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SOURCERY

Answer Engine Optimization

Make your brand the source AI answer engines cite — diagnose gaps, ship fixes, and measure lift with statistical rigor.

Who it's forMarketing · SEO · Brand · Growth Teams

Research and citation mapping for AI answer engine visibility

What it does

  1. Multi-engine probing
  2. Citation gap mapping
  3. On-site extractability fixes
  4. Off-site ambassador outreach

Built for

  1. Marketers
  2. SEO teams
  3. Agencies
  4. Founders

Value

  1. Share of Answer tracking
  2. Facts-vault accuracy
  3. Impact Ledger proof
  4. No black-hat tactics

How work changes

Same desk. Different first pass.

Traditional

Every page, every identifier, by hand.

  1. Out

    Guess at AI visibility

  2. Out

    Manual spot-checks

  3. Out

    Ad-hoc page edits

  4. Out

    No competitor map

  5. Out

    Can't prove lift

  6. Out

    Repeat

SOURCERY

The model takes the first pass. People take the exceptions.

  1. Out

    Brand facts vault + probe set

  2. Out

    Cartographer maps cited domains

  3. Out

    Surgeon + Ambassador fix pack

  4. Human

    Human approval queue

  5. Out

    Auditor vs control pages

  6. Out

    Impact Ledger + weekly brief

Invisible in AI answersCited, accurate, and measured

Used for

Brand visibility

Track Share of Answer across ChatGPT, Perplexity, Gemini, Claude, Copilot, and AI Overviews.

Content ops

Direct-answer blocks, schema, and comparison tables engineered for extraction.

Accuracy defense

Sentinel catches wrong pricing, features, or claims engines repeat — and drafts corrections.