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Crowdsourced from 298 LinkedIn comments · Oct 2026

Enterprise AI
solutions map

What practitioners and vendors recommended to the Head of AI at a 30,000-employee organization, across three challenges. Pick a challenge to filter. Claims are as stated by the commenters and have not been verified.

3 shown of 70

IBM watsonx Orchestrate + ContextForge

Product
#2 Orchestration#3 MCP

Orchestrate brings in agents built in Azure AI Foundry and governs them in one place; Databricks agents connect over A2A. ContextForge is IBM's open-source MCP gateway with SSO, role-based access, guardrails and monitoring.

Suggested by an IBM Data & AI lead

CloudflareOS

Product
#1 Apps#2 Orchestration#3 MCP

Cloudflare's internal setup, with enterprise security at the center. Suggested by a user, not a seller.

Commenter uses it internally

Microsoft Agent 365

Existing platform
#2 Orchestration

Suggested as Microsoft's identity-first control plane for agents, which covers much of #2 in a Foundry environment.

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Approaches practitioners shared

Advice that isn’t tied to a product.

Govern the data and the rules, not each app

Control access at the source so an app only sees what its builder can see. When an app graduates, the role that owns the process owns it. Govern what it encodes and the checks it must pass.

Tie ownership to blast radius

Once an app acts or others depend on it, give it a named owner and a backup, and move it to a scoped service identity. Add scheduled known-answer checks for correctness.

8 more approaches with the full map ↑