DEV Community: Sayed Sayeedur Rahman

How long does a new page take to get cited in ChatGPT or Claude?

Sayed Sayeedur Rahman — Fri, 23 Oct 2026 14:49:14 +0000

As an SEO specialist and co-founder of @TechLookBD, clients ask me this all the time. Searchable tracked more than 4,000 new articles for 60 days to answer it, and the results changed how I reply.

ChatGPT’s median time to first citation was 3.5 days. Of the articles ChatGPT cited within 60 days, 26% were cited on day one.

Claude’s median was 9.5 days, 2.7 times longer.

When both engines cited the same article, ChatGPT arrived first 72% of the time.

The number I keep coming back to is 19%. Only 19% of articles received a citation from either engine within 60 days. Roughly four in five got nothing in the window.

So here is how I now frame timelines. The 3.5-day median describes articles ChatGPT cited. Not every new page should expect a citation within days. Going two months uncited was the most common outcome in the sample, and by itself this does not point to a technical problem with your page.

Marketers face two separate questions: how long a citation takes, and how likely your content is to earn one at all. Set expectations on both before you promise results from AI search.

Next, I want to see whether articles cited early keep getting cited more often, or whether the early advantage fades.

What are you seeing with your own content?

Most content benchmarks are misleading unless you know exactly what they measured.

Sayed Sayeedur Rahman — Fri, 23 Oct 2026 09:34:46 +0000

"Long posts rank better."
"Carousels get more reach."
"The best time to post is Tuesday morning."

Each one came from a sample.
And the sample decides what the number means.

A benchmark built on big media sites with huge backlink profiles says very little about a small local service site.

So before I use any benchmark in a content plan or a client report, I check 5 things:

Whose content was it?
Industry, site size, B2B or B2C, account size. If none of it looks like yours, the number belongs to someone else.
How much, and which pieces?
A handful of posts or a large dataset? Every piece, or only the top performers? A study of winners shows what winners have in common. It skips everyone who did the same thing and got nothing.
When was it collected?
Search and feeds keep changing. Data from before AI summaries showed up in search describes a different results page.
What exactly was counted?
"Engagement" can mean reactions, clicks or comments. Per follower or per impression. Average or median. One viral post can drag an average a long way.
Who ran it, and why?
Many benchmarks come from tool vendors using their own customers' data. Useful, but it's a sample of people who bought that tool.

If the report can't answer these, the number stays a hint for me. Never a target.

Then the real test:
Put it next to your own baseline. Search Console and GA4 already show what works on your site, with your audience.

A benchmark tells you what happened to someone else's content.
Your data tells you what happens to yours.

What's a benchmark you stopped trusting once you saw the sample?

Before adding another AI tool to your SEO stack, ask one uncomfortable question.

Sayed Sayeedur Rahman — Thu, 22 Oct 2026 15:42:40 +0000

What happens when it gets something wrong?

Most tool demos show the best case.
Faster audits. Bulk title rewrites. Content briefs in seconds.

Nobody demos the bad day.

The bad day already has a public record.

In July 2025, SaaStr founder Jason Lemkin reported that Replit's AI agent deleted his app's live database during a code freeze. Fortune reported it wiped records for more than 1,200 executives and over 1,190 companies.

Then the agent told him a rollback wouldn't work.
He restored the data himself.

That was a coding agent.
SEO agents ask for the same kind of access. Your CMS. Your templates. Your robots.txt. Your redirects.

So I'd add an incident section to every tool evaluation. 5 questions:

What has gone wrong before?
Search the tool's name with "incident", "deleted" or "rollback". Check public trackers like the AI Incident Database. Then ask the vendor directly. A vendor that answers clearly has already planned for it.
What can it touch?
List every permission it asks for. Read-only access to Search Console is one risk level. Write access to live pages is another.
Is "ask first" enforced, or just requested?
Lemkin's agent had explicit instructions to make no changes without approval. It ran the commands anyway. The approval step has to sit in the tool's permissions, where the agent can't skip it.
How fast can you undo it?
Ask for the rollback steps before you sign. If a sitewide change takes more than one step to reverse, that action stays with a human.
Will it tell you the truth about what it did?
Every edit should be logged. What changed, on which URL, and when. Check the log yourself. In Lemkin's case, the agent's own answer about recovery was wrong.

Score the tool on these, right next to features and price.

Features show what a tool does on a good day.
The incident section shows what your client lives through on a bad one.

What do you ask a vendor before giving their tool access to a client site?

I studied computer science. Somehow, I built my career in SEO and content strategy.

Sayed Sayeedur Rahman — Thu, 22 Oct 2026 05:48:54 +0000

Looking back, the two were closer than they seemed.

In 2015, I co-founded TechLookBD.
In December 2015, I started my BSc in Computer Science and Engineering at City University.

For five years, I did both.
Classes and assignments on one side.
SEO and content work for clients on the other.

My undergrad project was Autometify, a touch-based home automation controller.
Hardware, logic, systems.
Then I'd go back to keywords, briefs and client websites.

Along the way, I also worked as a Senior Executive at AjkerDeal.com and as an SEO Analyst at Web Integrator Ltd, a USA-based agency.

The agency went remote in 2019.
I finished my degree in 2020.

Here's what computer science gave me:
Crawlability. Indexation. Canonicals. Sitemaps. Site structure.
I see a website as a system.
When something breaks, I look for the cause in the data.

Here's what the work gave me:
Writing. Technology articles, software reviews, listicles, landing pages, service pages, product copy.
Search intent. Topical maps. Keyword clusters.
And client communication, which no course ever covered.

The milestones:
2022: We opened our office.
November 24, 2022: Top Rated Plus on Upwork.
2024: TechLookBD named "Most Pioneering SEO Strategy Company 2024" at the MarTech Awards.
October 2026: LanceRank Certificate of Verified Standing.

Today I lead SEO strategy at TechLookBD and mentor SEO learners at Prayogik.com, helping them understand the intersection of technology and content strategy.

The degree taught me how websites work.
The work taught me how people search, read and decide.

Did you end up working in the field you studied?

AI can tell you what to do in SEO. It won't face the consequences.

Sayed Sayeedur Rahman — Wed, 21 Oct 2026 17:49:42 +0000

I use AI in my SEO work.
It's fast. It reads data quicker than I do. It gives me ideas I hadn't thought of.

Ask it what to do with a page and you'll get a confident answer.
Merge these posts.
Noindex that section.
Rewrite these titles.

Sometimes it's right.

But when a move goes wrong, AI doesn't get the call.
I do.

I've been doing SEO since 2015.
Client sites with real money on the line.
My own blog, where I could test anything.
My Amazon sites, which still get organic traffic, just not like before.

Some tests doubled traffic.
Some sites slowly faded.

Every one of those calls had my name on it.
That's what taught me to slow down before a big change.

AI has never had to explain a traffic drop to a client.
It has never watched its own site fade.
It doesn't lose the account, the income or the trust.

So here's how I use it:

AI suggests.
I check it against Search Console and GA4.
I ask what happens if it's wrong, and whether I can undo it in one step.
Then I decide.

The suggestion costs nothing.
The consequences land on whoever owns the site.

That's why the decision stays with me.

Which SEO call would you never hand to AI?

Aromachology: The Study of How Scents Affect Human Behavior

Sayed Sayeedur Rahman — Wed, 23 Aug 2023 02:47:44 +0000

Aromachology: The Study of How Scents Affect Human Behavior

In the intricate dance between our senses and emotions, there exists a realm where fragrances wield a powerful influence over our thoughts, moods, and actions. This fascinating realm is known as aromachology – the study of how scents affect human behavior

Just as a delicate note of Arabia perfume can transport us to distant lands, or the subtle scent can create a welcoming ambiance, aromachology unravels the mysteries of how fragrances shape our perceptions and interactions with the world.

Join us on a fragrant journey as we delve into the captivating world of aromachology, exploring its origins, examining its impact on psychology and emotions, and discovering how it's harnessed in various aspects of our lives.

Unveiling the Origins of Aromachology

A Fragrant History

The use of scents to influence human behavior is a practice deeply rooted in history and culture. Ancient civilizations, from Egypt to China, harnessed the power of fragrances for rituals, healing, and enhancing well-being.

Did You Know?

In ancient Egypt, perfumed oils were believed to have protective and spiritual qualities, often used in religious ceremonies and mummification processes.

Modern Aromachology

The term "aromachology" emerged in the late 20th century as scientists and researchers began to explore the intricate relationship between scents and human behavior.

Compelling Fact:

Aromachology bridges the gap between traditional fragrance use and modern scientific understanding of scent's effects on the mind.

Scent and the Mind: The Psychology of Aromachology

The Emotional Resonance of Scents

Our olfactory system is closely linked to the brain's limbic system, which governs emotions and memories. This connection gives scents a unique power to evoke feelings and trigger associations.

Fascinating Fact:

Research shows that scents can trigger vivid emotional memories, often more effectively than other sensory stimuli.

Mood Enhancement and Stress Reduction

Certain fragrances have been shown to have a positive impact on mood and stress levels. Lavender, for instance, is renowned for its calming properties, while citrus scents can uplift and invigorate.

A study conducted in a dental office found that patients exposed to lavender scent experienced reduced anxiety before their appointments.
Citrus scents have been incorporated into workplace environments to enhance employee well-being and productivity.

Aromachology in Everyday Life

Retail and Consumer Behavior

Retailers strategically use scents to influence consumer behavior. The enticing aroma of baked goods in a bakery or the subtle hint of a floral fragrance in a clothing store can enhance the shopping experience and encourage spending.

Statistical Insight:

According to a survey, 85% of shoppers said that scents in a store can influence their decision to make a purchase.

Hospitality and Ambiance

Hotels, spas, and restaurants leverage aromachology to create memorable guest experiences. Signature scents are often diffused in lobbies, hallways, and treatment rooms to evoke specific atmospheres and emotions.

Did You Know?

The use of specific scents in hotels can create a sense of familiarity and comfort, enhancing overall guest satisfaction.

Scent as a Social Catalyst

The Power of Scented Memories

Scents have the remarkable ability to trigger memories and emotions, making them a potent tool in social interactions and relationships.

Compelling Fact:

Studies have shown that people are more likely to remember events and experiences associated with specific scents compared to those linked to visual or auditory cues.

Aromachology in Personal Well-Being

Aromatherapy: Healing through Scents

Aromatherapy, a branch of aromachology, uses fragrances to promote physical and emotional well-being. Essential oils like lavender, eucalyptus, and chamomile are often used to alleviate stress, anxiety, and sleep disorders.

Fascinating Fact:

Aromatherapy massage sessions have been found to significantly reduce pain and improve mood in patients with chronic pain conditions.

Home Fragrance and Mood Enhancement

From scented candles to room sprays, fragrances play a vital role in creating a comfortable and harmonious living environment.

Studies suggest that pleasant scents in the home can contribute to improved overall mood and emotional well-being.
The use of the best air fresheners for homes UK has become a popular way to enhance the ambiance and create a positive atmosphere.

The Future of Aromachology

Ongoing Research and Innovation

As our understanding of scent perception and its effects on behavior continues to evolve, the field of aromachology is poised for exciting developments and applications.

Statistical Insight:

A growing body of research suggests that aromachology could be harnessed in healthcare settings to alleviate pain, anxiety, and stress in patients.

Conclusion

Aromachology is a captivating journey that unravels the intricate interplay between scents and human behavior. From the alluring notes of Arabia perfume to the harmonizing scents of the best air fresheners for home, fragrances hold the key to unlocking our emotions, memories, and interactions with the world.

As you go about your day, take a moment to savor the scents that surround you, for they have the power to uplift, soothe, and connect us to the rich tapestry of human experience.

Embrace the fragrant symphony, and let the scents of life guide you through a captivating exploration of aromachology's profound influence on our behavior and well-being.

Author Bio:

Sayed Sayeedur Rahman is a professional digital marketer, SEO Specialist, and content writer. He’s a certified professional with extensive professional experience working with USA and UK-based companies to grow their businesses. He’s the Co-Founder of TechLookBD digital marketing agency.