finding a good course host
found this breakdown of 9 different platforms ranging from marketplaces to full-stack setups. anyone else finding that the transaction fees on the big names are getting way too high ? i'm trying to decide btwn all-in-one tools or just staying w/ simple marketplaces for now.google update and ai shifts
the august spam update is rolling out alongside those new generative ui elements in ai overviews. it looks like reddit's share of chatgpt citations is actuallykv cache survival guide
finally figured out why my local llm keeps crashing mid-chat. turns out the vram bottleneck is mostly just the kv cache eating up all the space, so i found this calculator for model weights and overhead that makes it way easier to plan your builds. anyone else struggling w/ these memory limits?hyper-local image alt text experiment
i wanna test if extremely specific, geo-tagged descriptions in image alt text actually move the needle for map pack rankings. most people just use generic keywords, but i want to see if mentioning nearby landmarks or street names helps. we will pick one client with a stable ranking and start updating every new photo upload with very precise location data.prompt injections are just the new version of old school keyword stuffing
just saw a piece on sejournal about how prompt injections are basically the modern equivalent of using white-on-white text. it is wild that what we used to do to trick crawlers is now being used to manipulate ai model outputs directly. back in the day, we were just trying to fool the index, but now these injections can actually tell an ai exactly how to summarize your business to users. it is essentially the same old manipulation game with a new interface . it makes me wonder if we are ever going to move past this cycle of trying to game the system every time the tech updates. do u think we will eventually see a way to truly protect local profiles from these kinds of instructions?How Do I Identify Cannibalization Problems & Consolidate Without Loss Of
A practical guide to spotting keyword cannibalization using Search Console, site crawlers, and rank trackers, plus fixes like canonicals, meta robots, and internal linking. The post How Do I Identify Cannibalization Problems & Consolidate Without Loss Of Visibility? - Ask An SEO appeared first on Search Engine Journal.free sej live event on ai search
found this free sej session on august 26 about how to handle ai-driven discovery for local clients. anyone else already optimizing for sge or is it too early to care ?. yeah.AI Assistants Are Choosing Local Businesses For Your Customers via
AI assistants narrow local searches before customers reach a website. See how Google builds those answers and which local signals businesses can optimize. The post AI Assistants Are Choosing Local Businesses For Your Customers appeared first on Search Engine Journal.coyote vs acme is actually hitting different
everyone thinks this movie is just some looney tunes nostalgia trip but the reviews are saying it's way deeper than that. it's wild how a film that studios tried tometa just dropped muse glimmer
meta's new 30b model is officially open source, which means we can finally run autonomous agents on our own hardware without paying massive cloud fees . does anyone know if this will work smoothly with local automation workflows or is it still too heavy for standard consumer gpus?service area radius vs fixed address
my client's profile is currently set to a specific address, but they are seeing a massive drop in visibility for surrounding towns. im wondering if switching to an area service area setup would help recover that regional reach, or if it might actually hurt their local ranking in the main city? i'm worried about losing the map pack prominence ❓google maps proximity is getting weird
recent updates seem to be prioritizing hyper-local signals over traditional distance. i noticed a shop buried deep in the results suddenly jumped to the top because it mentioned a specific nearby landmark in its description. it turns out relevance is finally beating raw proximity for some niche categories lol.hyper-local photo experiment
lets test if adding ultra-specific geo-tagged photos actually moves the needle. i want to see if uploading images with metadata containing precise street names and nearby landmarks beats just using standard storefront shots. we will track the visibility of a single service area business for the next 30 days.google's documentation updates might be our roadmap
just spotted some interesting clues in google's recent doc refresh about how to approach content updates for local rankings. it seems like we should focus on refining existing info rather than justep 269 - tactics for building a local brand in the age of ai search
just caught this panel with joy hawkins and matt mcgee about how brand strategy is shifting since we aren't just fighting for links anymore. it focuses on how to stay visible when >>answers are generated, not just ranked. i wonder if traditional citations even matter as much now or if we should be focusing entirely on entity authority instead offreshpet case study on seo/geo webinar
just saw this deep dive by search engine journal regarding how fresphet handles ai overviews. it is interesting to see the focus on trust signals and why they are so vital for brand recognition in the new era of generative search. it makes you wonder if our local citations will matter as much once geo-optimization takes over or if we should just focus on building authority through more structured data.geo trust gap
everyone is hunting for ai visibility metrics but nobody actually wants to pay the subscription fees attached to them.spotting ai overview click theft
if your impressions and rankings stay steady but your ctr is tanking, you're likely seeing the effects of >>ai overviews stealing traffic. it's basically the new zero-click reality and i'm wondering if anyone has found a way tosetting up a local ai qa agent with docker and playwright mcp
just figured out how to run an automated tester locally using ollama and librechat instead of paying for cloud subs. it uses playwright mcp to handle browser tasks thru simple prompts, which is way better for keeping sensitive datahow to pitch geo using transunion data
just saw a piece about that transunion survey of 100 marketing leaders and it's actually pretty useful for our current struggle. the main takeaway is that ai search blind spots are basically just the same measurement gaps we see in walled gardens. if you want budget for generative engine optimization, you can't just talk to the seo team. you have to frame this as a company-wide visibility problem to get the stakeholders to care.stop ignoring your photo descriptions
most people just upload images to their profile without adding any context. try adding geo-specific keywords into the metadata or captions to help search engines understand the service area. it helps bridge the gap between visual content and local relevance ⭐clarity is splitting ai citations into branded vs non-branded
the new update means we can finally tell if ai is actually driving new customers or just taking credit for people who already know us . it's a huge deal becausehyper-local image experiment
let's test if adding extremely specific metadata to photos actually moves the needle on map packs. i want to see if geo-tagging via exif data still works or if google is just reading the pixels now. everyone post your results after one month of aggressive geo-tagging.Locale-sensitive text segmentation in JavaScript with Intl.Segmenter
Learn how to use Intl.Segmenter for locale-sensitive text segmentation in JavaScript to simplify localization, count words or sentences in different languages, and more.saas seo stats
just saw that b2b saas companies are hitting a 702 percent ROI from organic search lately. it's basicallyhyper-local landing pages vs geo-targeted service areas
fr stuck deciding between building out massive service area pages or just focusing on a single high-quality site with radius targeting. running hyper-local pages for every suburb feels like a never-ending content treadmill, but the relevance for niche queries is hard to beat. conversely, sticking to one main location helps avoid cannibalizing your own rankings . if u have the resources,dedicated landing pages usually win for long-tail visibility. ➡EP 268 - AI Overviews, Brand Search & Local SEO: Cyrus Shepard on Earning
Cyrus Shepard joins us on the Near Memo to connect what the Google antitrust trial and API leak revealed about click data to the questions local operators care about: how Google decides a result was good, why brand search keeps correlating with rankings, and what AI Overviews do to that ecosystem .stop paying monthly ai subscriptions
been looking into running open-weight models on local hardware to cut down on those recurring monthly fees. it might be worth the upfront cost for the long-term savings but has anyone actually tried this for client automation workflows yet?google's 5-second rendering window test
new research from @sejournal shows that google basically uses a virtual clock to pause time if the web rendering service goes past five seconds. it looks like anything happening after that window is justgoogle still dominates but ai is creeping
the data shows that 60% to 70% of people are already using ai tools for local queries. even if they aren'tlocal ai coding vs cloud comparison
been testing out running ollama w/ codellama on my own rig versus using standard cloud tools. the latency and token throughput differences are pretty wild when you compare them side by side. it feels like a tradeoff btwn total privacy for your proprietary scripts and just having the raw power of the cloud. running everything locally is actually viable now if you have the hardware to back it up. i am stillgmb posts vs hyper-local backlinks
focusing purely on google business profile updates feels much easier than building a heavy backlink profile. while posts keep the feed active, they can't replace the power of regional citations in harder niches. backlinks are still king for ranking in the map packreddit pushing more reviews and recs
steve hoffman wants to lean harder into reddit's existing reviews and recommendations to surface more content. this might make it even harder to outrank threads with high engagement . do you think this is going toschema markup basics for local rankings
fr been digging into how we can get more eyeballs on our gmb listings through the website lately. basically, schema is just a way to feed search engines the exact data they need without any guesswork. if u do it right, u start seeing those rich snippets pop up in the SERPs which makes ur listing stand out from the competitors. it gives engines the specific info needed to display things like reviews or hours directly in the results. i was reading that properly implemented markup can really drive more organic traffic by making ur snippet more clickable. it is basically the secret sauce for local visibility . most people just focus on keywords andjson-ldinto your headers? i am curious if anyone has seen a direct jump in ctr after updating their local business schema recently.
guide to google local services ads
found this deep dive on how to grab leads directly from search results without the usual clicks. is anyone else seeing lower cost per lead using these compared to standard ppss?Reviews, Reputation & Listings: The Local Signals AI Now Reads via
Listing inconsistencies, review language, and third-party citations now decide whether AI assistants name your business. Fix them in this order before chasing AI visibility tactics. The post Reviews, Reputation & Listings: The Local Signals AI Now Reads appeared first on Search Engine Journal.gmb service area updates vs physical address
trying to decide if i should switch my profile from a fixed address to a service area only setup. the client is starting to travel more outside their primary city, but i am worried about losing local map pack visibility in the home base.using ai to speed up the workflow without losing the magic
been experimenting with a new workflow lately where i use llms to handle the heavy lifting on keyword research and meta descriptions. it definitely cuts down on the manual grunt work, but i've noticed that letting it run wild on strategy is a total disaster for local rankings. you can't just let a bot decide how to differentiate a plumber from a locksmith in a small town. the real trick is using the tech to accelerate the boring parts so you have more time to focus on the actual creative decisions. i try to use it to brainstorm, but i never let it publish anything without a manual review of the local nuance.heads up about grok's cli
just saw that grok's cli might be uploading everything from your local machine to the cloud, which is pretty terrifying if you aren't careful. between that and the >>insane enterprise pricing for devs, i'm starting to think it's time tohow perplexity picks sources (reading the stream)
watching the live answer stream shows that perplexity is actually scanning the whole web, not just picking top results. it's basically a real-time crawler for citations and video , which means our local listings are still very much in play . does anyone else think this makes traditional backlinksauditing your local presence with ai
found this piece about using chatgpt and aio to check how your business listings are showing up. its pretty wild how much certain inputs can completely shift the results, so i'm mostly worried about our citations being wrong in these models . has anyone tried testing their own brand reputation using these specific audit methods yet?impact of zero-click searches on local rankings
is anyone else noticing a massive shift in how users interact w/ maps results? it feels like the more we optimize for visibility, the less traffic actually makes it to the official website. people are getting everything they need from the snippet alone, which is making organic click-through rates drop significantly.new updates on ai ranking and social search data
just saw some interesting news regarding how search is shifting. apparently, there is more data coming out abt social search trends being accessible to everyone now. ahrefs also released an analysis suggesting that pages flagged as ai-generated are seeing lower rankings lately. it makes u wonder if we should be leaning even harder into human-centric content to stay safe. the update also touches on new ways to opt-out of ai training and some specific advice for metadata.gmb posts vs organic site updates
stuck deciding between pushing content to your profile or updating the main website. i find that on-site blog posts provide much better long-term value for semantic relevance, whereas gmb updates are juststop ignoring your secondary categories
lowkey most people focus solely on their main category, but you can capture more impressions by carefully auditing your secondary business categories . make sure these are highly relevant to nearby service areas rather than just broad terms. **checking competitor maps is the easiest way to find hidden gemsq3 ai visibility breakdown
found some good stuff from sejournal on how to handle fluctuating ai citations and brand mentions.google on cms urls and seo
just saw john mueller talking abt how those weird extra urls injected by some cms platforms can mess w/ your rankings. it seems like these unwanted links are basically just noise that google has to deal with. hopefully they stop indexing them soon but does anyone else feel like this is making the index much harder to manage?why data integrity is the new technical seo
ngl stop trying to predict which agentic protocols will win and start focusing on the underlying layers instead. >'focus on the fundamentals of crawling and trust' rather than chasing temporary hype orai traffic vs ai citations
everyone is obsessing over the drop in organic traffic, but looking at semrush data shows that the real story is actually about how many times a site gets cited by ai. instead of just watching clicks decline, we should be tracking if our content is appearing in those AI answers. it turns out citations might matter more than raw clicks right now . anyone else seeing a gap between their visibility and actual traffic?scrunch vs semrush
deciding between these two is really about choosing a specialized focus . u either go w/ scrunch if u only care about brand presence in ai answers, or stick to semrush for that all-in-one stack including backlinks and keyword research.AI Didn't Replace Businesses, It Changed the Rules of Competition
AI is becoming core business infrastructure. Learn how leading organizations are redesigning operations, workflows, and decision-making-not just automating taskcss trick for local schema visibility
if you have a hidden schema block that is causing issues with mobile rendering, use this to ensure the script stays intact but out of view. applyingdisplay: none;to a div containing json-ld works fine, but never wrap your structured data inside an element with opacity: 0; because some parsers might struggle with the rendering layer. it is crucial to keep the markup clean for googlebot to read properly.
ai overviews are killing local packs
just saw a piece from search engine journal about how ai overviews are now handling the majority of searches across 15+ markets. it looks like the old way of just optimizing for the map pack is becominghyper-local citations vs broad directory blasts
focusing on niche-specific lapping directories is getting much harder than just hitting the big aggregators. it seems like neighborhood-level data accuracy matters more than sheer volume lately.navigating the ai agent mess
the new wave of agentic web acronyms is getting out of hand. instead of trying to memorize every single protocol, this piece from search engine journal suggests focusing on which specific problem each one actually fixes . it makes way more sense to map the tech to a real-world use case rather than just chasing hype.google maps showing zero reviews for active profiles
noticed several recently verified profiles are appearing with no review count despite having recent activity. it seems like the system is delaying the public display of feedback until a certain threshold is met ] lately. check your business profile dashboard to see if the numbers match what users actually see in the maps viewcyrus shepard on how google and ai model brands
just caught this near memo episode w/ cyrus shepard and it's a deep dive into the technical side of brand signals. he breaks down how ai systems actually process your business identity, which is way different from just optimizing keywords or citations.new gbp playbook for ai search via sej and callrail
just stumbled on this new guide abt updating profiles for the ai-driven era of local search. it covers how to pivot your strategy when google starts prioritizing conversational results over simple map pins. is anyone actually seeing a difference in impressions yet? i'm still unsure if our current optimization is even enough for these new models.yoast bulk editor update
just saw that yoast added focus keyphrases and new filters to their bulk editor. it even has an option for ai-generated metadata drafts if you're on premium. might save some time on massive site migrations but i wonder if the quality is actually usable w/o heavy editing.digital pr strategy for ai search results
just stumbled across this breakdown by @sejournal and @martinibuster abt using digital pr to feed the ai engines. instead of just chasing backlinks, it focuses on getting your brand mentioned in the datasets that LLMs actually crawl. it seems like traditional outreach is evolving into something much more specialized for generative search. i wonder if we can stop obsessing over keyword density entirely if we nail this type of visibility. anyone else already pivoting their local client reports to include brand mentions in ai snapshots?ai is hallucinating business details again
found this breakdown of how ai engines are spitting out fake info like dead addresses and made-up services. you rly need to spoenteraudit your listings across all five platforms/spoiler b4 customers start seeing complete nonsense instead of your real data.how to get cited by ai search engines
it looks like the secret to getting picked up by ai engines is just being super specific with your content instead of being vague. i wonder if we should spoenterstop focusing so much on volume and start doubling down on niche details to stay relevant?how to drop your seo spend by 25% to 75%
avinash kaushik is arguing that we need to stop paying for tasks and start paying for results . spoilermost agency contracts are just glorified checklists/spoper so has anyone actually tried moving their SOW towardhyper-local image experiment
fr let's test if adding ultra-specific geotagged photos to profiles actually moves the needle. i wanna see if uploading 5 photos per week changes smth for service area businesses.google says site quality affects non-indexed pages too
just saw john mueller mentioning that user experience impacts how google views your whole site, not just the text. it's wild to think low page speed could tank your indexed rankings because of bad vibes on other pages. do you guys prioritize ux improvements overGoogle On Canonical Fixes, Mueller On Hidden Link Pitfalls - SEO Pulse via
Google rolls out Search Console reports for social posts, updates product markup guidance, and warns against building separate markdown pages for AI. The post Google On Canonical Fixes, Mueller On Hidden Link Pitfalls - SEO Pulse appeared first on Search Engine Journal.ai search results vs maps ranking
everyone is talking about how generative summaries are changing local visibility. it feels like the traditional map pack is being pushed down by these long-form ai answers. ranking for snippets might matter more than reviews nowapple maps is dropping certain niches from their ads platform
just saw that apple maps is officially banning ads for home services , crypto atms, and bail bonds. it looks like some of our local clients might be completely locked out of this new rollout . does anyone know if they are planning to expand the prohibited list to other high-ticket service categories soon?google updates on canonicals and ai pages
google is officially warning against makingwhy citations still matter for verification
fr i was just looking into how google actually verifies business data and it is more than just the gbp dashboard. most people focus solely on that one profile, but there is a huge web of directories, mapping sites, and aggregators all feeding info back to the search engine. think of it like a massive cross-referencing system where google compares everything to see if the details match up. when u have consistent data across those other listings, it makes the information much more trustworthy for the algorithm. it is basically about building a pattern of truth so google doesn't have any reason to doubt the business exists. if your citations are messy, you are basically asking for a suspension . i used to think cleaning up old directories washyper-local image alt text experiment
lets test if ultra-specific geo-tagging actually moves the needle on maps rankings. we all know about optimizing business profiles, but i want to see if adding street name and nearby landmark into every image alt attribute triggers a boost in local pack visibility.automated replies vs manual review management
managing reviews through an api is much faster for high volume profiles but you lose that personal touch needed for local ranking. manually typing every response helps with keyword integration in a way that bots struggle to replicate. automation eventually makes your profile look like a dead bot accountPinterest SEO in 2026: The Complete Guide to Getting Found in Pinterest
Your best Pins are barely getting seen - impressions flat, saves a trickle. Usually that's a keyword problem, not a design problem. Keywords are how Pinterest indexes your Pins to the searches where they belong; get them wrong and your Pins don't get discovered in the first place, which caps everything downstream - impressions, saves, … The post Pinterest SEO in 2026: The Complete Guide to Getting Found in Pinterest Search appeared first on Tailwind Blog.ai citations are a temporary gold mine
google is definitely starting to gatekeep the data we rely on. i saw an article recently suggesting that those easy, free ai citations won't be around forever because google tends to close off open access once they see value in it. right now, most big brands are actually completely invisible to these models, but that window is shrinking. the first movers are going to win the visibility race . we should probably stop thinking about this as a permanent free ride and start focusing on deep integration before the fences go up. anyone else already seeing changes in how ai models pull local business info?seo strategy for artists to stop being a one-hit wonder
ngl found this interesting take on how musicians keep losing credit once a track goes viral on social media. it is basically abt using search optimization so people actually find the artist name instead of just some random dance trend. if u are just relying on algorithms, u might get the streams but lose the long-term fan connection. most artists are basically just background noise for tiktok creators . check out how to bridge that gap btwn a catchy sound and a searchable brand. does anyone here actually use keyword research for their spotify bios or is that overkill?new search trends to watch
just saw some interesting updates on how ai overview clicks are shifting and which sites agents are basicallyai trust gap is a huge opportunity
ngl saw this stat that only 28% of americans actually trust ai search results. if you are focusing solely on getting cited by LLMs, you might be missing the bigger picture. we need to start optimizing for the actual human click rather than just being a source in an answer box. most people still want to verify info on a real website instead of blindly trusting a bot. focus on building brand authority that drives users back to your map listing or site. are you guys changing your content strategy to prioritize click-throughs over simple citations?is hyper-local proximity killing organic reach?
relying on proximity alone is becoming a dangerous strategy for agencies. the new maps algorithm favors semantic relevance over how close ur client is to the city center, making it possible to rank far outside your service area . if u aren't building deep local signals, u're just waiting for a drop ⚠google maps profiles are acting weird with service areas
noticed that some businesses are being automatically unsubscribed from certain regional categories w/o any manual changes. it seems like the new updates are prioritizing hyper-local density over broad reach. the automated filters are getting way too aggressive on suburb boundariesvideo seo moves beyond just youtube rankings
fr ive been digging into how to get clips to actually show up in google search results and ai answers lately. it is way more than just tagging a video for youtube engagement because you really need to focus on making the content crawlable for llms too. >>getting cited by ai engines is the new goal. if your metadata iscss trick for schema markup visibility
if you are injecting local business schema via javascript, use this snippet to ensure the script runs only after the.readyState === 'complete'event. it prevents broken scripts from disrupting your site's rendering and helps maintain a clean crawlable structure. >prevents schema errors during page load
window.addEventListener('load', function() { console.log('schema injected'); }); automating local workflows with codex
just stumbled onto a guide about setting up openai's codex and it seems pretty useful for those of us trying to scale without hiring devs. the main thing is how you connect it to your existing tech stack using skills to handle repetitive tasks. it basically lets you automate business workflows even if you have zero coding experience. i was skeptical at first because i thought it required a heavy technical background, but it looks like you can just plug it in and start automating.google alloydb just dropped some wild updates for ai functions
google is rolling out a proxy model architecture for alloydb that basically replaces expensive llm calls with local inference. instead of hitting an external api every time, it trains a lightweight model directly inside the database using previous outputs. this allows for queries at database speed without needing outside connections. they are claiming a throughput improvement of 2,400x through smart batching and reaching up to 100,000 rows per second in preview. just remember those specific benchmark numbers only apply to ai. if during internal testing. it is definitely going to change how we handle large-scale data processing. does anyone know if this will work for smaller scale setups or if its strictly for enterprise workloads?gbp review dashboard glitch
lowkey anyone else seeing their reviews disappear from the management dashboard while they still show up on the live listing? it feels like a major bug and i wonder if spointerits actually affecting rankings/spoiler or if we should justgoogle updates
google is finally bringing social data into search console, but mueller says we shouldhow seo teams stopped guessing which ai search strategies paid off
found this piece by loren baker abt why we cant just usenew merchant listing schema updates
google just dropped some new structured data properties for category and sale duration. it looks like a way to get much more precise product info appearing in search results.are we losing control of geo results?
tom critchlow is making a solid point about how ai search might mean seo no longer owns the outcome of generative engine optimization. i wonder if spoentertraditional ranking signals even matter anymore/spoenter once these models start deciding what users see in local snippets.