Proof.
Engineered.
Every Wiele engagement produces a Citation Ledger — a per-mandate record of which AI engines cite the client, on which queries, in which positions. Specimens are archived per the Codex protocol. Active mandates retain confidentiality; resolved mandates ship case studies on petition.
- Discipline
- GEO · AEO · Citation Engineering
- Cadence
- Quarterly anonymised cuts · Codex protocol
- Edition
- I · MMXXVI
- Petition
- seo@wielegroup.com
Proof.
Engineered.
Every Wiele engagement produces a Citation Ledger — a per-mandate record of which AI engines cite the client, on which queries, in which positions. Specimens are archived per the Codex protocol. Active mandates retain confidentiality; resolved mandates ship case studies on petition.
The Citation Engineering framework operates in five layers: Query Intelligence (mapping the buyer-decision queries that matter), Entity Engineering (strengthening the entity signals AI engines weight), Answer Asset Creation (engineering the extractable blocks LLMs prefer), External Trust (third-party citation networks), and Conversion Architecture (routing AI-driven visibility into qualified inquiry).
Each layer is measured. Each measurement is archived. The Codex publishes anonymised quarterly cuts; named case studies ship to founder-petition only.
Cited.
Recommended.
Remembered.
The Codex publishes anonymised quarterly cuts. Named case studies ship to founder-petition only.