Cultivating the
Cognitive Frontier
Most content tools tell you what's trending globally. ALTRUIXM tells you what your site is missing — then writes the brief for it.
Find the topic space between your clusters — areas your readers need but you haven't written about yet.
Keys live in your Mac's system keychain. Content stays in your own Supabase project. Nothing leaves your machine.
Claude reviews the gap alongside your existing content and produces a structured brief: title, hook, outline, keywords, word count.
50 URLs scraped and ingested in 2–4 minutes. Clustering and gap analysis are near-instant.
Each module feeds the next. Start at Corpus and work through to Briefs — or use Semantic Search any time to verify what you already have.
Enter your base URL and article path prefix. ALTRUIXM discovers every matching URL via your sitemap, fetches each page, chunks the content and generates OpenAI embeddings into your Supabase database.
Start hereGroups content chunks by semantic similarity using k-means. Each cluster is a topic territory you already cover. The interactive map shows how your content is distributed — and where it thins out.
Visual overviewIdentifies the semantic space between cluster pairs that you don't currently cover. Each gap is scored by significance. High-scoring gaps are your best opportunities for new content.
Key insightSelect a gap and click Generate. Claude reviews it alongside your existing content and produces a structured brief: title, hook, full outline, keywords, and estimated word count.
Powered by ClaudeSearch your ingested corpus by meaning, not keywords. Useful for checking whether a topic is truly uncovered before commissioning new content, or for surfacing related existing articles.
Any timeGo to Corpus → enter your base URL and article path prefix → Full scrape → Run ingest. Your content is now embedded and stored in your Supabase database.
Go to Clusters → Run clustering → explore the semantic map to understand the topic territories your content already occupies.
Go to Gaps → Run gap analysis → review the scored list of underserved topics between your clusters.
Go to Briefs → pick a high-scoring gap → Generate. Claude produces a complete article brief in 15–30 seconds.
Review the brief, approve it, and pass it to your writer. Your content calendar just got a lot smarter.
Scraping and ingesting 50 URLs takes roughly 2–4 minutes depending on page size and your OpenAI rate limits. Clustering and gap analysis are near-instant. Brief generation via Claude typically takes 15–30 seconds.
Built on open, well-supported infrastructure. You own your data, you control your costs, and nothing goes through a proprietary pipeline.
API keys are stored encrypted in your Mac's system keychain. All content lives in your own Supabase project. ALTRUIXM never sees, stores, or transmits your data.
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