Shubhanshi Aggarwal retweeted
Awesome page by Lonely Planet - their AI Policy legal page which details how they use AI content (or not)
I think more companies should have pages like this!
lonelyplanet.com/legal/ai-poâŚ
Shubhanshi Aggarwal retweeted
Since Google officially updated its docs on creating Helpful Content, lots of folks are talking about "Effort" (along with scaled content + fake author profiles - good!)
Googleâs definition of Effort isnât what most people think
Effort â work
In the age of low-effort, scaled AI content getting algorithmically decimated, understanding âhigh-effortâ is increasingly relevant to brands.
Most interestingly, the Google API leak exposed two data points that specifically reference Effort scoring:
1) contentEffort - LLM-based effort estimation for article pages
2) ugcDiscussionEffortScore - UGC page quality signals
Effort is not how much work you actually put into a page. Itâs more about the evidence of useful work that ends up on the final page.
High-effort pages typically contain at least some elements that AI or automation canât easily replicate, such as original facts (gained through your own experience) and unique perspectives/opinions.
I put all of this in a Substack recently, along with a template for auditing Content Effort
Shubhanshi Aggarwal retweeted
đ¤ The 10 Key Characteristics of (Long-Term) AI Search Winning Brands đ
What makes a brand consistently show up and get recommended across AI search platforms? After analyzing the patterns, these are the 10 characteristics that AI search winning brands share:
1. Accessible
AI systems can only cite what they can reach. If your content can't be crawled, retrieved, and parsed by AI platforms, nothing else matters.
2. Useful
AI systems tend to surface content that demonstrates clear utility beyond keyword relevance. If your content doesn't add genuine value, it is less likely to be surfaced.
3. Recognizable
The stronger and more consistently reinforced your entity is across the web, the more likely AI systems are to identify and represent your brand accurately.
4. Extractable
Your content needs to be organized in ways that machines can reuse, since many AI systems retrieve and process information in chunks. If your key insights are buried, they're unlikely to be surfaced.
5. Consistent
AI systems build confidence through repeated and aligned signals across sources. The same positioning, terminology, and brand facts need to appear across all your digital touchpoints: your site, third-party profiles, directories, social platforms, and earned media.
6. Corroborated
Independent sources need to validate your expertise and claims. Repeated references across credible sources strengthen the likelihood of inclusion.
7. Credible
Visibility in AI search is supported by real expertise, evidence, and trust signals, not just claims. Brands with consistently negative sentiment or weak trust signals may be less likely to be recommended.
8. Differentiated
If your positioning is indistinguishable from competitors, AI systems have fewer signals to select and represent your brand as a distinct recommendation.
9. Fresh
Important content needs to remain current and useful. Freshness can play a role in AI citation selection, particularly for time-sensitive or evolving topics, as many systems incorporate retrieval mechanisms that consider recency.
10. Transactable
For ecommerce brands specifically, product data needs to support AI-driven discovery, comparison, and, where supported, purchase flows.
Read more: aleydasolis.com/en/ai-searchâŚ
Shubhanshi Aggarwal retweeted
Known user "click" signals tracked by Google, and how they can drive SEO rankings + AI references
1) Impressions
2) Clicks
3) badClicks
4) goodClicks
5) lastLongestClicks
Shubhanshi Aggarwal retweeted
Today we released the March 2026 spam update. We'll update our ranking release history page when the rollout is complete: status.search.google.com/incâŚ
Shubhanshi Aggarwal retweeted
The biggest misconception about Airbnbâs famous transition away from performance marketing is that they went from 100% performance to 100% brand
They didnât.
They became more balanced.
After studying their transition, here are the 5 ideas you can apply in your biz as you navigate finding the ideal balance for your brand.
Why listen to Airbnb? They generated >$500M in profit in a single quarter and have maintained massive margins since shifting their strategy. Somethingâs working thatâs not simply tied to the âreturn to travel boomâ.
1) It's not "brand" OR "performance". It's a balance of "lasers" & "chandeliers"
Brian Chesky, CEO: âWe were spending a lot of money in performance marketing. I don't think performance marketing is a bad thing. I think of performance marketing as a laser, actually.â
âWe used to have this metaphor of lasers, flash bulbs and chandeliers. If you want to light up a room, performance marketing is a laser. It can light up a corner of a room. You don't want to use a bunch of lasers to light up an entire room - you should use a chandelier. And that's what brand marketing is.â
âBut if you do need to laser in and balance supply and demand, then performance marketing is really good.â
2) Brand marketing = Investment yielding accumulating advantages. Performance marketing = arbitrage seeking with eroding advantages.
âPerformance marketing, though, doesn't create very good accumulating advantages because it's not an investment.â
âNow if you want to build it permanently, like Booking . com if you have a really high ROI now, you can have a performance marketing arbitrage business.â
âBut assuming you don't want an arbitrage business, you actually need to be investing.â
3) Brand building isnât only talking about your values. Your product is just as central to the brand message, so tell people why itâs different and better.
âWe think of marketing as education, that we're educating people on the unique benefits.â
âA lot of companies don't do product marketing. They do brand marketing, which are ads about the app, or they do performance marketing. But they're never really educating people about new things they're making.â
4) Word of mouth > everything
âIt's a full funnel approach. And last year we got 600,000 articles written about us. So, people talk a lot about Airbnb.â - Chesky from a recent Earnings call
âWhen you invest in a brand, when your brand's a noun and a verb, and you have something unique, you get a lot of those benefits.â
â90% of our traffic remains direct or unpaid.â - Dave Stephenson, Chief Financial Officer, Airbnb
5) The single reason you invest in brand is to make more money
âChesky said that the brand would never again rely so heavily on performance marketing. And shortly after the decision to reallocate marketing spend, the company reported its most profitable fourth quarter on recordâ
- The Drum
#brand #marketing #airbnb #profitability
What If Weâve Been Measuring SEO Wrong All Along?, by @NickLeRoy open.substack.com/pub/seoforâŚ
Shubhanshi Aggarwal retweeted
#Bengaluruâs AI billboard now flashes your pending traffic challans in real time at Trinity Circle đŻ
Screen connected to cameras that scan your vehicleâs registration up to 100 meters away
Aims to promote responsible driving & road safety. Pilot supported by Cars24 & Bengaluru Traffic Police
Kudos to Bengaluru Traffic Police & Karnataka Govt for holding a mirror to rule-breakers!
I've never seen a more weird bank than @MyIndusIndBank, they activate your bank account after submitting the account closure form. Pathetic customer care service during and after closure too.
Unveiling the Twitter Shadowban: A Comprehensive Guide to Detection and Removal link.medium.com/mrYX2MybuGb
Do you remember when you joined X? I do! #MyXAnniversary #14years
Circleboom's Black Friday Deal is Live. Avai 50% off on all products and plans.
curiousblogger.com/circlebooâŚ
I just published The Rise of User-Generated Content: Harnessing the Power of Your Community medium.com/p/the-rise-of-useâŚ
Shubhanshi Aggarwal retweeted
OpenAI just released a free tool you can use to help determine if text is ChatGPT written or not.
Not always accurate, but it's a start.
Tried with ChatGPT text, modified ChatGPT text and also text I wrote but used ChatGPT to improve and it did well.
platform.openai.com/ai-text-âŚ
Shubhanshi Aggarwal retweeted
Here we go.
"Microsoft is preparing to launch a version of its Bing search engine that uses the artificial intelligence behind ChatGPT to answer some search queries rather than just showing a list of links."
theinformation.com/articles/âŚ
Shubhanshi Aggarwal retweeted
Marketing is applied psychology.
Every tweet. Every ad. Every word.
The best marketers are students of psychology and use it regularly.
Grab a coffee, save this thread and dive in đ§ľ
Here are some of the most interesting applications of psychology in marketing:
Shubhanshi Aggarwal retweeted
This is not aging well...again.
@Bessian Actually, we try to minimize major updates right before the holidays.


























