Building a Semantic SEO Strategy for SaaS

A semantic SEO overhaul mapped ontology, entities, and passage-level structure — earning citations across ChatGPT, Perplexity, and Google AI Overviews.

A scale-up AI SaaS operating in the AI observability SaaS space.

• Become the default source LLMs cite for the product category.
• Rebuild content around entities, not keywords.
• Instrument citation tracking across major AI surfaces.

The team had inconsistent execution across channels, no shared dashboard, and no repeatable framework for prioritizing investment.

• No documented ICP or JTBD anchored to marketing programs.
• KPIs tracked in isolation, not tied to revenue outcomes.
• Tool sprawl with 4+ overlapping platforms and no single source of truth.
• Content and paid teams operating on separate roadmaps.

• Wrote an internal ontology with locked definitions and entity relationships.
• Rewrote 40 core pages with entity-first structure and passage-level answers.
• Introduced schema markup at the entity level, not just page level.
• Built weekly LLM citation monitoring across 5 major AI surfaces.

1. 1

   Discovery & Audit

   Weeks 1–2

   Baseline every metric that matters.

   • Current-state audit
   • ICP + JTBD document
   • KPI tree
2. 2

   Strategy & Planning

   Weeks 3–4

   Define bets, sequence, and ownership.

   • Quarterly roadmap
   • Framework selection
   • Executive review deck
3. 3

   Implementation

   Weeks 5–12

   Ship the work in weekly cycles.

   • Campaigns live
   • Dashboards deployed
   • SOPs documented
4. 4

   Measurement & Iteration

   Weeks 13+

   Compound gains with weekly review.

   • Weekly readouts
   • Experiment log
   • Next-quarter plan

• Kicked off with a 5-day baseline sprint to map current state and quick wins.
• Locked scope for the first 90 days to prevent context switching.
• Ran a weekly 45-minute execution review — decisions only, no status updates.
• Stood up a live dashboard as the single source of truth for the leadership team.

• LLMs cite the source with the clearest, most structured definition — not the highest ranker.
• Passage-level structure (short, self-contained paragraphs) is the new competitive moat.
• Citation tracking is a first-class metric — it deserves a dashboard, not a spreadsheet.

• Skipping the audit phase to 'move faster' — teams later rebuild the same work.
• Confusing activity metrics with outcome metrics in weekly reviews.
• Running too many experiments in parallel to reach statistical clarity.

• Anchor every quarter to one primary outcome metric — everything else is a leading indicator.
• Run a monthly framework review — retire what isn't producing decisions.
• Give one owner accountability per workstream — shared ownership stalls output.

• Document ICP and JTBD before writing any brief.
• Publish a single KPI tree tied to revenue.
• Ship the dashboard before the first campaign.
• Run a weekly 45-min decision review with the DRIs.
• Retrospect every 30 days; adjust bets accordingly.

• Site's Connected Growth System framework
• SaaS SEO Roadmap Template
• CAC & LTV Calculator
• Marketing Maturity Assessment