How structured digital identity, intentional publishing, and brand intelligence can help people and businesses be found, become known, and grow intentionally.
By Samuel Anan, GEO Expert
I am building Sparlab because the way people and businesses are discovered is changing.
Sparlab is a connected platform being built to bring structured digital identity, publishing, and future brand intelligence into one system. Its purpose is to help people and businesses establish who they are, demonstrate what they know, and make more informed decisions about where to grow next.
For years, online discovery was shaped mainly by search results, social networks, directories, referrals, and websites. Those channels still matter, but they are being joined by another increasingly influential layer: AI-generated answers.
When someone asks an AI system to recommend an expert, compare businesses, explain a topic, or identify a suitable service provider, that system must construct its response from information it can retrieve and interpret.
If a person's work is scattered across disconnected platforms, poorly described, or difficult for machines to understand, that person may be overlooked or represented inaccurately.
This is no longer a distant possibility. In its June 2026 investor presentation, Alphabet reported that Google AI Overviews had more than 2.5 billion monthly users. In its 2025 global survey of 1,100 B2B decision-makers, G2 found that 79% of software buyers said AI search had changed how they conduct research.
AI summaries are also associated with different behaviour after a search. A Pew Research Center analysis of browsing data from 900 US adults found that people clicked a traditional search result in 8% of visits when an AI summary appeared, compared with 15% when there was no summary. A source cited inside the AI summary received a click in only 1% of visits.
These findings do not mean websites are disappearing or that AI has replaced conventional search. They show that discovery is becoming more mediated. People may form an impression of a person or business before visiting its website - or without visiting it at all.
That raises a question I care deeply about:
How do we make sure valuable people, businesses, and ideas remain discoverable in an AI-driven world?
Sparlab is my answer.
Why AI Search Is Changing Personal and Business Discovery
Discovery has always depended on representation.
A search engine, directory, social network, or AI platform can only work with the public information available to it. When that information is fragmented, inconsistent, or missing important context, the resulting representation may also be incomplete.
For a founder, this could mean a search system recognises the company but fails to connect it to the person behind it. For an independent expert, it might identify several social profiles without understanding the professional expertise connecting them. A B2B company may publish valuable insights but fail to establish a clear relationship between its content, services, team, and market position.
The challenge is therefore larger than ranking for a keyword. People and businesses need public information that communicates:
- Who they are
- What they do
- What they know
- Which people, businesses, projects, and topics they are connected to
- Why their work deserves attention
This is the foundation of both traditional search visibility and AI-era discoverability.
What Sparlab Is Building and What You Can See Today
Sparlab is being designed as a connected platform for establishing a structured digital identity, publishing credible knowledge, and turning accumulated brand signals into strategic guidance.
It is not simply a link-in-bio tool, blogging platform, SEO plugin, or analytics dashboard. The long-term vision is to connect the work those tools normally perform separately.
The product progression has three phases:
BE FOUND | BE KNOWN | GROW INTENTIONALLY
Each phase gives the next one more useful context.
Transparency about the current stage is important. Sparlab can already be viewed publicly, allowing people to see the platform and follow its development. However, registration and active product use remain closed: visitors cannot yet create accounts or build their own profiles.
Phase One's core architecture has been built. Phases Two and Three describe the broader direction in which the platform is intended to develop, not capabilities people can already access.
For now, the waitlist is the entry point for product updates and early-access invitations.
Phase One: Structured Digital Identity, Entity SEO, and GEO
Link-in-bio is the practical starting point
The first usable layer of Sparlab may look familiar: a customisable link-in-bio page.
That is intentional. A link page provides immediate practical value. It gives someone one professional destination through which visitors can reach their work, social profiles, business, services, and other important resources.
However, link-in-bio functionality is not Sparlab's identity. It is an accessible entry point into a more structured digital presence.
A Sparlab personal profile is intended to describe important facts about its owner, including their location, profession, work, expertise, services, businesses, and relevant experience.
A business page can serve as a public portfolio containing the organisation's products, services, team, and essential information.
Building a connected entity foundation
The important difference lies beneath the visible page.
Sparlab's Phase One architecture is designed to organise people, businesses, and their relationships as connected entities. A founder can be associated with a company. A team member can be connected to an organisation. A service can be connected to the person or business providing it.
Rather than presenting a collection of unrelated links, the system begins creating a consistent public account of who someone is, what they do, and how their work fits together.
This is the role of entity SEO: helping search systems interpret a person or business as a defined entity with clear attributes, relationships, and supporting information - not merely as a page containing keywords.
Sparlab can express this information through crawlable pages, appropriate SEO metadata, and structured data for profiles, people, organisations, and their content.
Google describes structured data as a standardised way to classify page content and help its search systems understand it. Its ProfilePage documentation supports a person or organisation as a page's main entity and demonstrates how published articles can reference the same creator. Its Organization documentation shows how business details and external profiles can provide clearer organisational context.
This is also where traditional SEO begins to overlap with Generative Engine Optimisation, or GEO. GEO is an emerging practice concerned with making public information clear, accessible, well-structured, and easier for AI-powered discovery systems to retrieve and interpret.
It is not a guaranteed formula for appearing in AI answers. In Sparlab's context, it begins with something more fundamental: accurate information, consistent identity signals, connected relationships, crawlable publishing, and a clear body of evidence.
Structured data cannot guarantee rankings, knowledge panels, AI citations, or inclusion in a generated response. What it can do is supply consistent, machine-readable context that helps search systems interpret a page more accurately.
That is the purpose of Phase One: to provide a credible digital home for humans while establishing a clearer identity foundation for machines.
Phase Two: Intentional Publishing and Topical Authority
A discoverable profile can explain what someone claims to know. Publishing provides the evidence.
Phase Two is intended to allow people to publish long-form articles and images through either a personal page or a business page.
If someone publishes as a business owner or staff member, the content can appear within the business presence while maintaining a clear relationship to its author. If the article is personal, it can become part of the individual's portfolio and body of work.
This connection matters.
An article should support the author's identity, while the author's established experience helps readers and search systems understand the context behind the article. Over time, publishing consistently around related subjects can create a coherent body of knowledge and strengthen topical authority.
Images should also sit within crawlable, accurately described pages rather than exist as isolated decoration. This gives search systems more context and can support relevant image discovery.
Guided publishing rather than automated guesswork
Sparlab's publishing workflow will preserve user judgement instead of hiding important decisions behind automation.
A user may select the tags, topics, or categories that accurately represent an article. Sparlab can then translate those selections into consistent SEO metadata and structured markup behind the scenes.
The user decides what the work means. The platform helps express that meaning in formats search systems can interpret.
Sparlab is also not being built to generate generic articles on someone's behalf. AI-generated writing can easily lose the experience, specificity, and original thinking that make an expert worth discovering.
When conversational content support is introduced later, its role will be closer to that of an interviewer or strategic editor: asking useful questions, drawing out the author's strongest ideas, and improving structure while keeping the person's authentic knowledge at the centre.
The goal is not simply to add a blog to a profile. It is to build authority by connecting a person's identity, business relationships, and published expertise within one coherent system.
Phase Three: Brand Intelligence and Intentional Growth
Once Sparlab understands someone's identity and can connect it with the content they have published, it can begin helping them think more strategically.
This is the longer-term vision for Phase Three.
While creating a personal profile or business page, a user may provide context such as their:
- Location
- Target audience
- Profession or industry
- Services and products
- Team
- Business goals
Published work and its performance can add another layer of context over time.
A future Sparlab strategist will combine this first-party information with external signals about the person or business. Relevant sources may include search results, customer reviews, social conversations, third-party websites, news coverage, and brand sentiment.
Not every online mention will carry the same weight. The system will prioritise external sources and signals according to their credibility, relevance, reach, and likely impact on the brand. A passing comment on an unrelated page will not be treated like a credible review, influential publication, or widely shared conversation. Only sentiment with meaningful potential to affect the brand's reputation will be escalated as an alert that may require attention or action.
The purpose is not to accumulate data for its own sake. It is to convert that data into useful direction.
A user will receive:
- A notification when an important brand signal changes
- A dashboard explaining positioning strengths and gaps
- A prioritised to-do list showing what to address next
That guidance might reveal that a service is poorly explained, an important audience question remains unanswered, public positioning is inconsistent, or the brand has an opportunity to expand into a closely related area.
In this phase, Sparlab becomes a form of brand intelligence: a system that understands the accumulated context of a person or business and helps its owner decide where to focus next.
Why a Connected Personal Brand Platform Matters
A founder can already combine a link tool, website builder, content platform, SEO plugin, and analytics dashboard.
Each may perform its individual task well. The problem is that they rarely share a consistent understanding of the person or business using them.
Sparlab's intended advantage is continuity.
The identity established in Phase One informs the publishing system in Phase Two. The work published in Phase Two provides evidence of expertise and generates performance signals for Phase Three. Phase Three's recommendations can then help improve the profile, positioning, and future content.
The result is a continuous loop:
Structured identity -> Intentional publishing -> Brand signals -> Strategic guidance -> Stronger identity and content
This is what I mean by building personal or business authority.
Authority is not merely a follower count, a polished landing page, or a collection of SEO rankings. It is the combination of a clearly defined identity, a credible body of work, and the ability to learn from how that work is being discovered and understood.
What I Will Explain in the Next Sparlab Articles
This article presents the overall vision. My next articles will examine each phase separately and explain the thinking, user value, and technical architecture behind it.
The series will explore:
- How structured profiles, schema, and entity relationships support Phase One
- How authorship, guided tagging, content metadata, and intentional publishing can work in Phase Two
- How source quality, brand sentiment, performance signals, and strategic recommendations can support Phase Three
Each article will distinguish clearly between what has been built, what is being developed, and what remains part of the longer-term product direction.
Together, these articles will create a connected knowledge base around structured digital identity, entity SEO, GEO, personal and business publishing, and brand intelligence.
Sparlab Q&A
What is Sparlab?
Sparlab is a developing personal and business authority platform. Its three-phase vision connects structured digital identity, intentional publishing, and future brand intelligence so people and businesses can improve how they are discovered, understood, and positioned.
How is Sparlab different from a link-in-bio platform?
Link-in-bio is intended to be Sparlab's practical entry feature, not the complete product. Sparlab is being designed to connect personal and business profiles, entity relationships, publishing, structured metadata, performance signals, and strategic guidance within one contextual system.
Can people sign up for Sparlab today?
Not yet. Sparlab can be viewed publicly, but account registration, profile creation, and active product use remain closed. No early-access date has been announced.
Will Sparlab use AI to write articles?
Not as the author. Sparlab's vision is to preserve the user's own ideas, expertise, and voice rather than replace them with generic AI-written articles. Conversational support will help users draw out and organise their strongest thinking, while guided tagging will help them select relevant topics and categories. Sparlab can then translate those choices into SEO metadata and structured markup, helping search engines and AI-powered discovery systems understand the article, its author, and its relationship to the user's wider body of work.
Watch Sparlab Develop and Join Early Access
Sparlab's public platform can already be viewed as it develops, but registration and active use remain closed. I am deliberately leaving the early-access date open while the product continues to take shape.
For now, the promise is straightforward:
Sparlab is being built to help people and businesses become easier to discover, clearer to understand, and more intentional about how they grow.
View Sparlab and join the waitlist for product updates and early access.