AI tác nhân
Các bài viết của Vanaxity về AI tác nhân, SEO, GEO và AEO.
HubSpot AEO at Unbound: What CRM-Native AI Search Means
At its Unbound conference on September 16, 2026, HubSpot tied answer engine optimization, ChatGPT Ads, and AI agents into its CRM through a shared layer it calls growth context, building on the HubSpot AEO product it launched in April, and while the company reports large gains from early customers, an independent analyst calls the release an evolution in better packaging, so the practical lesson for marketers is that CRM-native AEO is most valuable for linking AI search visibility to pipeline, and least reliable when a single visibility score is treated as proof of results.
Autonomous Marketing Agents: The Agentforce Operating Shift
Salesforce launched dedicated Agentforce marketing and commerce agents in August 2026 that create, execute, and optimize campaigns within marketer-set goals, budgets, and guardrails; the real shift is operational, marketers move from running campaigns to managing autonomous marketing agents, keeping the strategy and the limits while the agents handle throughput.
Headless 360: Salesforce as Infrastructure for AI Agents
Salesforce's Headless 360 expansion turns CRM clouds into MCP servers and 100-plus reusable Skills that authorized AI agents can discover and run, so marketing and sales agents can pull data and execute workflows without custom rebuilds, while permissions and governance still travel with each capability.
Multi-Agent Orchestration on a Shared S3 File Layer
Multi-agent marketing and sales pipelines slow down and get costly when agents pass state through expanding API payloads and token-bloated context windows; AWS's Amazon S3 Files offers a POSIX shared file layer where agents hand off work through isolated directories instead.