Notes on agent users,from real production journeys.

Fresh notes from
Real agent journeys.

Human search results compared with an AI agent selecting software from documentation, schemas, APIs, and MCP tools
Agent usersSep 11 · 5 min

From SEO to Agent Discoverability: How Software Gets Chosen Now

Ranking wins a human click. Agent discoverability is whether a tool can be understood and invoked. Visibility is not the same as being choosable.

Vivek Mittal
Evolution from sales-led and product-led growth to agent-led growth across documentation, authentication, APIs, and MCP
AI AgentsSep 9 · 6 min

The Rise of Agent-Led Growth: What Every GTM Leader Needs to Know Now

Agent-led growth is a GTM motion: software, not a person, now does discovery, evaluation, and the first transaction. What changed is who does the work.

Vivek Mittal
A clear AI agent workflow contrasted with an ambiguous path that branches into retries and failed tasks
AI AgentsSep 9 · 6 min

Agents Don't Need Fewer Clicks. They Need Less Ambiguity.

A long, explicit path beats one vague sentence. Fewer clicks is a human UX goal. Ambiguity is what stops an agent.

Vivek Mittal
Cutaway of the agent economy showing documentation, authentication, APIs, MCP, and a GrowthOS task measurement layer
Agent usersSep 7 · 6 min

GrowthOS and the Infrastructure Layer Beneath the Agent Economy

Visible agent activity sits on hidden rails: docs, auth, APIs, and MCP. The cutaway is what existing analytics never reconstructs.

Vivek Mittal
AI agent silently abandoning a task across documentation, authentication, APIs, and MCP while analytics dashboards show normal activity
Agent usersSep 7 · 6 min

AI Agents Fail Silently and Most Businesses Never Find Out

Dashboards can look healthy while an agent abandons the job. Here's what silent failure looks like when logs stay green.

Vivek Mittal
Traditional human analytics missing an AI agent journey across documentation, authentication, APIs, and MCP
Agent usersSep 7 · 6 min

Human Analytics Was Never Built for What's Coming

Sessions, pageviews, and users assume a person in a browser. Agent Task Completion Rate measures whether the job finished.

Vivek Mittal

Field notes on agent users, every other week.

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