legendary · AI Search
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.
GrowthDex channel hub
AI visibility growth tactics.
Source-backed tactics for AI search visibility, citations, answer engines, and machine-readable discovery.
Explore the evidence
Filter the AI visibility playbook.
legendary · SEO
Critical-mass UGC SEO release
Wait until user-generated content is dense enough to create genuinely useful pages, then publish crawlable aggregates on the main domain with guardrails and sitemap support.
legendary · SEO
Source-dated technique dataset
Turn each tactic into a structured record with source URL, source name, last-found date, channel, stage, and budget metadata.
epic · SEO
Answer-first source citation pages
Write pages that answer the likely AI-search question first, then back the answer with source URLs, dates, and specific examples.
epic · SEO
Root-domain consolidation after UGC signal
Once a user-generated content surface proves useful, move it onto the main domain so search equity and product discovery compound in one place.
epic · AI Search
AI-agent auto-detected markdown fallback
Detect likely agent requests and return markdown automatically, even when the client does not explicitly ask for it.
epic · AI Search
Onboarding discovery bundle for AI-native sites
Provision every new content surface with its crawl files from day one: sitemap, llms.txt, robots.txt, and a machine-readable install or query endpoint.
epic · SEO
Citation cleanup and About page for branded SERP control
Audit your owned profiles, stale taglines, citations, and About page together so branded search and AI answers repeat the right facts about the company.
epic · AI Search
Explicit-denial FAQ for AI search rumor control
Publish an official FAQ that states what is false in plain language so answer engines have a first-party page to cite when rumors start circulating.
epic · AI Search
Glasp SEO Guard before AI-search rewrite queue
Protect pages with real Google clicks from bulk AI-search rewrites, and remove pages with no organic or AI demand from the queue.
epic · AI visibility
PostHog onboarding prompt capture for AI attribution
When a user says AI sent them, ask for the exact prompt in onboarding so the growth team learns from real buyer language instead of synthetic guesses.
epic · AI visibility
GEO earned media authority before owned thought leadership sprawl
Win relevant third-party citations before publishing another stack of self-referential thought-leadership pages.
epic · AI Search
Glasp AI-bot 404 logs as page demand map
Turn repeated AI-bot requests to missing URLs into a prioritized list of pages the corpus should actually create.
epic · AI Search
Glasp standalone TLDR answer before long page
Put a two-to-three-sentence standalone answer at the top of the page before the reader or model has to parse the full detail.
epic · AI Search
Discovery-gap Reddit and referring domains before GEO sidequest
Build the SEO and community proof layer before chasing standalone GEO wins, because discovery-style AI prompts still reward authority and community presence first.
epic · AI visibility
PostHog citable content chunks before monolithic SEO pages
Write pages in quotable chunks with direct answers, question-led headings, short paragraphs, and specific numbers before you chase giant SEO essays.
uncommon · AI visibility
GEO language-specific visibility checks before global copy rollup
Run per-language prompts and localized proof checks before assuming one English content system will travel cleanly into every market.
rare · AI visibility
GEO citation-ready claim evidence blocks before essay sprawl
Put the answer, evidence, and source cue in one tight block before expanding into a long brand essay.
rare · AI visibility
GEO niche comparison pages before big-brand head-term fight
Attack the narrow buyer problem and comparison query before trying to outrank big brands on the category homepage war.
rare · AI Search
Glasp one URL per video before AEO rewrite
Collapse duplicate video page URLs into one canonical page before asking AI search tools to learn from the corpus.
rare · AI Search
Glasp question title rewrite from bot demand
Rewrite high-interest page titles into clear question form so the page matches how AI search tools and users ask.
rare · AI Search
Ahrefs owned domain in top citations before AI copy refresh
Get your own domain into the top cited domains and pages before rewriting brand copy for AI, or the models will keep learning you from everyone else first.
rare · AI Search
Ahrefs competitor overlap before unique positioning refresh
Benchmark competitor mentions and co-citation overlap before rewriting your positioning, so you know which topics the models already reserve for someone else.
rare · Analytics
PostHog AEO reporting quilt before single-source certainty
Report AEO from a stitched set of sources such as referrer traffic, self-report, bot analytics, and prompt visibility instead of pretending one clean dashboard can settle it.
rare · Reddit
Hashmeta Reddit posts as Google and AI citation assets
Write Reddit answers as durable citation assets, because strong threads can rank in Google and feed AI answers even when your domain is weaker.
rare · AI Search
Glasp on-domain control before AEO multiple claim
Measure answer-engine work against an untreated on-domain control group before claiming an AEO lift from the platform tailwind.
rare · AI visibility
GEO engine-specific query panels before average AI score
Track ChatGPT, Perplexity, Gemini, and other engines separately before you flatten them into one comforting visibility number.
rare · AI Search
Ahrefs brand alias bundle before AI mention fragmentation
Track the parent brand, product names, and common variants as one entity before celebrating or panicking over scattered AI mentions.
rare · AI Search
Ahrefs platform-gap queue before all-model average
Split AI visibility by platform before averaging the report into one score, because the missing model is often the real repair queue.
uncommon · Local SEO
LocalSEO cross-platform NAP sync before AI map guesswork
Standardize name, address, phone, categories, and hours across map, directory, and assistant surfaces before treating AI local search as a prompting problem.
rare · SEO
PostHog owned-surface cleanup before off-domain AEO sidequests
Fix the pages you own before chasing Reddit threads, Wikipedia dreams, Medium cleanup, and every other AEO side quest.
rare · AI visibility
PostHog synthetic prompt reset when real user language disagrees
Throw away the prompt set and start over when synthetic tracking stops matching how real customers actually describe the product.
epic · AI Search
Ahrefs AI source gap across Reddit, YouTube, and search before more copy
Check whether AI citations are missing because the source layer is weak before writing more on-site copy.
rare · SEO
Ahrefs free tools, homepage, and product pages before AI blog sprawl
Treat the homepage, product pages, and utility tools as the first AI-discovery surfaces before assuming informational blog posts will carry the whole answer-engine job.
rare · SEO
AI SaaS persona-use-case pages before template multiplication
Cluster keywords by persona and use case before generating AI SaaS programmatic pages.
rare · AI visibility
PostHog private-mode three-prompt benchmark before AEO tool sprawl
Check ChatGPT, Claude, and Gemini in private mode with 3-5 plain buyer prompts before you disappear into dashboards, exports, and vendor demos.
uncommon · SEO
Reddit RevReclaim FAQ JSON-LD on every comparison page
Add a few specific FAQ answers and JSON-LD to every comparison page so search and AI engines can parse the decision.
rare · API docs
Fern API catalog before agent scrape guesswork
Expose a standards-based API catalog before expecting agents or API crawlers to reverse-engineer your docs from HTML and navigation chrome.
rare · AI Search
Ahrefs real-search prompt set before synthetic LLM scorecard
Build the AI visibility audit from real search-backed prompts before trusting a synthetic prompt list that flatters the team.
rare · AI Search
Ahrefs top cited pages report before homepage rewrite for AI
Audit the pages AI already cites before rewriting the homepage and hoping the new message changes what answer engines repeat.
rare · Documentation
Twilio docs .md mirror before HTML copy-paste support debt
Ship a Markdown mirror for every docs page before customers and AI tools start copying brittle HTML into prompts, notes, and support replies.
rare · AI Search
Ahrefs AI traffic landings before sitewide AEO rewrite
Track which landing pages already receive AI chatbot traffic before rewriting the whole site for AEO.
rare · Documentation
Twilio docs llms.txt seed before RAG scraper guesswork
Publish a curated `llms.txt` file for the docs corpus before agents start scraping random HTML paths, so AI retrieval begins from the pages you actually want reused.
rare · AI Search
Root skill.md for product capability discovery
Publish a root `/skill.md` that tells agents what your product can do, which inputs it needs, and which constraints matter instead of forcing them to infer capabilities from scattered docs.
rare · AI Search
Agent-skills index for multi-workflow products
If the product has several workflows, publish separate skill files plus a `/.well-known/agent-skills/index.json` manifest instead of forcing one giant capability blob.
rare · AI Search
Agent-skills manifest with sha256 integrity
Publish `/.well-known/agent-skills/index.json` with a digest for each skill so agents can verify they fetched the right instructions before they act on them.
uncommon · SEO
Fern custom robots policy before crawler ambiguity
Write an explicit `robots.txt` policy before assuming search engines and AI crawlers will interpret a default wildcard the way you meant.
uncommon · AI Search
Ahrefs AI visibility checker before static LLM rank slide
Run a cross-model AI visibility check before turning one cherry-picked chatbot answer into a strategy deck.
rare · Support
Team-only Help Center readable by AI
Keep a Help Center private to the team while still letting customer-facing AI use those articles as a support knowledge layer.
rare · SEO
Help center noindex during duplicate-content phase
Turn off help-center indexing when the same answers need to live elsewhere, so support content can still work in Messenger without splitting search authority.
rare · Chat
Visible AI agent status in chat
Show when an AI agent is actively handling the conversation so the customer knows which system is replying before the handoff gets blurry.
rare · SEO
Structured data as AI citation hints
Mark up core pages with schema so search engines and answer systems can tell whether they are looking at a site, article, dataset, or author page before they guess from layout.
rare · SEO
Experience-backed content moat
Attach first-hand operator evidence, examples, and constraints to every guide so the page reads like lived work rather than a polished summary of what everybody already knows.
rare · AI Search
Skill frontmatter with compatibility and tool constraints
Use `skill.md` frontmatter to tell agents which environment assumptions matter and which tools are allowed before they start making things up.
rare · AI Search
One-command skill install from docs URL
Teach users to install the product's skill straight from the docs URL with one command so discovery turns into first use while intent is still warm.
rare · Support
Support copilot grounded in docs, history, and roadmap
Draft support replies from the help center, past conversations, changelogs, and issue history so the first answer starts from company memory instead of whoever happens to be on shift.
rare · AI Search
AI chat weekly doc-gap report
Use AI support questions as a publishing queue by reviewing the weekly docs-gap report and updating the article that should have answered the question.
rare · SEO
Well-known llms aliases for agent compatibility
Serve `/.well-known/llms.txt` and `/.well-known/llms-full.txt` alongside the root files so agents that follow the well-known convention can discover your corpus without guessing.
rare · SEO
llms discovery headers on every page
Add `Link` and `X-Llms-Txt` headers to normal page responses so an agent can find your machine-readable corpus before it starts crawling blindly.
uncommon · AI Search
llms-full single-file context export
Publish an `llms-full.txt` file that bundles the important documentation corpus into one fetch for agents that work better with a single large context payload.
Operator context
Need to turn this research into a market move?