Dorian Vale

The full lecture body

Lecture library

This section gathers the 15 lectures of the course. Reading in order is best if you want the full progression, from Perplexity’s citation model to agency workflow. You can also enter through a single problem, such as weak third-party evidence, unclear entity signals, bilingual drift or missing follow-up coverage. Each lecture ends with a short test for self-checking; no one grades it.

The 15 lectures
Lecture 1 Separate Perplexity Answers from Ranking Reports Séparer les réponses Perplexity des rapports de classement with a self-check test Citations Lecture 2 Trace How Perplexity Selects Trusted Sources Suivre la façon dont Perplexity sélectionne les sources fiables with a self-check test Citations Lecture 3 Audit Citation Presence for French Queries Auditer la présence dans les citations pour les requêtes françaises with a self-check test Citations Lecture 4 Write Statements Perplexity Can Quote Cleanly Rédiger des énoncés que Perplexity peut citer clairement with a self-check test Extraction Lecture 5 Shape Pages for Clean Perplexity Parsing Structurer les pages pour une analyse claire par Perplexity with a self-check test Extraction Lecture 6 Mark Up Entity Context Without Overclaiming Baliser le contexte d’entité sans surpromettre with a self-check test Entities Lecture 7 Build Authority Signals Beyond the Client Site Construire des signaux d’autorité au-delà du site client with a self-check test Authority Lecture 8 Keep French and English Evidence Together Garder ensemble les preuves en français et en anglais with a self-check test Bilingual Lecture 9 Refresh Evidence Without Churning Pages Rafraîchir les preuves sans remanier les pages inutilement with a self-check test Authority Lecture 10 Capture Follow-Up Questions Around One Topic Capturer les questions de suivi autour d’un sujet with a self-check test Citations Lecture 11 Diagnose Multi-Location Citation Gaps Diagnostiquer les écarts de citation multi-sites with a self-check test Citations Lecture 12 Correct Misattribution and Factual Compression Corriger la mauvaise attribution et la compression factuelle with a self-check test Citations Lecture 13 Reverse-Engineer Why a Competitor Is Cited Comprendre pourquoi un concurrent est cité with a self-check test Citations Lecture 14 Measure Citation Share and Answer Accuracy Mesurer la part de citation et l’exactitude de la réponse with a self-check test Citations Lecture 15 Package Perplexity SEO as Agency Workflow Structurer le SEO Perplexity en processus d’agence with a self-check test Workflow

Use the lectures as a citation-reading workshop.

Work through them in sequence, or return to the problem your client case is showing.

Start reading