Articles

Guides and comparisons on agent-led growth and AI visibility.

• [**What Are Agent Evals? API, CLI and MCP Evals for Developer Tools**
  Agent evals run real coding agents such as Claude Code and Codex on a real task with your API, CLI or MCP server, and judge whether the result works.
  
  Jun Liang Lee ·Oct 26, 2026](/content/resources/what-are-agent-evals/index.html)
• [**Top Prompts to Track for Search Companies**
  24 prompts a search API company should track in coding agents and ChatGPT, grouped by sentence type, with what to change when you lose each one.
  
  Jun Liang Lee ·Oct 25, 2026](/content/resources/top-prompts-to-track-for-search-companies/index.html)
• [**Profound Alternatives That Track Coding Agents**
  Three Profound alternatives that track coding agents such as Claude Code, Codex and Cursor, plus two partial options, with prices checked October 2026.
  
  Jun Liang Lee ·Oct 24, 2026](/content/resources/profound-alternatives-that-track-coding-agents/index.html)
• [**How to See If Coding Agents Pick a Competitor**
  Ask coding agents open and head-to-head questions across several agents, stacks and runs, then score first choices and read the reasons behind them.
  
  Jun Liang Lee ·Oct 23, 2026](/content/resources/how-to-see-if-coding-agents-pick-a-competitor/index.html)
• [**How to Rank Higher in Coding Agent Search**
  Own a task and stack, get into the docs agents read, make setup work without a human, and measure each agent. Five steps with commands and checks.
  
  Jun Liang Lee ·Oct 22, 2026](/content/resources/how-to-rank-higher-in-coding-agent-search/index.html)
• [**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 ·Oct 21, 2026](/content/resources/how-voice-ai-companies-can-rank-higher-in-coding-agents/index.html)
• [**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 ·Oct 20, 2026](/content/resources/best-coding-agent-visibility-tools/index.html)
• [**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 ·Oct 19, 2026](/content/resources/how-to-write-prompts-to-track-for-devtool-companies/index.html)
• [**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 ·Oct 17, 2026](/content/resources/best-agent-led-growth-platforms/index.html)
• [**Agent-Led Growth for APIs, CLIs, and MCP Servers Compared**
  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 ·Oct 16, 2026](/content/resources/agent-led-growth-api-cli-mcp/index.html)
• [**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 ·Oct 16, 2026](/content/resources/agent-led-growth-vs-product-led-growth/index.html)
• [**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 ·Oct 15, 2026](/content/resources/agent-led-growth-loop/index.html)
• [**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 ·Oct 15, 2026](/content/resources/agent-led-growth-metrics/index.html)