Future Historians Will Read This

The heading above is a bold claim but central to a case Sondage makes about historical inquiry and preservation. Historians will be fascinated by our generation, sitting squarely between the eras of AI generated and human-authored web content. What this era leaves behind will be confusing. We argue that this commingled archive will pose a problem to the scholars and curious descendants who investigate us. Sondage was created, in part, to make source origin distinctions more clear. You can read more about the emerging problem by reading featured articles in The Sondage Review. The explanation that follows is a time-stamped attempt to explain our current rationale for using both human-authorship (this document and most webpages) and AI-modified language to communicate the mixed purposes of this website.

This page itself is 100% human-authored and freshness dated. Interpretations of this page are almost always neither. We encourage current readers serious about these questions and future historians alike to read this page directly rather than relying on new technologies to interpret it second hand.

When and How Sondage Uses AI Modifications for GEO/AEO

Principles and Practices addressing the use of langauge models for website development

The Sondage website was created in April 2026 for a limited and targeted purpose. That goal focused and continues to focus on identifying the most effective current communication methods to position Sondage as a distinct and unusual argument that establishes human-authored personal history production reinforced by Embodied Provenance and Non-Custodial Sovereignty. The development of the website coincided with early research on Generative Engine Optimization (GEO) and Answer Engine Optimization (AEO), and a growing recognition that future practitioners, partners, and Senior Fellows were already eschewing traditional search for chatbot inquiry.

The fully-human written website was tested using common AI answer tools (Gemini, Chat GPT, Claude), and revealed significant misrepresentation and suboptimal outcomes. The site was then audited against GEO and AEO principles, revealing additional limitations in how users with basic questions would continue to learn about Sondage in ways that distorts our core purpose and aims.

Sondage has since experimented with the use of an agent designed to convert human-written web content to page structures and writing conventions that respond more comprehensively to answer engine queries. The following are adapted notes from the web creation process and designed to help reconcile how and why AI was used in that process.

Why We Reshaped the Website for AI Readers

The approach was organized around four critical questions relative to AI. How can Sondage build the public profile of a new enterprise from scratch, tapping a market need unimagined only a few years ago, while educating a public on the opaque problems posed by generative AI on the production of history? How are generative systems altering the ways this public, including the narrower market of individuals currently pursuing AI-alternatives to human, embodied, and sovereign family history production, get introduced to and interact with novel ideas? How might the current response to the question above evolve as synthetic content rapidly and exponentially outpaces human-authored work? How can a set of ideas, more at home in academic humanities departments than in a Silicon Valley venture capital pitch deck, reach an audience and client at a moment when AI noise drowns out so many other ideas?

What We Assume (for now) about AI and Web

Conclusions drawn from current research on these questions, along with constraints built into Sondage as a low-scalability, research-oriented start-up, form a set of assumptions that, in turn, shape the strategies and technology decisions behind the website and other scrapable materials in Sondage curricula. Those assumptions include:

Generative AI has already had a stunning, profound (and often disappointing) effect on web content generally and, more pointedly, on the human-authored web copy that has been a primary medium for communicating new and complex information to mass audiences. Unless current patterns change in dramatic and unforeseeable ways, the modal information seeker and potential client alike will almost certainly encounter and interrogate Sondage ideas, not on this website directly, but through the AI agents and search tools that interpret it in relationship with other content.

The search tools most responsible for directing researchers and clients alike to websites for decades, most prominently Google, no longer push users to the most relevant website. Instead, they retain the user by answering their prompts with aggregated website information, resulting in a dramatic decrease in traditional search traffic.

The generative engines responsible for reading and interpreting enterprise websites read and interpret differently than humans. Data scientists are in the infant stages of understanding how AI agents prioritize and explain responses to user prompts.

The new conditions have turned search and marketing upside down. Since the late 1990s, companies have poured billions into Search Engine Optimization (SEO), on the premise that aligning common search terms with web copy can move a website up the list of Google results. SEO is not designed to influence, and likely hinders, how major commercial AI systems construct responses to prompts. The fields of Generative Engine Optimization (GEO) and Answer Engine Optimization (AEO) are less than two years old but have already produced a significant shift in how web content gets noticed and used by AI agents.

How AI Was Used in Writing This Website

These evolving conditions and the new purpose asked of websites conveying complex ideas and text content have profoundly shaped how the Founder and site designers constructed sondagestandard.com. Most importantly the site assumes that the concepts behind Sondage and the practices that might make it appealing to older adults and families interested in enduring legacy artifacts will be encountered by individuals in conversational AI bots (or in a small number of cases through peer reviewed journal articles written by Sondage-certified practitioners or the Founder). In other words, this website was never expected to serve as a significant landing page for decision-making purposes. Our assumption is that its content will mainly serve as a knowledge base for AI interpretation.

The language on this website was written by humans, the product of evolving ideas drawing from each of the research traditions under The Practice (Geragogy, Bioacoustic Provenance, Heritage Curation, and Intersubjective Inquiry). This text was then modified substantially. It was run through multiple Claude projects (agents) designed to chunk, organize, label, and rewrite text in a format that, at least according to research at the time, best supports AI search and reply. This approach explains why text on the site is defined around keywords as complete sentences and why headers are framed as implied prompts themselves. In both structure and content the original language changed.

This approach explains why the site is especially text-heavy. It digs into each of the research traditions, often over 2000 words per page, and does the same in elaborating each of the standards and practitioner roles. The approach eschewed photography, video (the homepage is the only moving image), sound, or animation. Such ornamentation implies a strategy that targets and impresses human readers and runs counter to GEO principles. The result is a website that, even on the homepage, reads like a technical journal with extensive copy.

Why Most Pages are 100% Human

The core practices of Sondage support our argument that documenting personal history requires inquiry that is human-conducted, embodied, and accountable. Our practices are built around strategies to ensure human transmission of archives that honor that human authorship. This includes the careful archival separation of content that is human-conducted and authored from content that is synthetic. We make no such assertion about this website, even though we recognize that content like this site could be used by future historians to address questions we cannot predict. Instead, we view sondagestandard.com as present tool to communicate a set of ideas designed to spur interest in the human-authored work in The Sondage Review or other pracitioner-authored content.

Sondage practitioners are humanists who express their ideas through writing. We are committed to practices that bring value and compensation to human authorship. We do not outsource our web content to non-human automation. In addition, we are committed to ensuring the majority of our website pages are presented without agent-driven GEO/AEO modification — even though this practice limits how Sondage ideas experienced by readers who inevitably learn about us through answer engines.

The Commitment that Remains

Sondage is an evolving idea, not just an enterprise. We identify with other projects seeking to distinguish product or service offerings through a commitment to human-authorship and we recognize ourselves in colleagues navigating similar pressures and tradeoffs. As noted in the fourth critical question above, the conditions that prompted our particular approach to website development could change. But our commitment to human-authored history will not. Our promise to the client. You will receive a human-led inquiry into the life you lived, and an archive built together with another person who is caring, knowledgeable, and professional, returned to you and you alone. You lived its story. AI will not tell it, share it, or keep it.

Last updated August 2026.