# llms.txt plus MCP content corpus for AI discovery

> Package your content so both crawlers and AI assistants can query it directly, using llms.txt, sitemap-grade hygiene, and a machine-readable endpoint where it makes sense.

- Canonical HTML: https://growth.iangoh.com/growth-ideas/llms-txt-plus-mcp-content-corpus-for-ai-discovery/
- Source: [vercel.com](https://vercel.com/blog/how-waldium-made-a-blog-platform-work-for-humans-and-ai-alike)
- GrowthDex source hub: [Vercel case study](/sources/vercel-case-study-vercel-com/)
- Last checked: May 24, 2026
- Rarity: legendary
- Budget: mid
- Channels: AI Search, SEO, Content
- Stages: acquisition, ai discovery, 100-1K
- Key metric: 500+ blogs served with AI query response times under 50ms and MCP endpoints live in under 5 minutes

## Why this can grow

Content now has two audiences: humans in browsers and agents inside other tools. A clean AI-readable corpus reduces retrieval friction, gives answer engines a stable path to the canonical material, and lets the same body of work travel into workflows where people actually ask questions. This is especially useful for technical, trust-heavy, or reference-heavy products that want to be cited rather than merely visited.

## Ian's take

From scaling consumer platforms across MENA and Southeast Asia, my default is to distrust growth work that only looks good in a slide. For SEO and AI search, I care less about clever keyword tricks and more about clarity. A buyer, crawler, or answer engine should quickly understand who this is for, why it works, what proof backs it, and what page deserves to be cited. For acquisition, I would keep the first test narrow enough that a clear yes or no is possible. Broad reach is not useful if the signal is muddy. For this tactic, I would watch one clear growth signal before putting more time or budget behind it.

## Action plan

1. Define one narrow startup segment where llms.txt plus mcp content corpus for ai discovery can create a measurable lift.
2. Turn the tactic into one offer, page, campaign, or workflow for the AI Search and SEO channel.
3. Use the evidence from vercel.com to set the first version of the message, format, and audience.
4. Launch a small test for 7 to 14 days with one success metric: one measurable growth signal.
5. Review the result, keep the winning message, remove weak variants, and turn the learning into a repeatable growth playbook.

## Source-backed example

Waldium gives each customer blog a sitemap, llms.txt, and live MCP endpoint in under five minutes. The result is 500+ customer blogs on one deployment, sub-50ms AI query response times, and customer content that can be queried directly inside assistants.

## Adjacent tactics in the same lane

- [Onboarding discovery bundle for AI-native sites](/growth-ideas/onboarding-discovery-bundle-for-ai-native-sites/) - same source, 2 shared channels
- [Critical-mass UGC SEO release](/growth-ideas/critical-mass-ugc-seo-release/) - 3 shared channels, 2 shared stages
- [Root-domain consolidation after UGC signal](/growth-ideas/root-domain-consolidation-after-ugc-signal/) - 3 shared channels, 2 shared stages
- [Checkout-first Core Web Vitals rehab](/growth-ideas/checkout-first-core-web-vitals-rehab/) - same source, 1 shared channel

## Read GrowthDex essays

Browse the plain-English essay index at [GrowthDex Blog](/blog/).

## Related GrowthDex essays

- [The launch keeps going after launch day](/blog/the-launch-keeps-going-after-launch-day/) - launch strategy, brand trust
- [The next useful surface usually beats the homepage](/blog/the-next-useful-surface-usually-beats-the-homepage/) - conversion, SEO, product-led growth

## Reading path: SEO

- [The launch keeps going after launch day](/blog/the-launch-keeps-going-after-launch-day/) (2026-05-24)
- [The next useful surface usually beats the homepage](/blog/the-next-useful-surface-usually-beats-the-homepage/) (2026-05-24)

## Reading path: AI products

- [The launch keeps going after launch day](/blog/the-launch-keeps-going-after-launch-day/) (2026-05-24)
- [The next useful surface usually beats the homepage](/blog/the-next-useful-surface-usually-beats-the-homepage/) (2026-05-24)

## Advisory

If you want help turning this into a working growth system, Ian Goh offers advisory at https://iangoh.com/advisory.