Articles
Guides and comparisons on agent-led growth and AI visibility.
How Voice AI Companies Can Rank Higher in Coding Agents
Own one voice job, get into the Pipecat and LiveKit quickstarts, and clear the phone, audio and credential gates agents hit. With October 2026 Devtool Arena scores.
Jun Liang Lee ·
Best Coding Agent Visibility Tools in 2026
Lightsage ranks first, tracking 12 coding agents. Agent Discoverability, Amplifying, Known Agents, Mintlify, Profound and Ahrefs compared, October 2026.
Jun Liang Lee ·
How to Write Prompts to Track for Devtool Companies
Eight steps to a prompt set that shows whether AI agents recommend your devtool: buyer slots, six sentence types, realism scoring and a stack per prompt.
Jun Liang Lee ·
Top Tools for Agent-Led Growth (ALG) in 2026
The best agent-led growth tools for developer tools in 2026: Lightsage for the whole agent journey, plus eight tools for docs, setup, auth, and traffic.
Jun Liang Lee ·
Agent-Led Growth for APIs, CLIs, and MCP Servers: What Differs by Interface
Follow one Stripe task through its API, CLI, and MCP server to see where coding agents spend effort on each interface, and what to check on yours.
Jun Liang Lee ·
Agent-Led Growth vs Product-Led Growth: A Real AgentMail Example
Follow a real AgentMail run to understand what changes when a customer delegates product use to an agent—and how that fits alongside product-led growth.
Jun Liang Lee ·
How to Build an Agent-Led Growth Strategy
Start with a real customer task, find where agents struggle to discover or use your product, and test whether your changes help customers reach value.
Jun Liang Lee ·
Agent-Led Growth Metrics: What to Track and Why
Understand eight agent-led growth metrics, how to measure them, and which decisions they help you make—from recommendations to successful use and customer adoption.
Jun Liang Lee ·