# 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)