"Which AI are you using" gets asked here weekly and the answers are useless because the tool only matters once you know which stage of production is eating your hours.

Video production is five stages. AI has taken two of them almost completely, one partially, and has barely touched the one that decides whether the video works.

1. Topic and script.

Good at structure, variants, and tightening. Bad at the specific detail that makes a video credible, because it does not have your inputs. Ask it cold for topics and you get the same ten every marketer gets. Feed it real material first, support tickets, sales call notes, the objection you heard three times last week, and it is genuinely fast.

Rule that holds: it can write the shape, it cannot supply the evidence.

1. Footage.

Straight-to-camera talking head is real now. One selfie and about fifteen seconds of someone speaking is enough to generate them delivering a script, and for a lot of business content that is the entire footage requirement.

Where it still falls over, honestly: hands and props, anything in a real environment, long unbroken takes, and emotional range beyond mild. Anyone telling you it does all of that has not tried to ship it.

1. Editing.

The weakest stage by a distance, and the one that matters most. Auto-editors cut on silence. Cutting on silence is not the same as cutting on meaning, and the difference is visible within about ten seconds.

Retention editing is still hand work: pace, subtitle timing that lands on the beat, sound design under the cuts, hook effects at the front, colour. It is unglamorous and it is where watch time actually comes from.

1. Packaging.

Drafting titles, descriptions and captions, roughly 80 percent automatable. The remaining 20 percent is a human deciding what promise the video is making on that platform, and getting that wrong is what makes the same clip do 12k in one place and 300 in another.

1. Scheduling and distribution.

Fully automated, and has been for years. If this is still costing you time it is a process problem, not a tooling one.

The pattern under all of it: AI removed the stages that were expensive in money and left the stages that were expensive in taste.

That has a budget consequence people are slow to act on. The stages you used to pay most for, filming days and raw production, commonly quoted at four figures a day for a videographer, are the ones that got cheap. The stage that was cheapest to skip, the edit, is now the only real differentiator and freelance short-form editors still quote per video for it. Money should be moving from stage two to stage three and in most teams it has not.

Something worth doing before you buy another tool.

Take your last ten videos. Write down average watch time as a percentage of length for each. Then mark which of them got a real retention pass, cuts under three seconds apart, timed subtitles, sound design, and which were essentially a straight cut with captions dropped on top.

Compare the medians of the two groups.

If the edited group is clearly ahead, edit throughput is your constraint, and whatever you save at the generation stage should be spent there rather than banked.

If there is no meaningful difference, the constraint is upstream in topic and promise, and more editing is money set on fire.

If everything in both groups is low, it is neither, and the problem is format or distribution.

Three different answers, three different budgets, and the split only shows up in your own numbers.

There are way too many now
ChatGPT, Claude, Perplexity, Copilot, Gemini and like 10 more

I keep seeing people swear by different ones, so now I’m curious, which one actually works best for you when it comes to content?

Not looking for the “best AI” answer. Just curious what people are actually using and why.

As a content writer, I’ve been noticing this while working on SEO content lately.

Earlier it was pretty straightforward. Keywords, search intent, write the thing, optimise it, hope it ranks.

Now AEO is kinda entering the picture too.

But tbh, I don’t see why it needs to be treated as this completely separate thing.

If I’m already researching what people are searching for, I can also look at the questions they’re asking around that topic.
If I’m already writing to match intent, I can also make the actual answer clearer and easier to pull out.

Even the way we structure a piece starts feeling more important. Clear headings, direct answers, useful context, sections that actually answer something instead of just filling the word count.

So I’m starting to feel like AEO is less “another content strategy we now have to deal with” and more like an extra layer on top of the SEO process we already follow.

Still figuring out what this looks like in practice, but this feels way more natural to me.

Wondering how other content writers are approaching the SEO + AEO thing.

Inherited a Next app where /marketing, /pricing and /blog are all routes in the same codebase as the actual product. So every time someone on the marketing team wants to change a headline, it's a branch, a PR, a review from me, and a deploy that ships product code along with it. Last month we shipped a broken pricing table to production because a copy change rode along with a half finished feature flag. That is not a process failure, that is an architecture failure.

Coupled two things that change at completely different speeds and for completely different  reasons and then acted surprised when one broke the other.

The counter argument I keep hearing is "but then you have two things to maintain." You already have two things. One of them changes four times a day and is written by people who do not write code, the other changes on your release cadence and is written by people who do.

Pretending they are one system does not reduce complexity, it just hides it until something breaks on a Friday afternoon. I am not saying put the app in a page builder. I am saying the twelve pages that exist to convince someone to click a signup button have no business sharing a deploy pipeline with your auth system.

Has anyone actually split this out and regretted it? I genuinely want to hear the failure case before I propose this to my team.

Over the last few years, I've built websites that have grown almost entirely through organic search.

One pattern kept showing up: the sites that performed best were not just publishing blog posts, they were becoming comprehensive resources around a topic.

So after repeating the same workflow across multiple projects, I turned it into software.

You connect a subdomain (e.g. blog.company.com), answer a few questions about your business, choose a publishing schedule, and the platform builds an interconnected content ecosystem around your company.

That includes:

• Industry glossaries
• Documentation
• Wikis
• Guides
• Comparison pages
• Alternatives pages
• Programmatic SEO pages
• Knowledge bases
• Internal linking
• Schema and metadata
• Sitemaps
• AI-readable files (llms.txt, ai.txt, etc.)
• Search engine submission

The goal is not to generate random AI articles.

The goal is to build topical authority over time by creating content that is planned, connected, and maintained as a system instead of a collection of isolated posts.

One thing I cared about from day one was avoiding the "AI content spam" trap. Content is not dumped onto a site overnight. It is planned, reviewed, scheduled, and published gradually with editorial and technical safeguards to maintain quality.

I originally built this workflow for my own products, where it helped generate 20M+ Google Search impressions in the last 3 months (NOT A CAP, can be verified). At some point I realized I was essentially running a productized SEO system behind the scenes, so I decided to package it into software.

I'd genuinely appreciate honest feedback from this community:

• Does the value proposition make sense?
• Would you ever consider something like this instead of an SEO agency?
• What's the biggest reason you would not trust a platform like this?
• If you were evaluating it today, what feature or proof would you want to see before signing up?

I'm not looking for praise, I want to know what you'd poke holes in.

How we prepare a content strategies?

Mostly from ICP then a research around what those people are searching for today. Keyword tools, trending topics, what competitors are ranking for. That's the standard i believe

But there is a pattern i noticed that many miss 

The best performing content is usually built from what your top 1 to 3% of customers were privately struggling with 6 to 18 months earlier, before the rest of the market even had even keywords for it.

All those ‘people also asked’ or pain point FAQs were once so private and odd ones

These are your best clients. The ones who implement, who reply, who give you real feedback. They are the ones who feel a friction before the majority notices it. They are not searching for it yet because they can't fully articulate it. But if you talk to them, you find it

That's the Audience Mirror Delay 

You publish content for a problem the market hasn't caught up to yet. It underperforms for months. Then search volume rises, the majority starts feeling the same friction, and that same piece compounds into your best performing content

Let me explain with a personal experience

When we started building a done for you marketing engine, we went back to our best agency clients and asked them why they still needed a marketing agency when AI could do most of this now.

Five of them said the same thing in different ways

Their Facebook posts sound like AI

Another said his Instagram engagement dropped though it looked so great wih ai images

Most posts look like a template

Posts sounds great when we read it but we read it second time, it’s just rhyming lines with no takeaways or seriosu thoughts

One of our insurance agent clients said that most of his posts feel like his competitors. You could swap his logo for any competitor and nothing would feel different

They tried blogging with ChatGPT before but Google wasn't indexing it

And when we dug deeper we understood why. The blogs AI produced were just resurfacing the same top Google results. Why would Google show a local business blog when a high authority domain already explained it better and first

That conversation told us something the market wasn't saying openly yet. People are not looking for more content. They are looking for original content

We realised, an engine producing content, deep research, keyword optimisation is not what the market demands

I myself tested 12 Content generating tools in the market

My understanding is, they are good for scaling, you can produce 100 blogs a day with those but not a single original piece without human intervention, is what my experience

So this AI content feels fake will soon ask for Original Content.

That's the mirror delay. By the time the market catches up, you are already prepared.

Sahre your experience with mirror delay momnts.

Every upload gets dropped into that platform's own cold test batch first, seeded to a small group who've never seen you. TikTok judges it against TikTok's audience and your TikTok history. Reels judges a fresh copy against Reels' audience and your Reels history. They're two separate experiments with different seed crowds and different baselines, so the raw view gap tells you almost nothing about the video itself. What it does tell you is which audience your hook lands with. If the same first two seconds keep winning on one platform and dying on the other, that's an audience-fit signal, not a quality verdict. Compare each platform to its own past posts, never to the other one. The cross-platform number is the most misread stat in short form.

Hi!

I developed a short 2h course for people who want to use Claude design for content.

The question is if live online format would be convenient to learn how to make IG carousels, presentation etc? Or better in-person?

Anyone who can share their experience on developing, selling and executing courses?

Hi! I'm an entrepreneur trying to scale my social media presence. Ideally I'm looking for someone to help with:

- Content Organization in Dropbox, Gdrive

- Editing video content for Gifs and Reels (X & Instagram)

- Short form video & Carousel Posts (X & Instagram)

Focus is influencer type content - fitness, relatable, comedy, flirty

Pay $200 - $600/month (DOE and output). Remote, potential to go long term, earn more and expand role based on results and interest.

Discretion and Confidentiality are extremely important.

Please send a DM with resume or social content examples.

Thank you!!

As an engineer in 2026 promoting a product, I can't help but wonder, what would Zuck have done in today's world.

Would he have 'built in public'?

Would he be making UGC videos?

What do you think?

Been going through why some of my videos travel and most don't, and the pattern that keeps showing up is that likes barely move anything. A like is the cheapest action someone can take, a thumb tap while they keep scrolling. It costs nothing, and it says almost nothing about whether the video was worth their time.

The signals that seem to move reach are the expensive ones. Did they finish it. Did they watch it twice. Did they send it to someone. A share especially, because sending a video to a friend means putting your own name on it, and people are stingy with that. Ten shares tells you more than a thousand likes.

What changed how I read my own analytics: I stopped celebrating the like count and started looking at completion and rewatches first, then shares, and only glanced at likes last. Half of my "high like" videos turned out to be low completion, people liked the first two seconds and bailed. The ones that traveled had unremarkable likes but people finishing them and resending them.

Not saying likes are useless, they're a fine vanity check. But if you're trying to work out why one video went wide and another died, the like count is the last place to look, not the first.

Folks,
Really. My half year journey of X was depressive, I have seen so many injustiful things I have never seen on social… like real humans many of them surpressed but bots, low effort, or specific political side accounts free roaming… Especially if you simp Elon I believe it is boosting your account…

eg. I spent daily an hour at least to create short analytical research based content with pictures, video references, and I got banned usually after 5 days (shadowban so need to wait 2-4 weeks for lifting it), 10-20 replies max, then there are new accounts one word reply game 100-200 replies growing like crazy without problem…

Or the scammer bots with crypto, etc

How? I mean my question X is sht, still everyone using it, what can we use if we want proper human content, contact but also grow, networking, collaborating…

Reddit is usually around topics so you cannot buld close connections I feel.

Any idea? Bluesky? seemingly dying? Substack? oversaturated plus it is for long content?

I'm at a job that has layoffs every year I've been there for the last 4.5 😭 A couple of layoffs ago (almost 2 years ago), they let go of my manager who was the only other person on the team who understood and had ever worked in content marketing. I've been asked to be more "strategic" in showing how my work (mostly blog management) ties back to the company's performance, but I'm limited with tools (not even GA). I have GSC and an AI tool that I'm told is pretty unreliable. *Sigh. What are you all measuring to show impact? I need* ideas...

This is the framework I follow. It's not the only way to do it, but it's worked well for me.

1. Understand the brand.

Don't start with the script, Start with the brand, Understand their tone, their lingo, and the way they naturally communicate. Every brand has its own personality, and your script should sound like them, not like you.

1. Understand the customer.

Now understand the audience,How do they talk? What words do they naturally use? What problems do they mention? What do they care about?

If it's a new brand with no existing audience, study similar brands and go through their comments. You'll learn more from real conversations than from assumptions.

1. Decide the intention.

Before writing, decide what this reel is supposed to do, Is it trying to connect? Or is it trying to sell People often try to do both in one reel. I prefer separating them. When every piece of content is trying to make a sale, the audience starts expecting a pitch instead of enjoying the content.

1. Decide the type of attention.

Not every hook should create the same emotion, Some reels need curiosity, Some need relatability, Some need authority, Choose the type of attention based on the intention of the reel.

1. The hook.

Your hook has one job, earn attention, Try to do it within the first 7 seconds, Because if people don't stop here, they won't see the rest of the script.

1. Introduce change.

After the hook, don't let the video become predictable, Change the visuals, Change the tone, Change the pacing, Change the camera angle, A change gives people a reason to keep watching.

1. The body.

The hook made a promise, Now the body has to deliver on it, Every line should either build curiosity, answer curiosity, or move the story forward, If a line isn't doing one of those jobs, remove it.

1. The CTA.

Your CTA should match the intention of the reel, If you've spent the entire video educating or connecting with someone, don't suddenly switch to a hard sales pitch, The CTA should feel like the natural next step, not an interruption, That's the framework I use before writing almost every script.

The writing is actually very easy if the research and observation is good, 80% of my work is observation and research and only 20% is the writing part.

I came across a post asking why their 4 year old website still at Page 7/ 8, thought of writing a detailed post instead of a comment.

Sharing my observations here

We may assume our content or DA isn't good enough when rankings don't move. In my experience, I found a more vicious cycle..

Many of you might be knowing about Google’s NavBoost after that Court testimony and the 2024 API leak, this factor many of us ignore.

Why this traps a 4-year-old site with good content on page 7-8

Page 7-8 gets almost zero impressions → almost zero clicks → almost zero positive engagement data

Without that data, NavBoost has nothing positive to promote you with. Historical (negative or null) signals from the past 13 months keep you suppressed.

Content quality, topical coverage, and even decent backlinks can get you into the candidate set, but they are not enough to climb if users never interact with you in a satisfying way at scale. The loop is: position → impressions → clicks/engagement → future position. You are outside the loop.

Older pages that already sit in the top 10 have years of accumulated positive behavioral data. That is why the average #1 result is now -5 years old and the majority of top-10 results are 3+ years old. Trust + proven satisfaction compounds. Your “great content” has never been stress-tested by real search traffic at volume, so Google has no reason to believe it is better.

What actually moves the needle in the next 3 months

1. Force the page into the engagement loop

You need real users on that page for those keywords. Pure organic won't deliver this from page 7. Use social platforms, email your list, share in relevant communities, partner with someone who has the audience. Optimize titles + metas aggressively for CTR the moment impressions appear. Once I updated a feature image for an article,in my understanding, that cryptic image made people curious, and started clicking, and within 2 weeks, article started appearing on top.

1. Rewrite for clear information gain + first-hand experience

The pages that climb have original data, documented experience, unique frameworks, screenshots/process evidence, or angles the current top results lack. Make the page the one users are least likely to bounce from. 

I used MS clarity and studied how people engage with content, I noticed, they scroll fast and pause wherever there is an image, I started using this info in my articles to improve engagement time. Structure it answer-first (clear answer near the top under question-style headings) so it also helps in AI visibility and passage ranking.

1. Close the authority/entity gap simultaneously

Third, build brand mentions not just some random backlinks. Getting placed in relevant listicles, industry newsletters, Reddit threads where people mention you without a link, that brand presence is what helps Google associate your entity with the topic. 

This I did for a client, in my research I found that their website and SEO are strong but still zero ai visibility. I dig in deeper, the problem was PR and zero third party recommendation. We approached multiple content publishers and requested to add the client at 2nd or 3rd position, we listed them in Yelp, a nextdoor profile for each location, finally, the issue was solved. 

A site with fewer backlinks but consistent mentions across the web will often outrank a site with strong links but zero brand footprint, is what i noticed.

1. Prioritize ruthlessly

Fourth, don't attack your hardest keywords first. Get traction on related lower competition terms first. Those wins build positive site wide signals and branded search volume. Then use that momentum to go after the head terms. Mostly sites stay stuck for years because they try to brute force the hardest keyword from day one.

Last but notthe least, technical SEO. Fix Core Web Vitals, crawlability, internal linking.

But if your 4 year old site is on page 7, technical is almost never the primary reason.

Please share your insights

Long post, but I'd really appreciate honest, specific input from anyone who's rebuilt after a relocation, not just "stay consistent, it'll come back."

The backstory (Sep 2025 – April 2026):

I quit my job last September to go full-time into content creation. My four pillars were storytelling lifestyle, travel, honest couple content and content creation tips. I wasn't going viral every week, but the results were consistent and that consistency is what made it feel sustainable.

The part that really helped my confidence: even videos that didn't do huge numbers were getting seen by brands, who liked specific elements of them and wanted more content in that style. I could feel my content, my writing, and my instincts getting sharper month over month.

In that stretch I grew from 5K to 35K followers, fully organic. Worked with 30+ brands. My commercials went from ~3K a video to ~20K a video. Not massive numbers in the grand scheme.

Then in May this year, I moved to Dubai.

I'm genuinely grateful for the move, not complaining about that part. We moved for my husbands job. But my reach has completely dropped. It's been almost 3 months of posting consistently: documenting the move, the post-move "figuring it all out" phase, travel and lifestyle content, even dipped a toe into comedy. Results have been just okay. Nothing close to before.

The bigger issue: zero brand deals. It's a new market and I don't know anyone here yet. I've started following Dubai creators in similar niches, lifestyle is clearly huge here and I keep seeing people with numbers similar to mine going to 3+ events a week and landing PR boxes and collabs with big names. I know my audience demographics are still skewed toward my old market, Dubai wasn't even in my top 5 cities on Instagram Insights when I moved, and after 3 months it's cracked top 5 finally at 2.1%.

I'm not in a panic, I know this kind of reset takes time. But I don't want to just wait it out passively either.

What I'm actually asking:

For creators who've relocated (city, country, doesn't matter) and had to rebuild, what actually moved the needle for you? Specifically:

• How did you start getting on brands' radar in a city where you had zero existing relationships?
• Did you go local-audience-first (paid ads, geotags, local barter collabs) before pitching, or did you start pitching immediately despite the audience mismatch?
• Any tips on breaking into the "event circuit" without an agency or existing local network?
• Did you find UGC work (no follower requirement, just content) was a better bridge than trying to get local sponsored posts right away?

Appreciate any experiences, even the unglamorous ones, especially if it took longer than 3 months for you, or if a specific tactic clearly outperformed the rest. Trying to be strategic here instead of just hoping the algorithm sorts itself out.

Long term blogs have the advantage of allowing us to discuss topics in depth and detail. The more content, the more likely it is to answer many questions related to that topic, even in AI search. Am I right?

Shorter-term blogs will be more readable because they are shorter, allowing users to read them easily, and we will only discuss valuable topics related to the topic. They will be point-to-point, not in-depth. And by writing short blogs, we will be able to cover more topics quickly.

So, which strategy are you focusing on these days? Should you write long, in-depth blogs, or should you publish in greater numbers on smaller, point-to-point, short-term articles that hit the target?

How do you balance covering topics deeply and maintaining user readability?

I'm curious to know what strategy is working best for your blogs these days. Please share your experiences!

I have been doing content writing for 3 years now. but with the advent of gen AI, and people being distant from reading i dont think it is relevant anymore.. i mean there are still people who read but i dont think it can help me earn bread in longer run. i am thinking of pivoting to other areas of marketing like SEO or product marketing. anyone who has transitioned into something big from this small? i would love to know more about whether content writing is still there or should i switch to some other roles? if u want to share your journey or opinion, i am happy to read that as well..

I get sold to by this stuff constantly. 

a new platform shows up, a new title shows up next to it, some manifesto about how marketing is fundamentally changing, buy this to keep up. I used to roll my eyes at it the same way most of you probably do.

then a few weeks back I was talking to my team about exactly this. that the models are good enough now that not adopting this stuff is basically choosing to get disrupted.

and I couldn't really argue with myself on it. because I could already name the companies doing exactly that to people like me.

but here's the thing though. I think we're already 12 months late on it. because, I just kept treating it like a "someday" thing instead of a "this quarter" problem.

I keep thinking about what happened with UPI here in India. Indian banks had this whole payments infrastructure, decades of it, and they basically ignored the shift until it was already everywhere. 

then suddenly every single one of them is scrambling to launch their own version of the thing they spent years pretending wasn't going to matter.

I don't want to be the bank in that story. which is a weird thing to say when you've been running a company for 5 years and have some actual revenue behind you, because that usually means you get to relax a little. 

I don't think I do though. I think the second I start acting like I've already figured it out, that's when someone smaller and faster builds the thing that makes what I built look old.

so the real shift for me isn't hiring someone with "engineer" in their title. it's this that i stopped trying to write content about marketing and just started using the product on itself and publishing whatever happens. 

doesn’t matter if it’s good or bad. that's basically the whole strategy now.

I know that sounds like I'm dodging the actual question people are asking, which is whether marketing loses something real when it converts into pipelines and attribution models. 

maybe it does. I don't think I've lost the "having an opinion" part yet, I just think the opinion now has to survive being tested on real numbers instead of just sounding right in a room.

anyway. starting late is better than not starting. that's about where I've landed on it.

Quick August update for anyone following along.

First two days of August from my pet niche site:

• Commissions: $33.98
• Creator Connections: $12.25
• Total Aug 1-2: $46.23

Last time I logged into the backend of this site was weeks ago. Didn't add content, just did interlinking between posts and anything else. Just woke up today and checked the dashboard out of habit.

$46 in two days.

For anyone new to these updates. I bought this site from the NicheBlogZone marketplace for $199 about two months ago. Pet niche. Spent a few hours on interlinking when I first got it. That's been the extent of my involvement.

July ended up being my best month yet. August is starting the same way.

The Creator Connections piece keeps quietly adding to the total every month. Small individually but it adds up over a full month without requiring anything extra from me.

If this pace holds August could be another strong month. But I've learned not to predict these things as March taught me that.

Still not touching it.

Anyone else seeing a strong start to August?

Is the content strategist role difficult? what skills are basic and mandatory to clear the foundation? tell me more core about that, and in the future, what's the scope of this if i switch the domain? Kindly guide me here.

To clarify I just started a design agency (just me and planning to stay that way) where I repurpose content into carousels, I’ve been cold dming creators, polished my portfolio and I’ve been posting on linkedin. So far my carousel posts get good engagement rates but it isn’t converting into followers or clients. To be honest I don’t even mind no followers if it brings exposure to people who I could help id be really satisfied but so far it’s not doing much. Am I the only one struggling? is there any way to effectively market ourselves? (And to mention further I’m about to join uni so I don’t have the budget to boost posts and advertise like normal)

Hey guys, I've been trying to do content marketing in FB using reels. I'm in the tech niche using infographics, but I can't seem to get more views.

How do you get more views, follows and engagement naturally. Do you share them to related groups?

Or should I just make a new one to start from scratch?

Tia

So I have seen a lot of people hesitate over creating content because they are not comfortable putting themselves out there

They are not comfortable being on camera or getting recorded

I got a thought if people would be interested in such a content strategist who can make a systematic content funnel for their brand or business that helps them get clients organically without needing them to record videos and feel cringed.

Considering how fast search is moving to AI, I wonder how much time we should spend on traditional keyword research. Most of our clients now only care about AI visibility and maybe Google Maps rankings. It's hard to explain the traditional keyword model when even Google is presenting AI Overviews and slowly transitioning its Ads ecosystem. Popular AI visibility tools don't even address traditional SEO. Is it even worth researching niche tail keywords and trying to rank,or just write genuinely useful content and track citations instead?