Topic Cluster
AI Platforms
Enterprise AI is shifting from buying tools to building platforms. Gartner 2026 The Architect theme focuses on AI-native dev platforms and AI supercomputing. Palantir's four-layer architecture defines the enterprise AI OS paradigm. This topic analyzes platform architecture, competitive landscape, and selection strategy.
22 articles
Vendor exit: Character.ai leaves your agent logs
Character.ai’s Chapter 11 stalking-horse bid is $20M for a non-exclusive IP licence. Run records stay out of the deal: an exit returns what you hold.
What you rebuild when you switch agent platforms
3 platform launches in one week exposed the same gap: switching runtimes loses task state, artifact lineage and connector credentials. Rebuild before signing.
Nvidia makes agent containment a platform default
Nvidia's OpenShell and Sentry make out-of-band enforcement a platform default. 4 policy domains decide what a buyer can verify later.
Per-model retention, tenant-level approval
Cowork's picker is per-task, but retention and model controls stay tenant-wide: a 20-person enablement is impossible. The approval unit is the gap.
Open-weight model license: verify, don't assume
Qwen-Image-2.1 switched from Apache 2.0 to non-commercial; a mirror re-hosts 669k HF models. Diligence open weights per version, for rights and uptime.
Buy runtime evidence, not control planes
WSO2 Agent Manager GA (Sep 15): control planes are now a commodity. Vendor evals stay in-stack self-report; the scarce layer is independent runtime evidence.
MCP's enterprise gate is auth, not the protocol
MCP's EMA (Jul 2026) moves connection auth into the IdP — not action auth. 100-server test: median 71% pass, worst 47%. Two control planes: build two gates.
OpenAI Agents API makes the harness a commodity
OpenAI turned its Codex harness into a managed API at no extra fee. When the vendor runs the loop, the boundary is where value and risk live.
Agents become app features: 40% embedded by 2026
Gartner: 40% of enterprise apps embed task-specific agents by end-2026 (<5% in 2025); ~80% embed, 31% operate. Embedding is easy, operating is hard.
Agent memory is now a product category
Writer's Enterprise Brain made governed agent memory a product category. Generation one answers who may read — not who audits what agents write back.
Bundled governance: Salesforce’s AI control plane
Salesforce's AI Control Plane spans Salesforce + third-party agents (vendor-reported). Our take: bundled governance is not independent evidence.
Experian Agent OS: risk decisioning for enterprise workflows
Experian's Agent OS exposes risk, identity and decisioning as enterprise agents; ServiceNow is the first partner. Regulated decisions stay human-in-the-loop.
Boomi's Agent Control Plane: enforcement in the path
Boomi's Agent Control Plane governs agent access to core systems: identity, rate limits, human approval, token FinOps. 86% are past pilots; 34% trust agents.
Claudeforce: enterprise harness as the agent trust boundary
Claudeforce puts Claude's reasoning inside the enterprise harness: agent actions route through Salesforce, enforcing business rules at the action layer.
Gemini for Financial Services: Agents in the Deal Flow
Google brings governed agentic AI to capital markets: a Financial Research agent with 50+ skills, secure MCP connectors, and verifiable grounding — preview now.
Agent Observability: Four Pillars of Audit and Compliance
When agents act, observability becomes audit: traces, evals, retrieval logs, tool-call audits. OpenTelemetry GenAI reconstructs what an agent did and why.
AI Agent Observability: 2026 Production Bottleneck
AI agent observability is the critical bottleneck for enterprise deployments. Trace every step, evaluate quality, control costs.
Enterprise AI Market Reaches $114.87B in 2026
Mordor Intelligence reports the global enterprise AI market at $114.87B in 2026, growing at 18.91% CAGR to $273.08B by 2031.
$725B AI Capex, Chinese Models at 46% Enterprise Token Share
Four hyperscalers plan $695-725B capex in 2026 (77% YoY increase). US-China model gap narrows to 2.7%.
Gartner: AI Platforms Market to Grow 63% in 2026
Gartner forecasts worldwide AI platforms and models market to reach $64B in 2026, growing 63.4%. Domain-specific language models (DSLMs) surge 210%.
Beyond the Gartner MQ
Gartner's first AI Governance MQ lists 13 vendors — none governs the agent runtime: what agents access, which tools they invoke. That gap is the next category.
Platform-Locked Governance Isn't Governance
Microsoft Agent 365 offers built-in governance. But platform-locked governance isn't independent governance.