🔍 A redesign sped up a client’s product pages but dropped their structured data: no price, ratings or availability.
The AI Visibility Monitor flagged it the next morning. Fixed same day. ⚡
eu1.hubs.ly/H0zFZrq0 #AIVisibility
We benchmarked resolve() against Google.
Then we published where we lose.
F1 on VoxEL (1,005 mentions, 5 languages):
resolve() 92.1
Google 89.9
First search hit 75.5 Google wins in German.
Misses included 👇 eu1.hubs.ly/H0zjz3j0
WordLift retweeted
Thanks, @dejanseo. Like much of your work, this made me think about how System 1 and System 2 work together.
What if we supplied the meanings first?
42 can be an integer or Deep Thought’s answer. Define both in a vocabulary.
Ground the meaning with resolve().
Then reason.
Oh, so you asked an LLM for its favourite number and based on their training data it's 7? Well it's a little more nuanced than that: dejan.ai/favourites/
AI Search isn't just about pages. It's about entities. When your brand is ambiguous or wrongly linked, AI can't trust it, cite it, or recommend it.
How we fix it with knowledge graphs and resolve()
👇 eu1.hubs.ly/H0zsKQT0
The full landscape: community.startuptalky.com/d…
WordLift retweeted
A fantastic, must-read piece from @gfiorelli1 going through recent debates about the value of AI search ... beyond referral traffic and conversions, it's about marketing 👇
"...we risk confusing the final economic purpose of marketing with the different mechanisms through which marketing creates value... A marketing activity can contribute to future commercial results without being the channel through which the final transaction occurs. This is neither a radical proposition nor an attempt to justify spending money on an emerging technology. It is one of the basic principles of marketing."
A few key topics addressed:
* If conversions are the only metric, should we cancel the podcasts too?
* Search has never been exclusively about capturing demand
* AI Search visibility is not the objective. Relevant brand associations are.
* What about the agentic future?
* What this changes in practical SEO strategy
Read it here: iloveseo.net/dear-seos-we-mu…
Which Jaguar? 🐆
In our live demo, a search agent files a jaguar swimming in the Amazon under car news. resolve() checks the evidence first. Not enough? No guess.
Now on Product Hunt. An upvote helps eu1.hubs.ly/H0zjyGL0
#EntityResolution #AIAgents #KnowledgeGraph
WordLift retweeted
General-purpose neuro-symbolic entity grounding engine: Resolve
👇👇
wordlift.io/resolve/
Entity linking has two jobs: finding mentions and figuring out what they actually mean.
On the multilingual VoxEL benchmark, resolve() leads on disambiguation while Google still leads on mention detection.
Good AI infrastructure starts with honest benchmarks 👇👇
Replying to @cyberandy
We benchmarked resolve() against Google, Dandelion, Entity-Fishing and Wikidata search on VoxEL, a public news benchmark in 5 languages.
Given the mentions: 884 of 1,005 right, the most of any system. Finding names on its own: Google still wins.
wordlift.io/blog/en/entity-l…
WordLift retweeted
It's a real honor to have @GiordMarco96 here in Rome. Always liked his data-cetered approach. Today, we're going to discuss AI automation at scale specifically for SEO.
WordLift retweeted
Try it on your own text. Three live agent demos, no sign-up:
wordlift.io/resolve/demos/
Free key for individual developers: 1,000 credits a month.
It's a beta, so tell us where it breaks.
We're on @ProductHunt today: producthunt.com/products/res…
WordLift retweeted
A jaguar swam through the Amazon rainforest.
A search-based agent filed it under automotive news.
It took the first search hit for "jaguar": Jaguar Cars.
Today resolve() enters public beta: an API that tells your agent which thing a name refers to, or says it doesn't know.
WordLift retweeted
Today @wordliftit takes the stage at the PLAI Impact Conference 2026 with @gruppomondadori 💫
WordLift retweeted
28 days of Agent WordLift inside our Slack (internal only):
→ 438 requests handled
→ 203 deep analyses
→ 98.4% completed without error
→ 13 people across 26 channels
Real client work. No training rollout.
Show me your logs.
🤖 Made with AI
Google's Universal Commerce Protocol (UCP) is expanding into the travel and lodging sector 👇👇
Replying to @cyberandy
I ran my first end to end test and wrote about it here 👉 wordlift.io/blog/en/ucp-lodg…
For anyone operating in the travel industry, this is the right time to learn quickly what your core entities are and which actions you’re ready to hand over to AI agents.
WordLift retweeted
Some interesting updates on the video structured data front 👇👇
Google video structured data adds creator property and updates interactionStatistic
seroundtable.com/google-vide…
2 weeks left to submit to #CDL26 ⏳
Ontologies aren't just formal artifacts, they're runtime structures for AI agents to retrieve, validate & act without losing meaning. At @WordLift this is what we build.
Deadline: 31 Aug 👉eu1.hubs.ly/H0wsjmF0
#CDL26 #Ontology #AgenticAI"
Your CEO doesn't care that you moved from position 6 to 3. They care why marketing deserves another quarter of budget. Leadership funds outcomes, not rankings.
Full breakdown 👉 eu1.hubs.ly/H0xfVmb0
#SEO #AIVisibility #MarketingROI





















