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Capability · Positioning Distiller

Positioning Distiller: the agent behind the Day-30 blueprint.

Productized agent that takes your discovery questionnaire + competitive scrape + on-site signals and produces the 12-section GEO blueprint. The engine inside the engagement.

What this is

The Positioning Distiller is the productization advantage that makes the engagement shape-fixed. The 30-day blueprint sprint that opens every engagement would otherwise take ~40 hours of senior strategist time to produce; the Distiller takes ~30 minutes of agent work plus ~4 hours of curator revision and produces a blueprint of equivalent depth.

The agent does not “write the blueprint”. It runs the deterministic 60% — templates, schema bundles, anchor variations, subpage templates, AI crawler audit, implementation checklist — as code, and frames the LLM-driven 40% (anchor ideation, content pyramid synthesis, competitive matrix, query map) for human review. The curator lifts the result from agent-good to operator-good.

How it works

Inputs

Six things the agent reads before producing the blueprint:

  1. Discovery questionnaire — your 36-question intake (the one you completed at /discovery).
  2. Competitive scrape — homepages of your three named competitors, their schema, their published positioning.
  3. On-site signals — your existing schema markup, robots.txt, sitemap, top-ranking pages from SEMrush.
  4. Voice samples — three published pieces from your team (blog post, podcast transcript, conference talk).
  5. Banned terms — words you explicitly do not want in your positioning (legal flags, banned brand decisions, etc.).
  6. Existing FAQ corpus — what your buyers actually ask.

Outputs

Six artifacts the agent produces, each fitting into the Adalo Blueprint v2.0 section structure:

  • Anchor candidates + rationale — three to four locked-style sentences, each with the 8-component decomposition; reviewer picks or remixes.
  • Components matrix — required terms × purpose × placement guidance.
  • Anchor variations by context — schema, blog intro, comparison, social, release, forum.
  • Content pyramid backlog — eight layers’ worth of cluster topics, prioritised against the query map.
  • Competitive matrix — three named competitors, their claim (scraped), our counter, the verifiable wedge per competitor.
  • Citation baseline — eight target queries run through Claude / ChatGPT / Perplexity / Gemini at engagement start; Month 0 row of the attribution dashboard.

Curator gates

Two human review gates before the blueprint is finalised. Gate 1 after anchor candidates: Abe reviews, picks one, edits if needed, locks. Gate 2 after content pyramid + competitive matrix: the senior content-ops curator stress-tests every claim, demands the underlying fact for every wedge, edits where the agent produced generic phrasing.

The gates are non-negotiable. Without them the blueprint reads agent-good; with them it reads operator-good.

What this means for the engagement

The Positioning Distiller is why we can run engagements at fixed shape. A boutique agency without productization either has to scope the Day-30 blueprint as bespoke (slow, expensive) or skip it (the rest of the engagement breaks). We get both — productized speed + operator quality — because the deterministic work is rendered as code and the LLM work is curator-gated.

For the human-led sprint that wraps the agent, see positioning. For the public methodology behind it, see the Blueprint.

FAQ

Questions buyers ask.

What is the Positioning Distiller?

A productized agent that runs every RevenueSpark engagement's Day-30 blueprint in roughly 30 minutes of agent work plus 4 hours of curator revision. Inputs: your completed discovery questionnaire, our competitive scrape, your on-site signals (schema, robots, sitemap). Outputs: anchor candidates with rationale, the 8-component matrix, schema bundle with @id threading, content pyramid backlog, target query map, citation baseline.

Is this generic AI content?

No. The agent is a thin orchestrator over targeted LLM calls — anchor ideation, content pyramid synthesis, competitive matrix generation — each with strict structured output and human review gates. The deterministic 60% of the blueprint (templates, schema bundles, AI-crawler audit, implementation checklist) is rendered, not generated. This is where the productization actually lives.

Can we run the Distiller without buying the engagement?

Not yet. The Distiller is the engine inside the engagement, not a standalone product. Standalone access is on the 2027 roadmap; today, the Day-30 blueprint is delivered as a deliverable inside the 6-month POC.

What does curator-gated mean?

Two human review gates by design. After the Distiller proposes anchor candidates (gate 1), Abe reviews and either picks or remixes. After it produces the content pyramid + competitive matrix (gate 2), the curator stress-tests every claim and edits. Without the gates the blueprint reads generic; with them, it reads James-quality.

Is the blueprint output ours?

Yes. Every artifact the Distiller produces ships into your engagement document with a written license assigning ownership to your company. If you do not renew at Month 6, the blueprint is yours to keep running.

Ready for a measurable Month-6 verdict?

Book a 30-minute discovery call. We'll run a live LLM citation test on your domain during the call.