DEV Community: reidify

My AI visibility score was 78%. Then I fixed how I measured it and it was 25%

reidify — Sat, 22 Aug 2026 10:10:04 +0000

In August, I published a number on my studio’s website: we had been named unprompted in 14 out of 18 blind answers across ChatGPT, Perplexity, and Gemini.

It was wrong.

And the way it was wrong turned out to be more valuable than the number itself.

What I did

I wrote a set of questions and pasted them into a single session on each engine. Most of the questions never mentioned my studio by name. Two of them did, because I also wanted to check whether the engines had the facts right.

The problem seems obvious now.

Every question in that paste shared the same context window. Once the studio’s name appeared in one question, it became available to the engine while answering the others.

So I was not really measuring whether an engine could discover and recommend my studio unprompted.

I was measuring whether it could read the information already sitting in front of it.

How I caught it

At first, I missed the flaw completely. A near-perfect result was exciting, and I wanted to believe it.

But then I noticed something strange: text and details from one answer were being carried into others. That was the giveaway. The prompts were contaminating each other, which meant the test was not genuinely blind.

The corrected method

I repeated the test using two completely separate sessions for each engine.

One session contained only the blind discovery questions. The other contained the named fact-checking questions and was opened separately in a fresh incognito window.

Across ChatGPT, Perplexity, and Gemini, this gave me 36 genuinely blind answers.

What it actually scored

The corrected result was nine mentions out of 36 answers: 25%.

That was a significant drop from the original 14 out of 18.

More importantly, the visibility was not consistent across all three engines. The studio was effectively performing on only one engine out of three, rather than being discovered uniformly across ChatGPT, Perplexity, and Gemini.

The part I did not expect

The engines that scored zero still knew the correct facts when I asked about the studio directly.

The information was available. The problem was that those engines were not using the studio’s own website when deciding what to surface unprompted. Instead, they appeared to rely more heavily on third-party roundups and external mentions.

That distinction matters.

An engine knowing your brand exists is not the same as the engine choosing to recommend it.

If you are tracking your own AI visibility

Keep blind discovery tests and named fact-checking tests in completely separate sessions. Do not allow the brand name, website, or identifying details to enter the context window before the blind questions are answered.

Most importantly, verify the methodology before celebrating an increase in your score.

A strong result built on a contaminated test is not visibility. It is context.

The full protocol, the twelve questions verbatim and every result including the misses are published at reidify.design/research/measuring-ai-visibility.

AI Search Is Turning Founder Websites Into Shortlist Evidence

reidify — Mon, 13 Jul 2026 06:37:46 +0000

AI Search Is Turning Founder Websites Into Shortlist Evidence

Search is no longer just a list of blue links. Google is adding AI features and preferred-source behavior. Cloudflare is giving site owners more visibility into AI crawler behavior. ChatGPT is moving more work into one agentic workspace.

For founders, the practical question is not only: can people find the website?

It is: can a person, search assistant, or work agent understand why this business belongs on the short list before the first conversation?

That changes the job of a founder website.

The old website brief was too thin

A normal small-business website often answers four questions:

What do you sell?
Who is it for?
How does it look?
How can someone contact you?

Those still matter. But AI search and source-preference behavior add a fifth question:

Why should this source be trusted enough to carry forward?

That is not solved by adding more generic blog posts. It is solved by making the website more legible as evidence.

What evidence means in practice

A founder website needs to make the business easy to choose, not just easy to browse.

That usually means:

A clear founder point of view.
A visible reason the business exists.
Proof that the team has done real work.
Service pages that explain decision criteria, not just features.
Internal links that connect offer, proof, process, and contact paths.
Copy that says what should happen next.

This is why founder pages and proof pages matter more in the AI-search era. They give humans and machines a cleaner source trail.

The risk for small teams

Small teams often treat the founder page as optional. The homepage gets attention. The service page gets a CTA. The proof page gets added later.

But when AI answers, search summaries, or source-selection tools compress the buying journey, weak trust structure becomes expensive. A vague site may still be crawled, but it may not be selected, cited, summarized, or remembered clearly.

A better website question

Instead of asking whether the website is modern, ask this:

If someone had to decide whether to trust this business from public information alone, what would they quote?

If the answer is unclear, the website needs a stronger evidence layer.

Reidify's founder-led work is built around that layer: clarity, structure, proof, and AI-readable business context. See Rish Sadh at Reidify: https://reidify.design/rish-sadh

The founder website checklist

Before the next redesign, check whether the site answers:

What does the founder believe about the problem?
What work has the business actually shipped?
Which pages prove trust rather than just claim it?
Can an AI system summarize the offer without inventing details?
Is there a clear next step for a serious buyer?

AI search did not make websites less important. It made weak websites easier to skip.

AI Search Is Starting to Reward Proof Trails, Not Just Pages

reidify — Mon, 13 Jul 2026 06:37:00 +0000

AI Search Is Starting to Reward Proof Trails, Not Just Pages

Google's Preferred Sources update moved a familiar website problem into a sharper frame. A business is no longer only trying to rank a page. It is trying to become a source that people, search systems, and AI assistants can recognize, select, and reuse.

That changes the job of a founder website.

A site still needs clear positioning and useful service pages. But it also needs a public proof trail: specific outcomes, named work where approved, testimonials, case pages, dated thinking, and internal links that help a reader move from claim to evidence.

This is why I would not treat AI visibility as a content volume problem. More posts do not help if the site cannot show why the business should be trusted.

What changed

Google says Preferred Sources now appear inside AI Overviews and AI Mode. Cloudflare is separating search, training, and agent crawler behavior more clearly. Reporting from Architectural Digest shows design and service firms treating AI-era visibility as an audit discipline, with crawlability, case content, third-party proof, and clean information architecture becoming part of the work.

The pattern is consistent: websites are being evaluated as source surfaces.

The founder website checklist

Before publishing another broad thought-leadership post, check whether the site has:

a clear explanation of what the business does,
proof that backs up the claim,
testimonials or case details that a model can read without guessing,
links between services, proof, and founder context,
dated content that shows the business is alive and thinking,
a next step that does not depend on hype.

A thin website can say "we are trusted." A stronger website can show the path from claim to proof.

For Reidify, that proof path starts with the public testimonials and work signals here: Reidify proof and testimonials.

The practical takeaway

AI search will keep changing. The useful move is not to chase every surface. It is to make the business easier to understand, cite, verify, and choose.

That means the website is not just a page anymore. It is the public evidence layer for the business.

AI Browsers Changed the Website Brief Again

reidify — Mon, 13 Jul 2026 06:36:23 +0000

AI search used to make a founder ask one question: can a machine understand this website?

AI browsers and agents add a second question: can a machine do anything useful with it?

OpenAI describes ChatGPT agent as a system that can research, navigate websites, use tools, and take web actions while keeping the user in control. Google is also moving Search toward agentic experiences, and Perplexity presents Comet as a browser built around assistant-led web use.

That changes the practical website brief.

A normal site can still be beautiful and persuasive, but if the next visitor arrives through an assistant, the site has to expose clearer operating paths:

what the business does
who it is for
what offer should be compared
what proof supports the claim
what the next action is
where a human should take over

For a founder website, this is not just SEO. It is task readiness.

An AI-assisted buyer may ask for a shortlist, compare service pages, summarize proof, check contact paths, or prepare a next-step recommendation. If the site only has poetic copy and vague CTAs, the assistant has very little structure to work with.

The useful site starts to behave more like an operating layer.

It gives humans a premium reading experience, but it also gives AI systems enough page structure, internal links, public proof, and action logic to explain the business accurately.

That is the direction Reidify is building toward with https://reidify.design/ai-plans. The work is not just adding AI to a website. It is making the website ready for AI-assisted discovery, comparison, and handoff.

The best founder websites will not only answer: why should I trust you?

They will also answer: what can happen next?

Agentic Work Changed the Website Brief for Founders

reidify — Fri, 10 Jul 2026 09:52:26 +0000

AI agents are changing the job of a founder website.

The older brief was simple: explain the business clearly enough for a buyer to trust it. That still matters. But the new brief is bigger because agents are starting to work across apps, files, browsers, scheduled tasks, and connected tools.

When software can gather context, prepare documents, update trackers, and keep a project moving, the website becomes part of a larger control layer. It is not only a public page. It is the place where the business explains what it does, what should happen next, what proof supports the claim, and where an intelligent workflow should route attention.

That does not mean every founder needs a complicated AI system. It means the public story and the private workflow need to agree.

A practical founder website now needs four things:

A clear offer page that says what the business does without forcing interpretation.
Proof pages that make claims easier to verify.
Action paths that explain what a visitor, buyer, or assistant should do next.
Review gates so automation supports decisions instead of silently making them.

This is the difference between an AI-readable website and an AI-operable business layer.

A page can be structured enough for search and still fail the next test: can the business use that same structure to route leads, content, follow-up, decisions, and review?

That is where Reidify is aiming. We treat the website as the public edge of a wider operating system: strategy, structured pages, AI workflow systems, and founder-controlled command centres.

If your website already explains the business but the work behind it still lives in scattered tabs, notes, and manual follow-up, the next step is not another redesign. It is a better operating layer.

Start here: Reidify AI Plans.

AI Work Agents Changed the Founder Website Brief Again

reidify — Fri, 10 Jul 2026 09:52:13 +0000

OpenAI's new ChatGPT Work announcement is not just another model release. It is a signal about how business work is moving: agents can gather context across apps, use a browser, create materials, and stay with a task while a human reviews the important decisions.

For founders, that changes the website brief.

A website can no longer be only a polished explanation of what the business does. It has to become a clean handoff surface for people and AI-assisted work systems.

The old website job

The old website job was simple enough:

explain the offer
build trust
make the next step easy
rank or convert where possible

That still matters. But it is no longer enough when buyers, operators, and AI tools are researching, comparing, summarizing, and preparing action from the same public pages.

The new handoff layer

A useful founder website now needs a handoff layer.

That means the page should make it easy to answer:

what problem does this business solve?
who is it for?
what proof is public and safe to cite?
what is the next action?
what should require founder review before anything moves?

This is different from stuffing a site with keywords. It is closer to turning the public website into a lightweight operating brief.

Why this matters now

OpenAI describes ChatGPT Work as an agent that can take action across apps and files, use a built-in browser for web work, and keep projects moving with human approval. Cloudflare's 2026 AI traffic update also separates Search, Agent, and Training behavior, which is useful because these are not the same kind of visitor.

A search crawler wants to understand.

An agent may be trying to complete a job.

A human buyer wants enough confidence to take the next step.

The same website has to serve all three without exposing private context or making unsupported claims.

What I would add to a founder website

If I were checking a small service website today, I would look for five things:

A plain offer page that says what the business does and who it helps.
Public proof that can be cited without private client details.
Clear next steps for a human buyer.
Structured pages that make the business easy to summarize.
Review gates so automation supports decisions instead of pretending to own them.

That is the operating difference between a brochure site and an AI-ready founder website.

Reidify builds this kind of structure into practical AI systems and website planning. The relevant starting point is Reidify AI Plans.

AI Crawlers Made Website Visibility a Permission Problem

reidify — Fri, 10 Jul 2026 09:51:50 +0000

AI Crawlers Made Website Visibility a Permission Problem

For years, the website question was simple: can search engines crawl this page, understand it, and send people back?

That question is now too small.

Cloudflare's July 2026 Content Signals Policy separates crawl intent into search, AI input, and AI training. Its AI traffic defaults also point in the same direction: site owners are starting to decide which automated uses they want to allow, not just whether a page is public.

At the same time, Business Insider's July 9 coverage of Cloudflare crawl-to-referral data showed why the old bargain feels unstable. Some AI crawlers can consume large amounts of web content while sending comparatively little traffic back.

That changes the founder website brief.

Visibility now has two sides

The first side is clarity. AI systems, search engines, and human buyers still need a page that explains the business plainly: who it serves, what it does, what proof exists, and what action should happen next.

The second side is permission. A site now needs an intentional answer to questions like:

Should this content be available for search indexing?
Should it be usable as live AI grounding input?
Should it be available for model training?
Which pages are public proof, and which pages should stay protected?

Most small business websites have no operating view of this yet. They either leave everything implicit or block too broadly and weaken discoverability.

The practical audit is not only technical

A useful audit should look at more than robots.txt. It should check whether the public website has a clean explanation layer:

service pages that can be summarized without guessing
proof pages that support claims without exposing sensitive details
source pages that AI systems can cite safely
crawler rules that match the business intent
internal links that move a buyer from discovery to decision

This is why website visibility is becoming governance work, not just SEO work.

What founders should do next

Start with the public pages that matter most. Ask whether an AI answer engine could lift the right facts, attribute them correctly, and route a serious buyer to the right next step.

Then decide which crawler uses you want to allow.

The goal is not to make every page open to every bot. The goal is to make the right public layer clear, structured, and intentional.

For Reidify, that is exactly what a visibility check should surface: where your website is readable, where it is vague, and where crawl permissions no longer match the business strategy.

If you want that checked against your own site, start with the Reidify visibility audit.

AI Visibility Is Becoming Measurable. Founder Websites Need Source Surfaces.

reidify — Wed, 08 Jul 2026 07:40:52 +0000

AI Visibility Is Becoming Measurable. Founder Websites Need Source Surfaces.

A useful shift is happening around AI search.

The conversation is moving from vague advice about answer engines to measurable visibility. Semrush just expanded its 2026 AI Visibility Index to analyze 126 million U.S. AI search prompts. Architectural Digest covered how design and professional-service businesses are starting to treat AI Overviews, ChatGPT, Claude, Perplexity, and Gemini as surfaces they need to audit. Business Insider reported that major marketers are already testing how brands appear inside AI platforms.

The practical lesson for smaller founder-led businesses is simple: your website is no longer just a destination. It is a source surface.

A source surface is different from a brochure

A brochure website tries to persuade after someone lands.

A source surface helps systems and people understand the business before, during, and after the visit.

That means the site needs more than a polished homepage. It needs pages that make the business easy to identify, compare, cite, and trust.

Those pages usually include:

a clear offer page,
a founder or company authority page,
a proof page,
original insight,
and clean internal links between them.

This is not a trick. It is information architecture becoming visible again.

AI visibility is exposing weak public structure

If a business is hard to summarize, hard to cite, or hard to verify, AI systems do not have much to work with.

That matters because the public web is being split into more use cases. Cloudflare's AI Crawl Control now separates crawler management by Search, Agent, and Training. Google is also pushing features like Preferred Sources into AI Mode and AI Overviews, which makes source selection more explicit for users.

So the founder website has to answer a sharper question:

Can this site prove what the business is, who it helps, and why it deserves to be a source?

The founder check

Before chasing more content volume, audit the source surface.

Ask:

Can an AI system identify the business category in one pass?
Is there public proof attached to the main claims?
Are founder, service, and proof pages connected with clear internal links?
Does the site publish original perspective, not only service copy?
Are the most important pages readable as text, not only as design?

If the answer is weak, the business may have a visibility problem even if the site looks polished.

That is the gap Reidify's visibility audit is built to diagnose: not just whether a website looks good, but whether it gives people, search systems, and AI surfaces enough public structure to understand and trust it.

AI visibility will keep changing. The durable move is to make the business easier to read, verify, and cite.

AI Visibility Is Becoming a Maintenance Habit, Not a Launch Checklist

reidify — Wed, 08 Jul 2026 07:40:04 +0000

Most founder websites still treat visibility like a launch checklist.

Set the metadata. Publish the pages. Add the sitemap. Move on.

That made more sense when discovery mostly meant search results, a few social profiles, and maybe a paid campaign. The newer web is less static. Google is pushing AI Mode and AI Overviews further into Search. Its official guidance for generative AI features still points back to durable website fundamentals: helpful content, accessible pages, clear structure, and normal Search best practices.

At the same time, Cloudflare is separating traffic into search, training, and agent-style crawlers. OpenAI's ChatGPT agent can browse and act on websites with user supervision. That means the question is no longer just, "Can someone find this page?"

The better question is: "Can this business keep being understood as the web around it changes?"

The new visibility loop

Founders do not need a new SEO panic cycle every time an AI feature launches. They need a small maintenance loop:

Check whether the important pages explain the business clearly.
Check whether source pages, proof pages, and offer pages support each other.
Check whether AI and search crawlers can read the structure without guessing.
Check whether the website gives humans a clear next step after the first answer.

That is different from chasing every generative search tactic. It is closer to keeping the business's public operating layer clean.

What tends to break first

The first failure is usually not technical. It is usually a clarity gap.

A service page says what the business sells, but not who it is for. A founder page exists, but does not connect authority to the offer. Testimonials exist, but they sit away from the decision path. A blog explains a trend, but does not point back to the actual business system.

Search crawlers, AI answer systems, and agents all punish that same gap in different ways. They cannot confidently connect the business, the proof, and the action.

A practical founder check

Once a month, look at the site like an outside system would:

What is the business?
Who is it for?
What proof supports the claim?
What page should be cited?
What action should a serious buyer take?

If those answers are scattered, the website is not just hard to read. It is hard to trust, cite, and act on.

That is why Reidify treats AI visibility as a maintained structure, not a one-time optimization pass.

Start with a practical visibility check here: Reidify visibility audit.

AI Visibility Is No Longer Just a Tech Brand Problem

reidify — Wed, 08 Jul 2026 07:38:54 +0000

AI Visibility Is No Longer Just a Tech Brand Problem

For a long time, AI visibility sounded like a problem for big software companies, publishers, and search teams. That is changing.

Recent coverage around AI Overviews, AI search, and business discoverability shows the same pressure moving into normal service categories: design firms, consultants, local experts, studios, and founder-led businesses. The question is no longer only whether a website ranks. It is whether the business can be understood, cited, compared, and trusted when an AI system summarizes the market for a buyer.

That shifts the website brief.

The website has to explain the business in public

A good service website now has to do more than look polished. It needs to make the offer legible.

That means clear service pages, concrete outcomes, named proof, useful explanations, founder context, and internal links that show how the business actually works. If those pieces are vague, scattered, or hidden behind design language, AI search has very little to work with.

This is not about chasing every new optimization trick. It is about making the business easier to parse.

Service firms need citeable clarity

For a founder-led studio, the strongest website assets are often not only the homepage. They are the pages that answer buyer questions directly:

What do you do?
Who is it for?
What makes the approach credible?
What proof exists?
What should someone do next?

Those answers need to be visible in the page structure, not buried inside vague brand copy.

The practical check

Before writing more content, a founder can ask a simple question: if an AI search tool had to describe this business to a serious buyer, would the website give it enough structured evidence?

If the answer is no, the next step is not more noise. It is a visibility audit.

Reidify runs an AI visibility audit for businesses that want to see whether their website is clear enough for humans, Google, and AI systems to understand.

The goal is not to turn the website into a content farm. The goal is to make the real business easier to find, trust, and act on.

Preferred Sources Changed the Founder Website Brief

reidify — Mon, 06 Jul 2026 06:58:09 +0000

Google's May 27, 2026 update did something most small business websites will miss on the first read: it brought Preferred Sources directly into AI Overviews and AI Mode. That means a user's trusted domains can now stand out inside AI-generated responses, not just in classic search results.

For founder-led businesses, that changes the website brief.

This is no longer just about ranking a homepage or writing one polished services page. If your domain is going to be selected, highlighted, and revisited inside AI search, your website has to feel like a source.

Google's own documentation says there are no special AI-only tricks required. The same foundations still matter: indexable pages, clear text, internal links, strong page experience, and structured data that matches what the page actually says. But the visibility layer around those basics has changed.

Here is the practical shift I see.

1. The founder page matters more than it used to

If AI search is trying to surface trusted, original, first-hand perspectives, then anonymous brochure copy is weaker than a clear point of view. A founder page gives the domain a visible human source.

That is why I think more service businesses need a stronger founder proof layer, not just a prettier hero section.

If you want to see the kind of page this points toward, start here: Rish Sadh at Reidify.

2. Fresh original insight is becoming a visibility asset

Google is explicitly adding more ways to surface original content, firsthand perspectives, and preferred sources inside AI search. That favors websites that publish useful thought, not just static offer pages.

A quiet website can still be technically fine. But a website with a living source layer has more chances to become the page people choose, save, and revisit.

3. Proof pages now do more than convert humans

Testimonials, case snapshots, and founder context used to sit mostly in the conversion layer.

Now they also help answer a new question: why should this domain be trusted as a source in the first place?

That is especially relevant when AI Mode and AI Overviews are giving users more link choices and more diverse supporting pages.

4. Structure still wins

Google's guidance remains grounded: make important content available in text, keep internal links strong, and make sure structured data matches visible content.

So the new game is not "AI gimmicks."

It is clear structure plus visible authorship plus public proof.

What this means for founder websites

A founder website in 2026 needs at least four layers working together:

a clear offer layer
a founder trust layer
a proof layer
a fresh insight layer

That combination is what makes a small domain feel selectable.

If your website still reads like a static brochure, it may be technically searchable but strategically weak in AI search.

If it reads like a real source, it has a better chance of being the domain people click when Google highlights what they already trust.

If you want a reference point for the founder layer behind that shift, review Rish Sadh at Reidify.

AI Agents Raised the Bar for Founder Websites. They Now Need Action Paths.

reidify — Mon, 06 Jul 2026 06:57:04 +0000

Google's May 19, 2026 Search update made the direction harder to ignore: search is becoming more agentic, not just more conversational.

Cloudflare's 2026 agent-readiness and AI traffic updates point to the same shift from the website side. The web is no longer being read only by people and classic crawlers. It is increasingly being inspected by systems that want to compare options, extract steps, and decide what action comes next.

That changes the founder website brief.

A strong website still needs design, trust, and clear language. But now it also needs action paths a machine can follow without guessing.

In practice, that means five things:

The offer has to be explicit. A page should say who the business helps, what it does, and what the next step is.
Proof has to be connected. Founder context, testimonials, and service pages should reinforce each other instead of living in separate corners.
The next step has to be unambiguous. Book, enquire, review the service, or start an audit. Make the route obvious.
Public structure has to support extraction. Headings, links, page relationships, and direct definitions matter more when agents are summarizing the site.
The site needs review gates. If AI systems can act on your public information, founders need to know what the public layer is actually saying.

This is why Reidify treats AI-readiness as a systems problem, not a copy trick.

The site has to be good enough for a person to trust and structured enough for an agent to move through without inventing the missing pieces.

If that foundation is weak, more content only multiplies confusion.

A practical next step is to review the public structure behind your offer, proof, and next action through Reidify AI Plans: https://reidify.design/ai-plans

That page is the clearest view of how Reidify turns website clarity into workflow systems, AI command centres, and decision support that can actually hold up in this new environment.