AI Reputation & Authority Strategist · International advisory
I help leaders and organizations improve how they are discovered, understood and represented across web search and generative AI, through clear identity, verifiable evidence and credible sources.
This is where I share the methods, open-source tools and documented examples behind that work.
SEO · AEO · GEO · Entity Optimization · AI Search Intelligence
Guide de démarrage en français · Advisory website · For leaders · For organizations · LinkedIn
Stable releases: Audit Starter v1.0.0 · Audit Action v1.0.0
| You want to… | Open |
|---|---|
| Understand the method | Authority Architecture System — six layers connecting identity, narrative, evidence, search and governance. |
| Try the tools in your browser | Interactive Authority Explorer — inspect reports, filter observations and export a sample. |
| Run your own scoped review | Search & AI Audit Starter — a reusable repository template with pinned tools and evidence registers. |
Choose the question you need to examine. Each tool documents its inputs, outputs and limits.
| Your question | Tool |
|---|---|
| What technical signals does this public page expose? | Search & AI Discoverability Checker |
| Where do supplied profiles differ from an approved identity? | Entity Consistency Auditor |
| Which claims have support, contradictions or review gaps? | Authority Evidence Mapper |
| How can connected entities be expressed in JSON-LD? | Entity Structured Data Kit |
| Which explicit URLs appear in the supplied AI answers? | AI Citation Tracker |
Automate a bounded public-page observation: Search & AI Audit Action produces JSON and HTML reports inside GitHub Actions.
- Real first-party case: MohammedTeto.com — a dated technical baseline of three public pages, with archived responses, reproducible reports and proposed follow-up checks.
- Three business tutorials — executive identity, organizational evidence and multilingual citation interpretation, using clearly labeled fictional scenarios.
- Measurement protocol — define dates, prompts, markets, languages and comparable conditions before interpreting a change.
Watch the short explorer walkthrough — filters and CSV export
Actual interface; fictional teaching observations. The animation plays once. Static screenshot · Text walkthrough and downloaded CSV.
Technical observations and supplied evidence require human interpretation. They do not establish factual truth, indexing, rankings or AI citations, and fictional examples are not client outcomes.
International Reputation Source Map — public source entry points with dated verification notes.
Executive Authority Playbook — practical guidance for a leader's identity, evidence and authority work.
Public roadmap · Questions & discussions · Maintainer FAQ
Earlier tools & regional research
AI Visibility Audit Kit · GEO Prompt Audit Dashboard · llms.txt Generator · Morocco research
For leaders and organizations facing fragmented identity, weak source evidence or inconsistent representation in search and AI, the starting point is a Private Authority Assessment: a scoped review and a prioritized roadmap.
Explore the advisory method · Read the research · contact@mohammedteto.com
Enterprise technology background, with experience advising business decision-makers. This is my independent advisory practice and public research.
Casablanca, Morocco · International engagements · English & French