | Cloud/On-prem | Product brief | Jan 31, 2026 | ||
| 22 |
|
Case Study: LLMs in Claims Processing | LargeInsure Co. | Automated claim triage, document extraction accuracy 92% | Claims throughput increase 35% | Implementation: $1.2M | Private cloud | Case study | Jan 28, 2026 | ||
| 23 |
|
SageMaker Updates: Managed Feature Store | Amazon SageMaker | Feature lineage, online store low-latency reads | Real-time fraud detection | $0.10/GB-month | AWS | Feature update | Jan 30, 2026 | ||
| 24 |
|
Duet AI for Enterprise: New Compliance Controls | Google Cloud Duet | Data redaction, audit trails for prompts | Regulated industries using LLMs | Enterprise plans available | GCP | Product update | Jan 31, 2026 | ||
| 25 |
|
Acquisition: Major Cloud Provider Buys MLOps Startup | ModelFlow | Integrated pipeline orchestration, experiment tracking | Faster model deployment | N/A (acquisition) | Integrated into cloud provider | M&A news | Jan 29, 2026 | ||
| 26 |
|
How SMBs Can Start with AI: Tools & Costs | SMB-AI Pack | Pretrained models, low-code automations, templates | Customer chatbots, invoice OCR | Starter: $199/month | SaaS | How-to guide | Jan 31, 2026 | ||
| 27 |
|
DataOps Maturity Model 2026 | N/A | Governance, automation, lineage metrics | Improve data quality for ML | Report: $4995 | Advisory | Research | Jan 27, 2026 | ||
| 28 |
|
Cloud Providers’ AI Service Comparison | AWS/Google/Microsoft | Latency, model catalog size, compliance features compared | Cloud selection for AI workloads | Comparative matrix included | Cloud | Benchmark study | Jan 30, 2026 | ||
| 29 |
|
Enterprise CIOs Prioritize AI Ethics Policies | N/A | Governance councils, vendor vetting process, auditability | Risk mitigation | Not applicable | Org-level | Interview feature | Jan 28, 2026 | ||
| Looking for more? Great news − this is just a small sample. Jsonify production workflows process anywhere from tens of thousands to millions of real data rows per run! | |||||||||||
Filters
Total AI/ML Articles Published
Implementation Case Studies by Industry
Growth of AI/ML Startups (2021-2026)
Current Automation Adoption Rate (%)
Most Discussed AI/ML Topics in Blogs
Key Observations on AI/ML Adoption
Trends in AI Technology Adoption Over Time
Latest Vendor Capabilities Updates
| Source | Vendor | Capability | Implementation Date |
|---|---|---|---|
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TechCorp | AI-Powered Chatbot | 2026-01-15 |
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AutoML Solutions | Automated Machine Learning Tools | 2026-01-22 |
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DataVision | Predictive Analytics Platform | 2026-01-10 |
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CloudTech | AI-Driven Cloud Services | 2026-01-30 |
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InnovateAI | Robotic Process Automation | 2026-01-25 |
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SmartOps | Natural Language Processing Engine | 2026-01-12 |
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AI Dynamics | AI Governance Solutions | 2026-01-18 |
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NextGen AI | Augmented Analytics | 2026-01-28 |
Source Distribution of Automation Articles
Top 5 Vendors by Capability Rating
Recent Implementation Case Studies
| Source | Technology | Industry | Case Study Link | Date |
|---|---|---|---|---|
|
|
Robotic Process Automation | Finance |
|
2026-01-15 |
|
|
AI-Powered Customer Service | Retail |
|
2026-01-18 |
|
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Machine Learning for Predictive Analytics | Healthcare |
|
2026-01-20 |
|
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Natural Language Processing | Telecommunications |
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2026-01-25 |
|
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AI-Driven Supply Chain Optimization | Manufacturing |
|
2026-01-28 |
|
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AI for Fraud Detection | Insurance |
|
2026-01-30 |
Emerging Technologies in Automation Over Time
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