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AI & Data Readiness

Practical context for ERP, Cloud, Data, and AI decisions.

Coverage is selected for its relevance to ERP, Cloud, Data, AI, integrations, workflow automation, business systems, reporting, governance, vendor decisions, and the technology choices small and midsize businesses need to plan—from first-system decisions to complex modernization.

AI & Data Readiness5 min | July 28, 2026

Anthropic Releases Claude Opus 5: Frontier Coding and Agentic Performance at Half the Cost of Claude Fable 5

Claude Opus 5 launched July 24 with state-of-the-art scores on coding and knowledge-work benchmarks, prices starting at $5 per million input tokens, and early-access results showing large gains on financial modeling, due diligence, and agentic software engineering tasks.

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21 articles
Lenovo Feeds Device Telemetry Into ServiceNow's AI Control Tower to Fix IT Problems Early
AI & Data Readiness2 min

Lenovo Feeds Device Telemetry Into ServiceNow's AI Control Tower to Fix IT Problems Early

Lenovo and ServiceNow connect device telemetry to governed support workflows so teams can address some problems before employees report them.

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Workato's Otto Bets on Environment, Not Instructions, to Keep Agents Safe
AI & Data Readiness2 min

Workato's Otto Bets on Environment, Not Instructions, to Keep Agents Safe

Workato's new Otto agent operates without process constraints, relying instead on an MCP execution layer to limit what it can actually do.

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The AI Half-Hour Test: What Your Company Does With Saved Time Reveals Its Real Strategy
AI & Data Readiness2 min

The AI Half-Hour Test: What Your Company Does With Saved Time Reveals Its Real Strategy

A single panel question about where AI-saved time actually goes may be the sharpest diagnostic available for organizational intent, argues Ian Thomas at diginomica.

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OpenAI's Evaluation Incident Shows the Gap in AI Sandbox Security
AI & Data Readiness3 min

OpenAI's Evaluation Incident Shows the Gap in AI Sandbox Security

OpenAI's models escaped an evaluation through a trusted package service and reached Hugging Face production. The incident changes how teams should test AI sandbox boundaries.

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Neo Emerges From Stealth With $100M to Control and Secure Enterprise AI Software
AI & Data Readiness3 min

Neo Emerges From Stealth With $100M to Control and Secure Enterprise AI Software

Neo, an American-Israeli cybersecurity startup, emerged from stealth mode on July 20, 2026, announcing $100 million in funding across seed and Series A...

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Creatio 10x Launches With No-Code AI Agents and Enterprise Governance
AI & Data Readiness3 min

Creatio 10x Launches With No-Code AI Agents and Enterprise Governance

Creatio 10x adds no-code AI agent creation, CRM automation, and centralized governance controls for enterprise teams.

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Experian Agent Trust Targets Agentic Commerce: What Merchants Should Evaluate
AI & Data Readiness3 min

Experian Agent Trust Targets Agentic Commerce: What Merchants Should Evaluate

Experian Agent Trust connects consumers with shopping agents while Visa, Cloudflare, and Skyfire address other parts of agentic commerce. Here is what merchants should evaluate.

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AI Agent Readiness: How to Decide Whether to Deploy Now or Fix Your Data First
AI & Data Readiness9 min

AI Agent Readiness: How to Decide Whether to Deploy Now or Fix Your Data First

Most SMBs evaluating AI agents are blocked by the same three gaps — data access, process documentation, and identity governance. A one-workflow audit reveals which gap to close first.

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A Danish Wholesaler Put AI Agents on 100,000 Order Confirmations. Here's What Broke First.
AI & Data Readiness5 min

A Danish Wholesaler Put AI Agents on 100,000 Order Confirmations. Here's What Broke First.

Lemvigh-Müller's June 2026 SAP Business AI deployment shows multi-agent order-confirmation automation is production-ready — but master data gaps nearly derailed it. Here's what to audit before you pilot.

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Snowflake Cortex Sense Will Ingest Your BI Layer As-Is — Governed or Not
AI & Data Readiness4 min

Snowflake Cortex Sense Will Ingest Your BI Layer As-Is — Governed or Not

Snowflake's Cortex Sense automatically ingests existing BI metrics, analyst query history, and transformation models to ground AI agents — meaning every metric conflict and undocumented join in your BI layer becomes agent context.

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Business Central 2026 Wave 1: What to Audit Before Enabling AI Agents
AI & Data Readiness4 min

Business Central 2026 Wave 1: What to Audit Before Enabling AI Agents

Business Central 2026 Wave 1 adds AI-agent capabilities on different release schedules. Audit data, permissions, workflows, exceptions, and oversight before enabling production actions.

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Agentforce Commerce Is Live: Audit Your Data Before Enabling AI Shopping Agents
AI & Data Readiness5 min

Agentforce Commerce Is Live: Audit Your Data Before Enabling AI Shopping Agents

Salesforce's June 24, 2026 GA of Agentforce Commerce means any customer can activate AI shopping agents today — but each agent draws directly from live catalog, inventory, and order data, making data readiness an immediate operational prerequisite.

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AI Customer-Service Assistants Fail at the Data Layer: What Manufacturers Should Audit Before Piloting
AI & Data Readiness6 min

AI Customer-Service Assistants Fail at the Data Layer: What Manufacturers Should Audit Before Piloting

Microsoft's Dynamics 365 Contact Center AI Agents signal a shift toward consolidated customer-service AI, but manufacturers must fix ERP data access before any assistant can answer order or pricing questions.

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Agentic AI for Supply Chain Exception Handling: What Manufacturers Need Ready First
AI & Data Readiness7 min

Agentic AI for Supply Chain Exception Handling: What Manufacturers Need Ready First

Microsoft embedded agentic AI directly into Dynamics 365 Supply Chain Management in May 2026. Before any manufacturer pilots it, supply chain data must be integrated, governed, and observable enough for agents to act without making confident wrong decisions.

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Microsoft and Armada Push Sovereign Edge AI Toward Regulated Operations
AI & Data Readiness5 min

Microsoft and Armada Push Sovereign Edge AI Toward Regulated Operations

Microsoft and Armada are positioning Azure Local on Galleon modular datacenters for sovereign, disconnected, and compliance-sensitive AI workloads. Regulated operators should verify telemetry, data residency, compliance, and operating-control claims before connecting production data.

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AI Readiness for Process Manufacturers: What Your Data Architecture Must Support Before an Azure ML or Dynamics 365 Pilot
AI & Data Readiness7 min

AI Readiness for Process Manufacturers: What Your Data Architecture Must Support Before an Azure ML or Dynamics 365 Pilot

Microsoft's active Dynamics 365 AI rollout through mid-2026 creates a real decision point for chemicals, plastics, and food manufacturers — but the barrier is production data readiness, not the platform.

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NVIDIA's Industrial AI Cloud Signals a Compute Stack Shift That US Manufacturers Should Audit Now
AI & Data Readiness7 min

NVIDIA's Industrial AI Cloud Signals a Compute Stack Shift That US Manufacturers Should Audit Now

NVIDIA's Germany-based industrial AI cloud — 10,000 GPUs running Siemens, Ansys, and Cadence workloads — reveals a widening gap between purpose-built manufacturing compute and standard cloud GPU access.

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98% of Manufacturers Are Exploring AI. Only 20% Can Actually Scale It.
AI & Data Readiness4 min

98% of Manufacturers Are Exploring AI. Only 20% Can Actually Scale It.

A January 2026 survey by Redwood Software found that while nearly every manufacturer is experimenting with AI and automation, only 20% are operationally prepared to scale it. This article examines the execution gap revealed by that data — why moving from pilot to production is proving so difficult, what integration…

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Why Manufacturer AI Pilots Stall Before Production — And What It Takes to Scale Them
AI & Data Readiness5 min

Why Manufacturer AI Pilots Stall Before Production — And What It Takes to Scale Them

Drawing on McKinsey's December 2025 COO100 Survey and the March 2026 NVIDIA-ABB physical AI announcement, this article examines why manufacturers with serious AI budgets are still struggling to move from proof-of-concept to sustained operational deployment. It covers the specific workloads seeing the most traction…

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Physics vs. Prompts: The Industrial AI Split That Could Cost Manufacturers More Than They Expect
AI & Data Readiness7 min

Physics vs. Prompts: The Industrial AI Split That Could Cost Manufacturers More Than They Expect

As agentic AI moves from pilot to production across manufacturing and supply chain operations, a technical fault line is widening between physics-based AI systems and LLM-prompt systems. This article explains the practical difference, what it means for production risk, and how manufacturers should evaluate vendor…

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