Machine-first semantic architecture
Structure a site so that search engines and AI systems correctly understand the offering, the relationships and the information hierarchy.
Founder
Gautier Dorval
Semantic architect, creator of interpretive SEO and specialist in interpretive governance. I design and govern digital presences so they are correctly understood by humans, search engines, AI systems and autonomous agents.
Based in Quebec. Founder of Pagup. Contributor to gautierdorval.com (doctrine), InferensLab (research) and interpretive-governance.org (standard).
Expertise
Six axes of work
Entity disambiguation
Stabilize the identification of persons, brands and organizations in knowledge graphs and generative responses.
Interpretive governance
Bound the inference space of AI systems through perimeters, hierarchies and verifiable machine-first artefacts.
Semantic collision reduction
Prevent abusive identity merges when multiple entities share vocabulary, a market or a similar context.
Interpretive SEO
Beyond ranking: stabilize the attribution, understanding and citation of your offering by AI systems. interpretive-seo.org
Execution and verifiable proof
Translate strategy into a site, machine surfaces and verifiable proof. This site is a direct demonstration.
Background
Where this approach comes from
The starting point is not a buzzword. It is a straightforward observation: since 2022, a site is no longer read by two agents (humans + Google) but by four (humans, search engines, generative AI, autonomous agents). Each layer reads differently. A site built for a single layer is, by definition, misunderstood by the other three.
Traditional SEO covers one layer. Content marketing covers another. Neither governs the consistency across all reading layers. That is the gap interpretive SEO and interpretive governance fill.
My work combines three disciplines that rarely speak to each other: semantic architecture (structuring a corpus so it is understandable), interpretive governance (controlling what AI systems infer from your assets) and web execution (translating all of that into a site, machine surfaces and verifiable proof).
Over 400 articles published on interpretive governance. A doctrinal framework formalized through InferensLab. A versioned formal standard on interpretive-governance.org.
Ecosystem
The work behind Pagup
Pagup is the visible face of a broader body of work: hundreds of published articles, a formal standard, a research program and concrete tools.
Pagup.com
Commercial execution
This is it. Diagnostics, redesigns, interpretive governance. The site where ideas become concrete services and measurable results.
gautierdorval.com
Doctrine and observation
Over 400 articles on AI interpretation, semantic risk and governance. The foundational thinking that feeds everything else.
Visit gautierdorval.cominterpretive-seo.org
Interpretive SEO
The applied framework for interpretive SEO: how to stabilize what systems understand and cite from your online presence.
Visit interpretive-seo.orginterpretive-governance.org
Formal standard
The formal standard for interpretive governance. Policies, constraints, verifiable artifacts — all versioned and public.
Visit interpretive-governance.orgInferensLab.org
Research
The research arm: definitions, audit frameworks and machine-reading standards, independent from any commercial logic.
Visit InferensLabExplore the full ecosystem
WordPress products, public GitHub repositories and all web properties are gathered on a dedicated page.
How it works
The delivery model
Pagup is a specialized practice, not a packaged agency. Engagements are led directly by the founder, from the initial reading to the final delivery.
Direct involvement
Every engagement is conducted personally. No middleman, no hidden subcontracting. You work with the person who designed the method.
Focused capacity
This model limits the number of concurrent engagements. In return, each intervention receives the structural attention it deserves.
Verifiable deliverables
Every engagement produces concrete artifacts: written diagnostic, documented architecture, published machine surfaces, structured corpus. Nothing is verbal only.
Location
Pagup620 Boulevard Saint-Joseph Ouest
Drummondville, QC J2E 1H5, CA
info@pagup.comView on Google Maps
Publications
LinkedIn series: interpretive SEO and governance
A series of publications exploring how web architecture shapes what AI systems understand about your organization.
Main series
Interpretation and governance
- Are you actually describable by an AI?
- Why published information no longer means understood information
- There are invisible layers that determine what AI understands
- When AI must understand without being able to verify
- Why some interpretations persist, even approximate ones
- How an algorithmic truth solidifies
- Semantic debt as a lasting strategic liability
Interpretive SEO
From SEO to governance
- Interpretive SEO: a logical evolution, not a new slogan
- Interpretive SEO: when optimization becomes governance
- Why the Web is entering a stability regime
- Why a human-readable site can be misinterpreted by an AI
- What AI does when it hesitates
- Why a single expression regime is no longer enough
Interested in working together?
The diagnostic is the best entry point to see if our approach matches your situation. We frame the problem, identify what deserves to be addressed, and you decide what comes next.