Services CSA

Content designed to be read and extracted.

Pillar pages, entity hubs, and citation-ready long-form designed for dual consumption: humans who scan and read, language models that parse and extract. The same content that builds brand authority also feeds the AI answers your buyers see.

Most content fails machines. We fix that.

Content teams are trained to write for human readers. Short paragraphs, engaging hooks, narrative flow. But AI systems don't skim — they chunk, parse, and extract. The content that performs best in AI-cited answers is structured differently from content that wins on human engagement metrics.

CSA is the practice of designing content that satisfies both audiences simultaneously. Entity-first architecture. Extractable claim structure. Semantic consistency. We work with your team or run the production ourselves.

Dual-use
content architecture that serves humans and AI extractors simultaneously
Entity-first
information architecture that compounds across model updates
Full-stack
from strategy and architecture through production and publishing
What we deliver

Six capabilities. One outcome: content that gets cited.

01
Content Architecture Audit
We audit your existing content against AI extractability criteria: heading structure, claim density, entity mentions, semantic consistency, and passage-level completeness.
02
Pillar Page Strategy
Comprehensive pillar pages built for depth and extractability — the authoritative answer on your key topics, structured so models can confidently cite individual sections.
03
Entity Hub Design
Topic-level hub pages that build entity authority for your brand's key concepts — connecting related content and creating a machine-readable knowledge structure.
04
Citation-Ready Long-Form
Original research, definitive guides, and methodology essays designed to earn citations from both journalists and AI systems. The content the web points to.
05
Internal Linking for Machines
Strategic internal link architecture that helps crawlers and AI systems understand the relationship between your entities and pages.
06
Content Calendar for AI
An editorial calendar sequenced to build topic authority systematically — not content for content's sake, but a coordinated push on the topics that drive AI citation.
Platforms & surfaces

Where well-structured content wins.

ChatGPT & Claude
The models that synthesize long-form answers and cite sources for nuanced B2B and research queries.
Google AI Overviews
Extracts from indexed content. Pillar pages and well-structured answers win citation here.
Perplexity
Explicit URL attribution makes content quality visible — the right structure earns traceable citations.
Traditional Search
Entity-first content architecture performs well in both AI and organic ranking contexts simultaneously.
Get started

Ready to build content that gets cited?

We start with a Content Architecture Audit — a precise assessment of where your current content succeeds and fails against AI extractability criteria.