I'll go first.

Someone told me: "Just be consistent. Post every day. The algorithm rewards consistency."

So I did.

For six months, I posted every single day. Sometimes at 7am. Sometimes at 10pm. Weekends included. I wrote about our product, our features, our roadmap. I followed all the "best practices" hook in the first line, three takeaways, call to action at the end.

Six months ago, we ran an experiment with our own data.

At Rankfender, we tracked 5 of our own competitors across 8 AI systems. We log their share of voice, citation velocity, content gaps, platform variance. Months of raw numbers sitting in a dashboard.

I pulled 6 months of data and fed it into Claude. One question: "Based on this, who is most likely to overtake us in the next 6 months? Show your work. Use the data. Don't summarize. Give me the numbers."

The answer changed how I think about competition.

The classic "ten blue links" era is officially over. Since July 10, 2026, Google has fundamentally changed its search interface. Gemini 3.5 Flash now delivers AI-generated answers by default, largely displacing the traditional list of links. The layout now includes a visual marker, and users must actively scroll further to reach the traditional results page.

A structural shift in search

The central question has shifted from "Who ranks as a click target?" to "Who provides data and context that appears in synthetic answers?". Google is no longer just a referral engine; it is increasingly the final destination for information.

The data is already in

I run paid ads. But I have been building automations with Claude Code. You describe what you want in plain English. It writes the code.

Here is what I actually use it for.

1. Full account audits in minutes. Feed it raw data. Get a client-ready brief back.

2. Automated weekly client reports. Pulls data, builds tables, emails it I do not touch a thing.

Yes, backlinks are still one of the strongest signals Google uses to judge whether a page deserves to rank. For competitive commercial queries, they remain one of the clearest ways to separate two pages with similar content.

But the math changed.

In the age of AI search, backlinks influence visibility differently. They act on the retrieval layer the live search index that grounds AI answers rather than the model's frozen training weights. That split explains why studies measuring pure ChatGPT answers sometimes find links matter less, while studies measuring AI Overviews or Perplexity find they still matter.

The shift in 2026:

Generative AI made mass content production cheap. Many brands thought they had found a content cheat code. Spin up thousands of pages overnight, vacuum up search traffic, and watch organic revenue climb.

Instead, a quiet crisis is playing out across enterprise SEO. Aggressive programmatic AI initiatives are stalling, collapsing, or triggering manual penalties.

This is not happening because Google hates AI content. It happens because these initiatives break the foundational mechanics of Google's crawl ecosystem, indexing thresholds, and quality controls.

Google does not have infinite infrastructure.

I'll start.

Supabase. Found it here three years ago. Thought it was just another backend. Now I can't imagine building without it.

Here's what it does for us at Rankfender:

Auth that doesn't make you crazy. We have users across 120+ countries. Supabase handles sign-ups, logins, password resets, magic links, OAuth with Google and GitHub. It just works. We didn't have to build any of it.

I will go first.

The meeting where everyone nods and no one disagrees.

Not because they agree. Because they have checked out. They do not think their opinion matters. They have stopped investing.

That silence is louder than any argument.

Saw a post this week from someone in the industry. They said they've been an SEO for eight years, and lately, they feel like any junior with an AI agent can match their output. The post got huge. A lot of people quietly feel the same .

It hit a nerve. Because the shift has been real. And fast.

What's changed

For twenty years, SEO was about keywords, rankings, and links. You optimized pages for a search engine, you built backlinks, you climbed the SERPs. That was the job .

I will go first.

"Do you do backlinks?"

Every week. Sometimes every day. From prospects. From agencies. From people who read one SEO blog post from 2018.

Backlinks are not the problem. Backlinks are a solution to a problem that has changed.