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Janaina Barreto-Romero
April 30, 2026
Marketing & SEO
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AI Search Reality Check: Making Sense of Change with Imperfect Signals
Janaina Barreto-Romero
April 30, 2026
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Transcript
AI Search Reality Check: Making Sense of Change with Imperfect
Signals Janaina Barreto-Romero Oncrawl Speakerdeck.com/janainabr
We are in a discovery phase, and it’s been uncomfortable.
We’ve all been dealt a specific hand and that’s the
game. ? ? ? ?
You can’t see all the cards. Nobody can.
You can’t see all the cards. Nobody can. Traffic is
down 2 ♠ 2 ♠
You can’t see all the cards. Nobody can. Traffic is
down 2 ♠ 2 ♠ Attribution is unclear 7 ♥ 7 ♥
You can’t see all the cards. Nobody can. Traffic is
down 2 ♠ 2 ♠ Attribution is unclear 7 ♥ 7 ♥ Unproven tools 5 ♣ 5 ♣
Not everyone has a Royal Flush. Impressions stable (for now).
Clicks down. Sessions falling. And your exec needs an answer now. A ♦ A ♦ ♦
You don’t know what you don’t know.
The Noise
♠ ♥ ♦ ♣ SEO is dead ☠
♠ ♥ ♦ ♣ AEO/GEO is everything
♠ ♥ ♦ ♣ LinkedIn says: “This is how it
actually works!”
♠ ♥ ♦ ♣ Click here for my $100K a
month revenue generating AI strategy $$$
Half the table is bluffing.
The Truth
♠ ♥ ♦ ♣ LLMs introduced a new channel of
discovery →
♠ ♥ ♦ ♣ Serp real estate is shrinking.
♠ ♥ ♦ ♣ Traffic that used to reach your
pages is resolved at the SERP level.
♠ ♥ ♦ ♣ There’s a new way for content
to be found. That's an opportunity.
♠ ♥ ♦ ♣ There are new bots to investigate
→
♠ ♥ ♣ ♠ ChatGPT-User ♠ OAI-Searchbot ♠ Perplexity-User ♠
Claude User ♠ DuckAssistBot ♠ CCBot ♠ MistralAI-User And the list goes on… ♦
♠ ♥ ♦ ♣ Crawlability still matters →
♠ ♥ ♦ ♣ If a bot can't reach your
page, it can't cite it.
♠ ♥ ♦ ♣ That same technical fundamentals that apply
in traditional search matter for LLMs.
♠ ♥ ♦ ♣ Indexability still matters (to an extent)
→
♠ ♥ ♦ ♣ LLMs do rely on search index
for retrieval, it’s one of it’s sources.
♠ ♥ ♦ ♣ Adaptability as an SEO is key
→
♠ ♥ ♦ ♣ You need to be testing.
♠ ♥ ♦ ♣ You have to let go of
the old measurement rules.
♠ ♥ ♦ ♣ Not playing is a risk, start
now even small.
Reading Your Hand
A good player doesn't need a perfect hand. They need
to know exactly what they're holding.
Play the cards in your hand A ♠ ♠ Log
file data K ♥ ♥ Query fan-out Q ♦ ♦ Brand presence J ♣ ♣ Technical debt 10 ♠ ♠ Revenue alignment
♠ ♥ ♦ ♣ Clicks are down. Is revenue?
♠ ♥ ♦ ♣ Practical check for revenue. Keep it
simple.
♠ ♥ ♦ ♣ 10 ♠ Use your tool of
choice to visualize 10 ♠
♠ ♥ ♦ ♣ K ♥ Ingest revenue and traffic
data K ♥ 10 ♠ Use your tool of choice to visualize 10 ♠
♠ ♥ ♦ ♣ A ♠ Cross analyze of traffic
and revenue on important pages A ♠ K ♥ Ingest revenue and traffic data K ♥ 10 ♠ Use your tool of choice to visualize 10 ♠
♠ ♥ ♦ ♣ Technical debt is a visibility risk.
♠ ♥ ♦ ♣ Practical questions to address technical blockers.
♠ ♥ ♦ ♣ A ♠ What's blocking AI visibility
right now? A ♠ K ♥ Are your key pages readable to AI bots? K ♥ 10 ♠ Are your key pages crawlable to AI bots? 10 ♠
♠ ♥ ♦ ♣ Brand Presence What are people saying
about you? What are LLM’s saying about? What are you saying about yourself?
None
♠ ♥ ♦ ♣ Sentiment Check K ♥ Test with
search enabled K ♥ 10 ♠ Test the model training data 10 ♠
♠ ♥ ♦ ♣ Prompt LLM Brand Mentioned Sources cited
Sentiment ChatGPT Perplexity Gemini Sentiment Check
♠ ♥ ♦ ♣ Why Does Query Fan Out Even
Matter?
♠ ♥ ♦ ♣ QFO: Content Audit A ♠ Use
an LLMs to analyze your content A ♠ K ♥ Run manual checks across multiple LLMs K ♥ 10 ♠ Investigate the fan-out 10 ♠
♠ ♥ ♦ ♣ Log Files
♠ ♥ ♦ ♣ Log Files Bytes
♠ ♥ ♦ ♣ User bots
♠ ♥ ♦ ♣ Log Files
♠ ♥ ♦ ♣ Log Files
Go All In
You go all in on the best information available.
♠ ♥ ♦ ♣ B2B Client Case →
♠ ♥ ♦ ♣ Client saw a 25% drop in
traffic
♠ ♥ ♦ ♣ Execs wanted to know what was
happening
A ♠ ♠ Log file data K ♥ ♥ Revenue
alignment Q ♦ ♦ Query fan-out J ♣ ♣ Brand Presence 10 ♠ ♠ Technical Debt What cards did they have?
K ♥ ♥ Revenue alignment Revenue positioning was a strong
positioning with execs
Prioritised technical fixes 10 ♠ ♠ Technical Debt
A A The results → The traffic that left wasn’t
the traffic that mattered. → The traffic was more qualified. → Showed execs there was no dip in revenue. B2B Client Case A ♦ A ♦ ♦
You don’t need to fold.
♠ ♥ ♣ Scan to connect linkedin.com/in/janaina-br/ THANK YOU! 10
♠ Book a demo if you want to learn more! 10 ♠