Growth Enterprise Market: The Ultimate Guide to Fuel SMEs Innovation and Expansion

The Growth Enterprise Market is a popular secondary board to list a company as public. It represents the Stock Exchange of Hong Kong. The Hong Kong Growth Enterprise Market (HKEX), China’s ChiNext (Shenzhen), and Kenya’s Growth Enterprise Market Segment (GEMS) follow this board strategy.

The board is responsible for managing companies that fail to maintain a track record and profitability.

It helps startups, SMEs, and visionaries to help with scaling. It also ensures the capital flow to ensure annual growth.

The journey to becoming a brand is full of financial hurdles and fraught. Funds are required to scale your business.

But traditional bank loans come with strict collateral requirements, restrictive terms, and high interest rates.

Startups often struggle to meet bank loan requirements. Venture capital and private equity are available options, but they require equity and operational control.

Another headache is listing in traditional stock exchange. The high financial requirements, length of process, market capitalization and multi-year track record are necessary to list on stock exchanges.

This is where small businesses and startups look for alternative ways to generate capital to scale their business.

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In this situation, Growth Enterprise Market (GEM) becomes a helping hand.

GEM provides an easy public funding infrastructure.

With the support of Growth Enterprise Market, startups and SMEs can easily raise capital and build credibility. It finds investors who are interested in investing in startups and SMEs.

For a business owner and SME, it is necessary to understand everything about the Growth Enterprise Market.

Growth Enterprise Market:

Growth Enterprise Market works as a secondary market or an emerging market board. It is a specialized and regulated segment of the stock exchange.

The goal of GEM is to cater to the needs of brands and businesses. It supports technology, innovation, manufacturing, and biotechnology.

In multiple countries, GEM works in different ways. The usual work of GEM is to recognize economic patterns and rising businesses.

It also discovers the opportunities to raise large amounts of capital and technology for innovation.

Businesses that do not cater to the needs of the traditional stock exchange choose the GEM as an alternate market. It works as an alternative to the stock market for SMEs and startups.

Growth Enterprise Market (GEM) uses "let the market decide" and "buyer beware" philosophy.

"Buyers Beware" and "Let the Market Decide":

Growth Enterprise Market (GEM) works on the philosophy of "buyer beware" and "let the market decide."

It works differently from traditional boards and focuses more on regulatory philosophy.

What do "Buyers Beware" and "Let the Market Decide" mean?

It represents the fact that exchange does not assess the commercially viable, success, and profitability of the startups.

The focus of GEM is to analyze disclosure and transparency. GEM rules and regulations help startups flourish and scale.

The secondary market provides comprehensive data on startups and SMEs, such as business plans, R&D expenditures, and business history.

It is the sole responsibility of the investor to evaluate the risk and decide if they want to be a part of startups or not.

Advantages of Listing on a Growth Enterprise Market (GEM):

There are several advantages of listing a company on the Growth Enterprise Market.

Here are the notable advantages:

1. Entry Barriers and Financial Thresholds:

The Growth Enterprise Market (GEM) offers easy accessibility. Where other exchanges require years of business history, audit reports, and steady income streams, the GEM focuses more on momentum and potential.

Businesses can use alternative metrics to qualify for GEM. These metrics include market capitalization, operational flow, and research and development (R&D) spending.

The progressive approach of GEM helps startups to easily raise capital through stock market investments.

2. Listing Costs and Streamlined Timelines:

Going public is expensive. The mainstream IPOs cost massive fees, regulatory delays, and legal costs.

The Growth Enterprise Market listing is much cost effective and faster compared to main board IPOs.

The thorough regulatory paperwork and lower initial fees put less burden on SMEs and startups.

3. Institutional and Accredited Investors:

Listing your business of recognized Growth Enterprise Market (GEM) opens the doors of institutional investors, mutual funds, retail investors, and the major ecosystem.

The movement from private to public listing increases the startup's credibility.

This way, startups secure funding without relying on angel syndicates and private equity firms.

4. Brand Prestige and Corporate Credibility:

Listing your startups on a secondary stock exchange raises their credibility drastically. It requires massive audits and corporate governance.

This creates transparency. Partners, suppliers, and clients trust publicly listed companies more than non-listed firms and startups.

This increases the international partnerships and B2B contracts.

5. Talent Acquisition and Employee Retention:

It is tough to hire top-tier employees in competitive industries like biotech and tech. Public listing your startup creates highly attractive, employee share ownership plans and liquid stock options.

Public equity always attracts skilled talent and top executives.

Global Spotlights on Growth Enterprise Markets:

The concept of GMEs remains the same across countries and continents. The Growth Enterprise Market adopted local regulations, economies, and national goals.

The Hong Kong Growth Enterprise Market (HKEX):

The Hong Kong Growth Enterprise Market was formed in 1999. It is based in Hong Kong. It was formed to make it Asia’s Nasdaq.

It focuses on funding technology companies during the AI and dot-com era. It has more than 267 companies worth HKD 40 billion.

• Timely Disclosure: The Hong Kong Growth Enterprise Market requires startups to disclose past business history as well as plans. It is a must for every business listed in GEM to compare half-yearly business progress against the first two financial years. Startups must publish quarterly accounting reports.
• The GEM Sponsor Scheme: The GEM Sponsor Scheme requires the applicant to meet the eligibility criteria. Sponsors are required to conduct due diligence. It is necessary to find out if the startup has made every effort to make all proper disclosures.

SMEs or startups must maintain the relationship with the sponsor for the first two years.

The 2024 HKEX Reforms:

HKEX made significant reforms in 2024. It has introduced new eligibility tests, such as HKD 30 million in R&D expenditure and HKD 100 million in revenue.

China’s ChiNext in Shenzhen:

China’s ChiNext works under the Shenzhen Stock Exchange. It was launched to support innovation and entrepreneurship.

ChiNext focuses on the independent innovation capabilities of growth-oriented start-ups.

ChiNext still works on traditional profitability criteria. It still supports development in the technology sector.

Kenya’s Growth Enterprise Market Segment (GEMS):

Kenya’s Growth Enterprise Market Segment (GEMS) works under the Nairobi Securities Exchange (NSE).

It supports East African startups and SMEs. It helps businesses raise capital to scale in the market.

Flame Tree Group Holdings Ltd and Homeboyz Entertainment PLC are working under GEMS.

Kenya's GEMS Requirements are:

• Share capital of 10 million Ksh, with no less than 100,000 shares in issue.
• 1/3 non-executive directors.
• Directors and auditors must confirm the availability of the working capital for at least 12 months.
• At least 15% of the issued shares must be available for trade by the public.

How To List Your Startups or Business in the Growth Enterprise Market:

Listing your business on Growth Enterprise Market (GEM) requires planning, a legal framework, and an organizational shift.

Here is how you can take your SME to publish with GEM:

Appoint a Nominated Advisor (NOMAD) or Sponsor:

It is a must for SMEs to hire a GEM Sponsor (in Hong Kong) or Nominated Advisor (in the UK's AIM or Kenya's GEMS).

The sponsor acts as the guide, legal chaperone, and financial architect. The sponsor or Advisor is responsible for the GEM to confirm whether your company is fit for listing or not.

Establishing a Corporate Governance Base:

It is a must for every startup to establish a strong corporate governance structure. Regulatory barriers are often higher at GEM.

You must Appoint independent accountant, an executive director, a non-executive director, and an audit/remuneration committee.

Prospectus and Documentation:

Your team must draft a listing prospectus.

Your documents must declare past business history, future business plans, health metrics, and risk factors.

GEM will review everything with the local Companies Ordinances.

The Public Offering and IPO Launch:

After getting approval on the prospectus, your company can initiate a public offering.

Partnered brokerages and NOMAD are responsible for marketing shares to institutional and retail investors.

Post-Listing Obligations:

GEM has strict post listing compliance.

Your business must adhere to the rules and publish quarterly reports. GEM monitors securities and can take disciplinary actions if your company breaches the GEM Listing Rules.

Risks of Growth Enterprise Market (GEM)

GEM offers incredible opportunities and benefits, yet there are risks that you must understand.

Market Volatility:

Small-cap markets are highly volatile. Startups and SMEs are small companies compared to dividend-paying companies.

The news, macroeconomic shifts, and R&D breakthroughs often disturb the stock price. Investors are required to conduct due diligence before investing in startups and SMEs.

Scrutiny and Dilution:

Taking your company public means disclosing business affairs to the public. It also attracts public and regulatory scrutiny.

Quarterly reports add another burden. It is costly to maintain the relationship with GEM sponsors. Issuing shares also leads to equity dilution.

The investor protection rules and strict governance often try to mitigate risks.

Growth Enterprise Market (GEM) vs. Main Board:

GEM works as a secondary market to list businesses on stock exchanges. It is different from the main board in multiple ways.

Here are the major differences between Growth Enterprise Market and Main Board:

Feature	Main Board Listing	Growth Enterprise Market (GEM)
Target Audience	Large, mature, established corporations	SMEs, early-stage tech startups, and high-growth innovators.
Profit Track Record	3 years of steady profits.	2 years of operating cash flow
Minimum Market Capitalization	High thresholds such as HKD 500 million or higher.	Lower, more accessible thresholds such as HKD 250 million under new R&D tests.
Post-IPO Lock-up Period	Generally shorter, up to 6 months for primary shareholders.	12 to 24 months to ensure stability and founder commitment.
Reporting Frequency	Standard half-yearly and annual reporting.	Stricter and quarterly reporting
Public Float Requirements	Higher percentage with thousands of retail shareholders.	Lower float with smaller shareholder base

Conclusion:

The Growth Enterprise Market (GEM) created a framework that attracts SEMs to raise funds and build long-term expansion strategies.

It democratizes the stock market. The secondary boards act as a bridge between the startups and investors.

GEMS in Nairobi, and ChiNext in Shenzhen, focus on business growth as well as transparency and regulations.

If you are ready for strict governance and radical transparency, then you should choose The Growth Enterprise Market (GEM) to make your company public.

FAQs:

What is The Growth Enterprise Market?

The Growth Enterprise Market (GEM) is a secondary board to build connections between startups and investors.

What is a Nominated Advisor (NOMAD) or GEM Sponsor?

NOMAD or GEM Sponsor handles financial and legal work for the startups. They are responsible for due diligence and the prospectus.

Can I move my company from a GEM to the Main Board?

Yes. After stabilizing your business and revenue, you can move it to the main board.

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How High-Quality Stick Pack Packaging Supports Fast-Growing CPG Brands

As consumer packaged goods (CPG) brands continue to expand in competitive markets, packaging has become a critical factor in both product success and brand growth. Today’s consumers expect convenience, portability, and visually appealing design.

All while maintaining product integrity. This is where stick pack packaging has emerged as a powerful solution. By working with a trusted stick pack manufacturer, fast-growing brands can streamline their packaging strategy while meeting evolving consumer expectations.

Stick packs are slim, single-serve packaging formats that are ideal for a wide range of products, including powders, liquids, and nutritional supplements.

Their compact design makes them perfect for on-the-go use, which aligns with modern lifestyles that prioritize convenience and efficiency.

For brands looking to scale quickly, stick packs offer a practical and flexible packaging option that supports both functionality and growth.

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Material Structures Designed for Powders, Liquids, and Supplements

One of the key advantages of stick pack packaging is its ability to accommodate different product types through specialized material structures.

Whether you’re packaging protein powders, drink mixes, liquid concentrates, or health supplements, the right combination of materials ensures that your product remains protected and effective.

Multi-layer films are commonly used to create strong barriers against moisture, oxygen, and light—three factors that can compromise product quality. For powders, these materials help prevent clumping and preserve freshness.

For liquids, they provide leak resistance and maintain product stability during storage and transportation. This level of protection is essential for brands that want to deliver consistent quality to their customers.

Stick packs also integrate seamlessly with other packaging formats, such as flexible pouches, allowing brands to create cohesive product lines.

For example, a company might offer bulk products in pouches while providing stick packs for single-serving convenience. This versatility makes it easier to cater to different consumer needs without compromising on brand identity.

Safety is another important consideration, especially for products that may require additional protection.

Options like child proof bags can be incorporated into a broader packaging strategy, ensuring compliance with safety regulations while maintaining ease of use for adult consumers.

Custom Printing Options That Strengthen Brand Visibility

In a crowded retail environment, packaging must do more than protect the product—it must capture attention and communicate value instantly.

Stick pack packaging offers excellent opportunities for customization, allowing brands to showcase their identity through high-quality printing and design.

Digital printing technology enables vibrant colors, sharp graphics, and detailed branding elements that stand out on the shelf.

This is especially important for smaller packaging formats like stick packs, where every inch of space needs to be used effectively.

Eye-catching designs can make a significant difference in attracting new customers and reinforcing brand recognition.

Customization also allows brands to experiment with limited-edition designs, seasonal promotions, or targeted messaging without the need for large production runs.

This flexibility supports marketing efforts and helps brands stay agile in a fast-changing market.

In addition to aesthetics, clear labeling and informative design elements can enhance the consumer experience.

Including details such as product benefits, usage instructions, and ingredient highlights directly on the packaging helps build trust and encourages informed purchasing decisions.

Ultimately, high-quality stick pack packaging provides a strategic advantage for fast-growing CPG brands.By combining advanced material structures with customizable design options, it delivers a packaging solution that supports both product performance and brand visibility.

As consumer preferences continue to evolve, investing in innovative packaging formats like stick packs can help brands scale efficiently while staying ahead of the competition.

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Chuck Norris Net Worth, Cause of Death, Life, Career, and FAQs

Chuck Norris the American martial artists and Hollywood actor died on March 19, 2026. He is best known for The Way of the Dragon (1972), Missing in Action (1984), The Delta Force (1986), Invasion U.S.A. (1985), Lone Wolf McQuade (1983), and The Expendables 2 (2012).

At the time of his death, Chuck Norris’s net worth was $70 million. He also owned 1,000-acre Lone Wolf Ranch.

Here is everything about the legendary Chuck Norris, his life, net worth, career, relationships, FAQs.

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Chuck Norris:

Chuck Norris was born on March 10, 1940 in Ryan, Oklahoma, U.S. 

Wilma Lee and Ray Dee Norris were his parents. He had two brothers Wieland, and Aaron. In his early years, he lived in Prairie Village, Kansas, and Torrance, California.

He studied at North High School, and North Torrance High School.

Chuck Norris’s brother Wieland killed in the Vietnam War.

Chuck Norris’s Net worth:

Carlos Ray "Chuck" Norris’s net worth was $70 million at the time of his death in March 2026. He earned massive revenue as royalties from television series Walker, Texas Ranger.

Chuck Norris also invested in multiple properties. He also opened martial arts schools.

He founded the Chun Kuk Do system.

Norris appeared in ads for BZ WBK, World of Warcraft, T-Mobile, Hoegaarden, Hesburger, Toyota, Cerveza Poker, and QuikTrip.

Chuck Norris’s Career:

Chuck Norris started his career at the United States Air Force as an Air Policeman. He worked at Osan Air Base in South Korea. Here he acquired the name Chuck.

• In 1962 he retired from The US Air Force and opened a martial arts studio.
• In 1967, Chuck he won karate tournament and defeated 7 opponents. He also won S. Henry Cho's All-American Karate Championship and defeated Joe Lewis. He also trained celebrities like Marie Osmond, Donny, Priscilla Presley, Bob Barker, Steve and Chad McQueen.
• In 1968, Norris won the Professional Middleweight Karate Championship. The same year he also won the All‑American Championship.
• In 1969, he won multiple tournaments and named Fighter of the Year by Black Belt magazine.
• In 1968, Chuck Norris acted in The Wrecking Crew.
• In 1972, he acted in Way of the Dragon with Bruce Lee.
• In 1975, Norris wrote Winning Tournament Karate.
• In 1977, he acted in Breaker! Breaker!
• In 1978, Norris starred in Good Guys Wear Black.
• In 1979, he acted in A Force of One.
• In 1980, he starred in The Octagon.
• In 1981, he acted in An Eye for an Eye, Silent Rage, and Forced Vengeance.
• In 1983, Norris acted in Lone Wolf McQuade. He also written Toughen Up! the Chuck Norris Fitness System. He was the part of video game Chuck Norris Superkicks.
• In 1984, Norris acted in Missing in Action, Code of Silence.
• In 1985, he starred in Missing in Action 2: The Beginning.
• In 1986, Norris starred in The Delta Force, and Firewalker.
• In 1987, Norris published The Secret of Inner Strength: My Story.
• In 1988, he acted in Braddock: Missing in Action III, and Hero and the Terror.

1990 to 1999:

Norris acted in Delta Force 2, The Hitman (1991), Sidekicks (1993), Hellbound (1994), Top Dog (1995), and Forest Warrior (1996).

He also acted in Walker, Texas Ranger series.

2000-2005:

Norris starred in The President's Man, The President's Man: A Line in the Sand, DodgeBall: A True Underdog Story, and “Yes, Dear.”

In 2005, Norris founded the World Combat League (WCL).

2006-2026:

• Chuck Norris published The Justice Riders, and A Threat to Justice.
• The following releases related to ChuCK Norris:
• The Truth About Chuck Norris: 400 facts about the World's Greatest Human
• The Official Chuck Norris Fact Book: 101 of Chuck's Favorite Facts and Stories
• Black Belt Patriotism: How to Reawaken America (book)
• Chuck Norris: Bring On the Pain (Video Game)
• The Expendables 2 (2012)
• Chuck Norris' Epic Guide to Military Vehicles (2019)
• Hawaii Five-0 (2020)
• World of Tanks (2021)
• Agent Recon (2024)

Chuck Norris and Martial Arts:

Chuck Norris founded Chuck Norris System and American Tang Soo Do.

American Tang Soo Do:

Chuck Norris founded American Tang Soo Do in 1966. It is the combination of multiple martial arts such as Karate, Judo, and Moo Duk Kwan-style Tang Soo Do.

Chuck Norris System:

Norris called his martial arts Chuck Norris System. He founded it in 1990 as Chun Kuk Do by Norris by later renamed it as Chuck Norris System.

He also studied multiple marital arts such as American Kenpo, Hapkido, Tang Soo Do, Arnis, Taekwondo, Brazilian jiu-jitsu, Judo, Kyokushin, Enshin kaikan, Shitō-ryū, Gōjū-ryū, and Shōtōkan.

Chuck Norris Awards and Achievements:

Norris Won multiple blackbelts in Chun Kun Do, Tang Soo Do, Taekwondo, Karate, Judo, and Brazilian jiu-jitsu.

• Sparring Grand Champions (1967)
• Professional Middleweight Karate (1968)
• Karate's triple crown (1969), and Fighter of the Year (1969)
• Action Star of the Year (1982)
• Star on the Hollywood Walk of Fame (1982)
• International Box Office Star of the Year (1992)
• Special Award of being a Texas legend (1997)
• The BMI TV Music Award (1997) and (1998)
• Martial Arts History Museum's Hall of Fame (1999), and Inspirational Acting in Television Award (1999)
• The Golden Lifetime Achievement Award (2000)
• The Veteran of the Year (2001), and the Golden Boot (2001)
• Honorary United States Marine (2007)
• Honorary Texas Ranger (2010)
• Lifetime Achievement Award (2010)
• Honorary Texan (2017)

Chuck Norris’s Personal life:

Norris married Dianne Kay Holechek in 1958. They divorced in 1988. They had two sons Eric, and Mike.

Chuck Norris married Gena O'Kelley in 1998. They had twins.

Norris had 13 grandchildren.

Chuck Norris Death:

Chuck Norris was hospitalized in March 2026. On March 19, 2026 he died at the age of 86.

Chuck Norris's Legacy:

Chuck Norris was the legendry American action hero and martial artist. He was the face of memes from decades. He was often associated with exaggerated toughness.

What are the popular Chuk Norris Jokes?

• Chuck Norris counted to infinity. Twice.
• When Chuck Norris does push-ups, he isn't pushing himself up, he's pushing the Earth down.
• Chuck Norris does not sleep. He waits.,
• Chuck Norris makes onions cry.
• Chuck Norris can divide by zero.
• A snake once bit Chuck Norris, and after days of pain, the snake died.
• Sharks get out of the water when Chuck Norris goes swimming.
• He can build a snowman out of rain.

Conclusion:

Chuck Norris's life is full of martial arts and Hollywood action. He died on March 19, 2026, leaving $70 million net worth. 

His movies are entertaining and his martial arts academy is training hundreds of students.

FAQs:

Who was Chuck Norris?

He was a legendary martial artists and Hollywood actor.

What was Chuck Norris's Net Worth?

His net worth was $70 million.

Is Chuck Norris Still Alive?

No. He died on March 19, 2026.

How did Chuck Norris Pass Away?

He died due to health condition.

How tall was Chuck Norris?

He was 1.78m.

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Indian Auto Rickshaw in London: UK Traffic Got Indian Auto Rickshaw

An autorickshaw driver was spotted driving through the streets of London. The video went viral, leaving the internet in a frenzy. On March 20, 2026, the streets of London felt like street of Delhi when an Indian auto rickshaw recorded traveling. 

The video went viral. Many viewers feel nostalgic and amused. At the same time, a few debated whether Indian autorickshaw is allowed on London streets.

A viewer commented, Mumbai Wala Autowala.

Hers is everything about an Indian auto rickshaw in London.

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Indian Auto Rickshaw in London:

A user shared the recorded video of a desi Indian auto rickshaw on the streets of London. It is one of the very few moments that never happen in regular life.

It is the reason why the user recorded the video and shared it on social media platforms like Instagram.

While the Indian Autorickshaw was not the only vehicle on the road, it passed through multiple English vehicles before disappearing from the camera.

The video displays trees, London Road, cars, and an Indian rickshaw.

While the cars were passing by, viewers were amazed to see a black-and-yellow Indian auto rickshaw moving on London streets.

The appearance of the desi rickshaw changes the way people feel amazed at the view.

How UK traffic got Indian AutoRickshaw:

It is not confirmed who the owner of the autorickshaw is, or who was driving it in London.

Yet, it is clear that no one was selling Indian rickshaws in the United Kingdom.

So, how did the auto rickshaw reach London?

Someone imported an auto rickshaw from India to display his love for the vehicle in London. Many UK viewers felt amazed by the unique vehicles on the streets. 

Viewers' Comments on Auto Rickshaw in London:

Indian viewers comment in awe. They liked the view on desi auto rickshaw in U.K. some called the driver International rickhaw wala.

Someone commented that the rickshaw was imported from Mumbai, Maharashtra.

A user commented that the rickshaw was also seen in Victoria with music and lights. A user also commented that the rickshaw driver got an Innovator Founder Visa.

While many uses like the view few complained about the existence of Indian rickshaws in London.

I have asked British readers about their views on the Indian autorickshaw. Some users like the view, while others complain about the downfall of the British economy.

Some users also complained about the existence of an immigration culture, and it is turning Britain into an Asian country.

A few viewers also complained that British roads should only have British vehicles.

Users who like the view are more open to adapting to international cultures.

How Many Indian Autorickshaws Are in London?

At the time of writing this article, only one Indian auto rickshaw has ever been spotted in London. It is not sure that they have a plan to bring more auto rickshaws to the UK and build a community of auto rickshaw drivers.

It is surely not on the Innovator Founder Visa. It is just a fun experiment done by some Indian auto rickshaw lover.

Which Indian vehicles are in the UK?

Maruti Suzuki e-Vitara is set to make its British debut. It will give entry to Indian EVs in the U.K. market.

Hero MotoCorp and TVS Motors Co. are also looking for ways to make it to the British auto market.

Indian Auto Rickshaw in London Video:

Conclusion:

It is a fun experience to watch Indian auto rickshaws in the UK.

Driving or watching Indian or any other country's vehicles on London streets does not make the country fall short in front of immigrants. Every vehicle in a country is for a reason.

Yet there is no news whether the British government has allowed Indian or Asian vehicles in London.

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Warmup Cache Request: Cache Warming Solves, Breaks, and What to Do Instead.

Warmup Cache Request, or cache warming, is a system to enhance the cold cache. Whenever you open a website or load an application, it deploys and recover from ode failure. The first-time user gets the complete weight of database queries and API calls. Warmup Cache Request solves this by loading critical data proactively. It loads frequently accessed data into cache before it meets the real traffic.

Understand the Cache Warming with this example: Do you like to enter a restaurant with disorganized stations, unpacked ingredients, and a cold kitchen? The answer is no. But if the same restaurant uses a system to preheat ovens and organize everything, then you will surely visit that.

The approach works as a Warmup Cache Request.

As the system scales, the traditional process of cache warming can be daunting.

It is necessary to understand what Warmup Cache Request or Cache Warming is, and how it reduces latency.

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Warmup Cache Request:

Cache Warming means loading caching layers such as CDN nodes, Redis, Varnish, and Memcached. It sends critical data whenever the user tries to load the webpage.

Rather than the user’s first request for data, it uses the request lifecycle according to standard user traffic.

Cache Warming Mechanism:

The cache warming system uses a trigger, crawler, and cache store.

• Trigger: It is the deployment or corn job.
• Crawler or Script: Requests API endpoints or URLs.
• Cache Store: It saves the static copies of the webpage.

When these requests meet the in-memory datastore, it fetches content from local storage. Now, whenever a real user makes any request matching the cache key will get an instant result.

Let’s start with Cold Caches.

Cold Caches:

Developers invest a lot of time in cache warming. It is necessary to understand the radius of the cold cache.

When a cache is empty, it let initial request bypass the in-memory layer and visit the primary database.
This creates friction between multiple layers that is bad for infrastructure and user experience.

Increased Time to First Byte:

TTFB increases. Users see a blank page if the original content is loading.

Degrade Core Web Vitals:

Slow response from HTML and CSS negatively impacts Largest Contentful Paint, First Input Delay, and Interaction to Next Paint. Search engines that focus on Core Web Vitals drop websites with degraded CWV.

Backend Load:

Whenever the traffic surges, the cold cache faces CPU saturation, system outages, and database lockups.

Unpredictable Performance:

Cold Cache causes inconsistencies. One user can experience a 200ms load time, while others can experience more than 3000ms.

Cold Cache vs. Warm Cache: The User Experience

Metric	Cold Cache Experience	Warmed Cache Experience
Initial Latency (TTFB)	High (Requires backend origin fetch)	Sub-millisecond (Served from edge/memory)
Performance Variance	Highly unstable and unpredictable	Consistent and smooth
Backend Infrastructure Load	High risk of DB saturation and API pressure	Minimal; origin servers are shielded
Core Web Vitals & SEO	Harmful (Delayed LCP, poor rendering)	Aligned with SEO goals (Instant visual load)
Business Impact	Higher bounce rates, lost conversions	Increased engagement and session duration

Why You Need Cache Warming:

Eliminate First Request Latency:

The basic rule of cache warming is not to let the user be the one who warms the cache. Preload data to ensure that the first request gets data from memory.

Handles Traffic Spikes:

Warmed cache works as a shock absorber whenever traffic spikes. It prevents website crashes and handles traffic surges efficiently.

Deployments:

Caches are flushed during the process of deploying new code or infrastructure. Warmup Cache Request streamline these transitions.

Mitigating Cold Starts:

Warming caches helps in mitigating serverless cold starts and autoscaling.

Cache Warming Breakdown at Scale:

For small blogs, the traditional cache warming can easily handle 10s of URLs. But for large blogs, you need dynamic solutions.

Here are the issues where Cache Warming Brakes:

High Data Volumes:

Cache Warming is not efficient in handling high data volumes. At scale, preloading caches becomes impossible.

For example, streaming sites like Netflix require multiple servers and petabytes of data. Running batch warmup requests consumes a lot of bandwidth and delays hours in deployment.

Stale and Invalidated Data:

Data warming is not best for tracking live inventory and social feeds. The reason is that data warming does not get updates from backend changes.

Reduce Accidental DDoS Attacks and Reduce Cost:

Cache requires memory, CPU, and network. Large-scale cache works as a DDoS attack. The multiple requests to the Redis cluster put strain on the backend database. It interfaces with normal traffic and cause outage.

Inaccurate Predictions:

It is not easy to predict which data should be warm. If you are preloading records from last week logs, but visitor looking for new trends than the whole process waste resources.

Distributed Operational Complexity:

A platform with overseas data centres and multiple edge nodes makes warming caches a nightmare. Each edge node works differently. Warming up edge node in New York does nothing to the edge node in India.

What to Avoid When Warming Up Caches:

It is a must to understand what to avoid when implementing cache warming:

Warming Everything by Default:

Do not warm everything by default. Only focus on frequently accessed data. Warming up everything adds to the infrastructural cost.

Set-and-Forget One-Time Warms:

You should not fail to update caches. Warming cache requests should be combined with the refresh mechanism and invalidation.

Ignoring Rate Limits:

Without the throttle warmup process, the script will crash the database. It is best to use caching to execute them.

No Metrics:

Without monitoring you should not use Cache warming request. You must monitor hit rates, latency, and eviction rates.

What You Must Consider During Cache Warming:

Cache Warming requests consume a large volume of data. It increases operational and security issues.

WAF Interference and False Positives:

Improperly configured automated warmup scripts may cause WAF to flag warmup traffic as malicious and bot traffic.

Preventing Abuse:

Malicious actors can misuse warmup endpoints. They can use them to fetch origins and inflate computing bills. You must ensure that internal cache warming is rate-limited and authenticated.

Conclusion:

Cache Warming is a helpful tool. Optimizing the web is necessary for SEO rankings, user trust, and intercultural stability.

Do not rely on brute-force manual cache warming scripts. Adapt intelligent caching to ensure high performance and asynchronous prefetching.

Adapt intentional control of how your content leads and cache transition.

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• Key Steps to Improve Your Website’s Loading Speed 

Google's AI Mode Personal Intelligence Feature is Free for All: But in the U.S. Only

In January 2026, Google launched personal intelligence as part of the pro and premium plans. In March 2026, Google made personal intelligence available for every user with AI Mode.

Right now, only U.S. users are allowed to access personal intelligence for free. Eventually, it will roll out to other countries as well.

You can access personal intelligence through Gemini in Chrome and the Gemini app. It connects Google Photos and Gmail to create a personalized AI experience.

The reason why Google decided to move personal intelligence from a premium feature to Free-for-all is to test its capabilities with a wider audience.

Now, personal intelligence is available for free to AI Ultra and AI Pro users.

Here is what you must know about personal intelligence.

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Personal Intelligence:

Google’s personal intelligence feature allows you to connect Google apps to get customized and personalized responses. It is available through Chrome and the Gemini App.

You can allow it to connect your Gmail account with Google Photos. With these features, you can expect personalized answers based on discovery and planning.

Personal Intelligence Free-For-All in the U.S.:

Google rolled our Personal Intelligence feature for free users in the U.S. Users can access the feature in AI Mode. The feature is also available through the Gemini App and Chrome.

Now, AI can access your email and photos to generate a personalized response. It is helpful to plan international trips, travel bookings, and share memories.

Update:

In January 2026, Google launched Personal Intelligence only for premium users. But now, it is available for free users as well.

Yet only the U.S. users are allowed to access the free Personal Intelligence feature.

You can still not use the Personal Intelligence feature in education, enterprise, and business accounts.

To opt in, you must connect apps through Gemini or search settings. It also gives you the option to turn off the feature anytime.

Personal Intelligence and Training Data:

Google has made it clear that AI mode and Gemini do not train on your Google Photos and Gmail data.

They use specific prompts and model responses. These prompts only work when you are using Personal Intelligence from connected apps.

Why Personal Intelligence Matters?

The change from paid to free access is necessary to scale Personal Intelligence.

When it was limited to Ultra or Pro Subscription, its audience reached a smaller user base.

Allowing Personal Intelligence for free users gives Google an edge to access personalized data.

Personalization:

The free Personal Intelligence feature increases personalization in AI mode.

It means that the AI mode response will not differ from user to user.

Even if the two users search for the same query, they will still get different answers. AI gets more access to Google Photos and Gmail.

Change Queries:

The new free-to-all feature allows users to type more queries in AI mode. It gives Google context to the searcher, as a result search will become shorter. 

Conclusion:

Google has limited the free Personal Intelligence feature to U.S. users only. The search engine giant first tested the features with premium users and then rolled them out for free users.

It is yet to be seen how people respond to sharing personal data with AI and search engines.

Other helpful articles:

• OpenAI's Sora 2: The Features Changing the Filmmaking Industry
• Google AI Overviews Available with AI Mode
• Google AI Edge App

OpenAI's Sora 2: The Features Changing the Filmmaking Industry

As of early 2026, the "Cinematic Singularity"is the point where AI video becomes indistinguishable from high-end cinematography is no longer a theoretical debate but a commercial reality.

OpenAI's release of Sora 2 in late 2025 has cemented this shift, turning an experimental tool into a sophisticated simulator capable of generating complex narratives from simple text prompts.

For filmmakers, content creators, and visual storytellers, this evolution marks a pivot point. We have moved past the "uncanny valley" of early AI video into an era of professional-grade production standards.

With AI now capable of producing synchronized audio, maintaining character consistency, and simulating real-world physics, Sora 2 is not just another AI tool. It is fundamentally changing how movies are made.

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What is OpenAI Sora 2?

Sora 2 is the next-generation AI video generation model released by OpenAI on September 30, 2025, marking a significant leap forward in AI video creation.

Building on the foundation of Sora 1, Sora 2 eliminates previous length restrictions, introduces synchronized audio generation, and adds powerful new capabilities like character cameos and enhanced visual quality.

With Sora 2, creators, filmmakers, and marketers can now generate professional-quality videos up to 25 seconds long with synchronized dialogue, sound effects, and music. You can generate everything from a single text prompt or image reference.

This represents a dramatic improvement from Sora 1's 6-second limitation, opening creative possibilities that were previously unimaginable for solo creators and small studios.

The Architecture of Realism: Understanding Sora 2's "Physics Moment"

What truly sets Sora 2 apart is its refined understanding of physical dynamics.

Unlike earlier models that often struggled with object permanence—the ability for an object to remain unchanged after being obscured.

Sora 2 utilizes a refined diffusion transformer architecture that treats video as a series of 3D-aware latent space patches.

This allows the model to maintain perfect consistency; if a character walks behind a tree and reappears, their clothing, scars, and even the direction of the wind blowing through their hair remain identical.

The leap from the original Sora to this iteration lies in its improved understanding of physical dynamics like fluid buoyancy and friction.

Industry experts note that where earlier models would often "hallucinate" movement, such as a glass breaking before it hits the floor. Sora 2 calculates the trajectory and impact with startling accuracy.

This is achieved through a massive expansion of synthetic training data, where the model was trained on millions of hours of simulated physics environments alongside real-world footage.

The result is a system that doesn't just predict pixels, but understands the underlying rules of the world it is rendering.

Key Features: Transforming Filmmaking

1. Extended Video Length (15-25 Seconds)

One of the most requested features from users is finally here. Sora 2 can now generate videos lasting 15 to 25 seconds. It is a dramatic improvement from Sora 1's 6-second limitation.

This extended duration opens new creative possibilities for filmmakers:

• Longer narrative sequences that can stand alone as complete micro-shots
• Complex storytelling with multiple scenes and actions within a single generation
• Complete product demonstrations for commercial work
• Musical compositions and dance performances that capture full movements
• Full cinematic shots without the need for clip stitching 

For directors working on storyboards and per-visualization, this extended length means they can now prototype entire sequences rather than just fragmented moments.

A fight scene, an emotional dialogue, or a sweeping landscape shot can now be visualized in its entirety before a single camera is rented.

2. Synchronized Audio Generation

Perhaps the most revolutionary feature of Sora 2 is its ability to generate video and audio together in perfect sync.

Unlike previous models that required separate audio post-processing, Sora 2 understands the relationship between visual content and sound.

The audio capabilities are comprehensive:

• Natural dialogue generation matching character lip movements with frame-accurate precision
• Ambient sound effects synchronized with on-screen action
• Background music composition that matches the video's mood and emotional arc
• Sound design for special effects and transitions
• Multi-speaker conversations with realistic emotion and tone 

This eliminates the tedious workflow of finding, adjusting, and syncing audio tracks separately.

For independent filmmakers working with limited budgets, this feature alone can replace an entire post-production sound team for preliminary cuts and pitch decks.

3. Character Cameos and Disney Partnership

Sora 2 introduces a groundbreaking "Character Cameos" feature that allows creators to insert specific characters into their videos.

Combined with OpenAI's $1 billion partnership with Disney, Sora 2 can now generate videos featuring licensed Disney characters in custom scenarios.

This development is significant for several reasons:

• Legal use of beloved characters in custom scenarios opens new possibilities for fan creators and marketers alike
• Proper licensing and intellectual property protection mean commercial use is now viable
• Guaranteed commercial use rights for brands working with Disney properties
• New character variations and scenarios built on official IP

For filmmakers, this means being able to storyboard with recognizable characters during per-visualization. For marketers, it enables brand campaigns with mascots that audiences already know and love.

This partnership signals a shift toward regulated, licensed AI content generation—crucial for enterprise and brand applications that previously avoided AI due to copyright concerns.

4. 1080p Resolution Output

Full HD 1080p resolution is now the standard for all Sora 2 generations.

Videos maintain sharp, detailed visuals with:

• Clear text rendering for on-screen captions and titles
• Detailed facial expressions and hand gestures that actors and directors can analyze
• High-quality textures and lighting that match professional cinematography standards
• Professional broadcast-ready output suitable for festivals and screenings

This resolution leap means that AI-generated content can now be integrated directly into professional workflows without looking out of place.

Conclusion: The Future: Interactive World-Streaming

The industry is preparing for the transition from "prompt-to-video" to "interactive world-streaming".

Experts predict the rise of agentic video systems that don't just generate a static file but can be manipulated in real-time like a video game.

This would allow a director to "step into" a generated scene using a VR headset and adjust the lighting or move a character manually, with the AI re-rendering the scene on the fly.

This convergence of generative AI and real-time game engines like Unreal Engine represents the next great frontier for creative technology.

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• OpenAI and SearchGPT 

Why is Google Crawling 404 a good thing? John Mueller Explained!

John Muller explained that Googlebot crawling 404 pages is a good thing. It means that Google is interested in crawling more content from the website.

Google’s John Muller uploaded a video on the topic “How Google treats 404 and 410 status codes differently?” The video explains the impact of 404 and 410 pages. He also explained why it is good if Google crawls your 404 pages.

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404 Status Code:

404 status code represents the page that does not exist. It is an error code. In search engine optimization, the 404-error means that you need to fix links that lead to broken pages. Modern SEO does not require web admins to fix 404 error pages.

Whenever a user or crawler visits a page that does not exist, the server sends 404 error messages. This message communicates that the requested page does not exist. The error is that the request is not in the webpage.

404 error is also called 404 Not Found. Whenever a requested page is not found, it results in a 404 status code.

Why Google Crawls 404 Pages:

A Reddit user posted that Google keeps crawling his 404 pages. Even though those pages were not listed on the sitemap. The Googlebot is crawling pages with a status code of 404.

This indicates that the crawl budget is getting wasted on missing pages.

The user claimed that he checked pages-sitemap.xml for missing pages, and the pages are not there.

John Muller’s response to 404 Crawling:

Google has been crawling 404 pages for a very long time. Pages that are removed often fall in this category.

John Muller makes it clear that repeated 404 crawling means that Google wants to crawl more content, and it is a good sign for the website.

404 Page Not Found Response:

404 status code is nothing more than a page not found. It also displays that there is no error on the page, but the request itself is an error.

410 Gone Response:

410 status code means that the page is gone permanently. It indicates that the links to the 410 pages should be removed.

How Google Handles 404 and 410 Status Codes:

• 410: It is the error status code that indicates that the page has been removed permanently. Google treats it the same way it treats the 404 status code.
• 404: This status code means that the page does not exist. Google crawlers can still crawl 410 or 404 pages.

John Muller on 404 and 410 Codes:

John Muller explained that these error codes do not cause a problem. You can leave them the way they are.

Google has no issue if your website search console report displays multiple 404 and 410 pages.

404 Server Response Misunderstandings:

Many web admins and SEOs often make mistakes thinking 404 is an error page.

404 (Page Not Found):

404 responses simply mean that the page was not found. Even the official web standard for the 404-status code confirms that.

404 Is Not an Error:

404 is a status code, not an error. There is nothing to fix as the page is not broken. It is the request that is trying to visit the page that does not exist.

Conclusion:

Googlebot often crawls pages with a 404 status code. It does not mean that you must fix anything. It simply means that there is no page for the requested URL.

Search console displays 404 errors so that web admins know which pages are intentionally gone and which are just error requests.

Other helpful articles:

• Google Ask Maps: Conversational Map Search
• Google's John Muller Explains When to Fix 404 and When Not?
• How to Deal with the 404 Error 

How to use AI to streamline SEO Tasks?

AI is everywhere. Search Engine optimization is itself a time-consuming process. It requires efficiency and cost. AI is there to help SEO professionals. Reduce and automate SEO tasks.

Gaining organic position without ads or paid channels is the process of search engine optimization. It requires intense labor and investment.

There are 100s of SEO tools, software, platforms and research tools that you can use to optimize your SEO tasks.

There are hundreds of a year tool that one can use. Choosing the one itself is a challenge.

Ahrefs and Samrush are still the most popular tools. The rise of AI tools and new ranking factors makes it necessary to use AI in search and optimization.

AI SEO tools help in reducing time consumption and human efforts. If till now you have not considered using SEO tools, then it is the right time. Here I’m sharing how and why AI SEO is a must for you.

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Generate description, Title, and ALT text:

Descriptions, titles and all texts are the basics of SEO optimization. It is best to use AI tools to optimize these.

While human effort of optimization titled text and descriptions takes a lot of time, air to save all the time necessary for these.

If you have a large website, then the time for consumption is daunting. Even though content management platforms allow you to auto-generate description tags and keywords using AI tools.

You still need to learn how to practically and strategically use these tools for maximum benefits.

A lot of SEO professionals complain about using AI tools in SEO. The responsible use of AI and SEO tools is still beneficial.

It is always best to use AI optimization tools for SU, such as a WordPress plugin, and Screamingfrog with OpenAI API.

It is a preferred combination that not only saved dozens of hours but also saved thousands of dollars.

How to use it?

I’m sharing how you can use OpenAI API, Streaming Frog, and WordPress to generate API text at scale.

OpenAI API key:

• The very first step is to obtain open AI API key.
• Go to OpenAI and login to the dashboard. Go to API Keys.
• Click to create a new key. Rename it.

It is much that you must have graduates in your OpenAI account.

Screaming Frog Crawl:

Once you setup open AI API key, the next step is to use it with the Streaming Frog crawl.

• Go to the OpenAI dashboard, choose Configuration, then click on API, Access AI.
• Enter your OpenAI API key.
• Click on Connect.
• Use the prompt to generate all text. Go to the Prompt configuration tab. Go to the Library, then choose System, then generate all text for images, and click on add.
• In this web use, set up the crawl configuration. Go to Spyder, then click on Rendering and change the rendering mode from All text to JavaScript. Now go to extraction and check the store HTML and the store rendered HTML.
• Now run the crawl text using the URL to check the output. Make necessary changes to the prompt to get the best result.
• Run crawler.
• Export the CSV file.
• Make sure the file has two columns, all text and image URL.
• Add a WordPress plugin. .
• Upload the file.
• Now crawl your side and check the test with images and alt text.
• Now you can deactivate and uninstall the plugin.

Structure content outlines:

Now the next step is to structure content outlines.

It is necessary to optimize Front end creation process for SEO. Content optimization is necessary to ensure that your content is useful for search engines and site visitors.

Content creation is a complex process.

You cannot do everything with a single AI tool. Still, you can use AI as your tool to optimize your content creation process.

Whether you are writing long-form content, A single article of Evergreen content, or a content calendar. It is best to understand the content creation prompting.

Guide the agent with the right prompt to ensure that the output is best and optimized for human readers.

Example prompt:

You are an expert SU professional who specializes in contrite writing [choose your industry].

Your job is to create an outline for an article topic [topic of your choice]. This article outline must cover the following subtopics.

• Subtopic 1
• Subtopic 2
• Subtopic 3

The article should include the following keywords:

• Keyword 1
• Keyword 2
• Keyword 3

Here are the pages that are ranking well in Google search.

Project briefing:

For AI tools, it is necessary to use a project briefing. To get the best result, you must brief your project to the AI.

Make sure that you upload every sheet, deck, document and source on the LLM. And guide the LLM to summarize the content. I prefer NotebookLLM, but you can use any LLM of your choice.

NotebookLLM is a great tool to use multiple content formats such as emails, competitor lists, transcripts, notes, meeting data, and more.

By feeding this information, you can use the data to share with your team or as a personal reference.

Example Prompt:

You are a professional and experienced Senior Marketing manager. You are onboarding a team for [describe project]. Create a comprehensive project brief for [project].

Ensure the project brief takes into account the following project details:

Objectives: [goals]

Target audiences: [demographics]

Key messages: [messaging]

Channels: [multiple channels]

The output should include the following:

Project Overview: Summary of the project

Success Metrics: [KPIs]

Budget: [Financials]

Timeline: [Milestones and deadlines]

Generate the project brief as an expert, internal-facing document.

Classify the Keywords

Prompt for using the AI function in Google Sheets:

=ai("Act as an SEO expert. Classify the following keywords into exactly one of these Categories: [Informational, Navigational, Commercial, Transactional].

Rules:

Informational: [add details]

Commercial: [add details]

Transactional: [add details]

Navigational: [ add details]

Keyword: [keyword 1, keyword 2]

Result: Category name with no extra information

Segment keywords:

Use the Google Sheets function to categorize keywords based on topic, non-branded, branded, search intent and localized.

You can also use notebook LLM to organize keywords. Categorize keywords, export the output and note that in your spreadsheet.

Even when you’re using AI tools for SU, it is also better to use human intervention.

Competitor outlines: Automating computer websites' data using Surface ticketed checks is a great time saver.

Gemini AI to outline the content structure. It is best to use three or four competitor URLs to analyze and build a strategy. Include baseline content, blogs, messaging and targeting in your strategy.

Note: Terrify every result at every step to ensure that AI is not making any mistakes.

SERP analysis:

Use tools like Samrush and Ahrefs to build a seed keyword list. Put their data into the spreadsheet and upload it to GeminiAI.

Ask Gemini to breakdown keyword and intent based on the provided file. This way, you save a lot of time reviewing thousands of keywords.

Can use this strategy to find out informational versus commercial keywords. With this data, you can understand the level of competition in topics and what to avoid.

Conclusion:

AI for SEO is a great way to save A lot of time and dollars. Leverage available AI SEO tools for the best SEO strategy. Create a theme and use that theme multiple times, but every time. You must validate the result.

The reason behind using AI to streamline SEO is to save time and scale tasks.

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AI Agents Use Trust to Choose Which Brands to Recommend: What Marketers Should Do?

Trust is the ranking factor in GEO (Generative Engine Optimization). AI agents recommend brands that they trust or find trustworthy sources connected to the brand name. The confusion between AEO and GEO is high all the time.

There is no clarity if the SEOs still follow traditional or AI SEO. Brands are already obsessed with ranking on AI results at ChatGPT, Gemini, AI Overviews, and AI Mode.

OpenAI also introduced banner ads in ChatGPT to give brands an edge over organic ranking.

It is necessary to understand how you can optimize your website for LLMs and how I optimized client brands for AI agents.

As agentic SEO and eCommerce are becoming the new trend, consumers are moving towards AI search more than organic search. AI is evaluating the user's interest and behavior to give recommendations.

This makes it a must to determine how to make AI agents trust our brand.

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Trust Ranking Factor for AI Agents:

AI agents of ChatGPT, Claude, and Gemini make citations based on user interest, but also based on the platforms they trust.

The biggest issue that every SEO needs to resolve is the Trust.

Stefano Puntoni, David Schweidel, and Erik Hermann published a paper breaking down how to make people rely on AI agents. Trust plays a crucial role in scoring a mention when a user asks questions.

I have shared the list of ranking factors for search Engines. It is time to look for AI agents. 

There are the 3 core components of building Trust.

1. Align goals with reasoning:

AI agents work hard to understand the user’s issues and how to choose the different options.

AI only recommends a brand that can defend human interest. It requires clear reasoning and risk management.

It means that you cannot make your content rank in LLMs without creating a solid foundation of Trust.
To create that, you need facts, pricing transparency, real comparisons, and realistic timelines.

2. Action with Feedback:

AI Agents also read feedback on feedback. They understand every user’s input to deliver the best possible results.

Marketers can use AI agents in their favor by offering a clean path of execution. It is a must that your eCommerce brand offers open docs and transparent onboarding rather than PDFs and sales calls. 

3. Interface:

Your AI agent needs to understand that what the customer requires is not based on training data but based on actual conversation. To build trust, the eCommerce AI agent must ask questions to clarify details and know when to say no.

Marketers should use AI agents as consultants. It must probe integration, compliance, budget, and constraints. You need details, FAQs, and comparisons to build trust.

Why Trust is a Ranking Factor in AI Agents:

Like Google Search Ranking, AI ranking also requires Trust, but both work at different levels.
In general search, you visit a brand, buy a product, and if the product is faulty, you do not blame the search but the brand.

But in AI search, everything changes.

AI is responsible for delivering the most valuable results. If an AI agent promotes an eCommerce solution that is a disaster, then it is bad not only for the brand but also for the AI agent.

Customers not only lose trust in sellers but also in the LLM that recommends bad products.

For vendors, AI agents work more than a recommendation tool. They need an AI agent they can rely on to make buying decisions.

It is the reason why AI agents work in favor of brands they can trust.

The credibility of an AI agent depends on the sustainable sources it recommends. Without adding trustworthy brand names, AI agents cannot achieve that.

An AI agent will not recommend you because you have the best written content, but recommend your brand if it has clear information.

Trust plays a vital role in gaining brand mentions in LLM results.

Visibility or Eligibility:

SparkToro published a report stating that every time you ask an AI agent for recommendations, they give different answers. It seems that on the outer layer, they work like search engines.

But in the core, the AI agent uses Trust as the markup to mention brands. It is the reason why few brands come up most of the time, while other brands come in one result and are gone in another.

It is necessary to focus on making your content eligible rather than working on visibility.

What Marketers Should Do:

The brands require credibility in their content and product pages to achieve maximum citations.

Here is how you can do it:

Legible Data:

Combine the optimization for AI with human SEO. Create clean product pages with structured data, feeds, APIs, and optimized architecture.

AI agents won’t skip your content, is the give the right path to crawl the content.

Get Rid of Ambiguity:

Release all facts in product pages. Add SLAs and pricing bands. Do not hide anything. AI agents love details. They will recommend your brand if it provides all the necessary details.

Strong Validation:

AI agents focus on Trust to reduce the risk of citing wrong brands or disastrous products. It is necessary to collect third-party proof. Get brand mentions in top publications and press releases. Ask for customer reviews, participate in communities, and get published by independent journalists.

Display Your Work:

AI agents can only see your work if it is visible. Add numbers to case studies, comparison tables, and investment models.

Conclusion:

Search is changing from browsing search engines to asking AI agents. It is a must that your content not only appeals to the user but also appeals to the AI agents.

Optimize your website and content pages for eligibility.

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• Google Ask Maps: Conversational Map Search
• Co-Citation is a Search ranking Factor or not
• RankBrain is a Ranking Factor or Not 

2026 Oscars Winners: Full List of Academy Award Winners and Key Highlights

The Academy Awards 2026 held on Sunday, March 15, 2026, at the Dolby Theatre in Hollywood, Los Angeles. Conan O'Brien hosted the ceremony to celebrate the best films of 2025. Among the massive list of movies and actors, One Battle After Another became the dominating movie in Oscars 2026.

Oscars 2026 honored the movies based on acting, cinematography, production, and visual effects.

One Battle After Another dominated several award categories. The movie won Oscars in the Best Picture, Best Director, Best Supporting Actor, Best Adapted Screenplay, and Film Editing categories.

The Sinners (2025) movie also won multiple Awards at the Oscars 2026, including Best Actor, Best Original Screenplay, Best Original Score, and Best Cinematography categories.

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2026 Oscars Winners 

Here is everything you must know about the 2026 Oscar winners.

Best Picture Winner:

One Battle After Another won the best picture award. It is one of the most prestigious awards at the Oscars 2026. The movie competed with Sinners, Sentimental Value, Frankenstein, and Hamnet in this category.

Not only movie lovers but critics also praised the movie for its direction, storytelling, and performances.

Best Director:

Paul Thomas Anderson won the Best Director award for the movie One Battle After Another. The award displays Paul’s remarkable direction and storytelling abilities.

Paul Thomas Anderson competed with Chloé Zhao (Hamnet), Josh Safdie (Marty Supreme), Joachim Trier (Sentimental Value), and Ryan Coogler (Sinners) in this category.

Best Actor:

Michael B. Jordan won his first Oscar for his strong performance in the movie Sinners. His acting displayed emotional intensity and depth.

Michael B. Jordan competes with Timothée Chalamet (Marty Supreme), Leonardo DiCaprio (One Battle After Another), Ethan Hawke (Blue Moon), and Wagner Moura (The Secret Agent).

Best Actress:

Jessie Buckley won the Best Actress Oscar Award for Hamnet. Her acting captivated critics and audiences. She is the first Irish actress to win Best Actress at the Oscars.

She competed with Rose Byrne (If I Had Legs I’d Kick You), Kate Hudson (Song Sung Blue), Renate Reinsve (Sentimental Value), and Emma Stone (Bugonia).

Supporting Acting Categories:

Sean Penn won another Oscar for his role as a supporting actor in One Battle After Another. Amy Madigan won the best supporting actress for Weapons.

Screenwriting Awards:

• Paul Thomas Anderson won the Best Adapted Screenplay award for One Battle After Another.
• Ryan Coogler won the Best Original Screenplay award for Sinners.

Technical Awards and Craft Achievements:

Sinners won the Best Cinematography award. Autumn Durald Arkapaw is the first woman to receive this award.

Frankenstein won the Best Production Design Oscar.

Kate Hawley’s designs won Best Costume Design for Frankenstein.

Frankenstein won the Best Makeup and Hairstyling award.

Visual Effects and Sound:

• Avatar: Fire and Ash won the best Visual Effects award.
• F1 won the best sound award.

Music Categories:

• Ludwig Göransson won Best Original Score for Sinners.
• KPop Demon Hunters won Best Original Song for “Golden.”

Animation Winners:

• KPop Demon Hunters won the Best Animated Feature Film.
• The Girl Who Cried Pearls won the Best Animated Short Film.

Documentary Awards:

• Mr. Nobody Against Putin won Best Documentary Feature.
• All the Empty Rooms won Best Documentary Short Film.

International Feature Film:

Sentimental Value (2025) won the Best International Feature Film. It is the first Norwegian film to win the category.

Editing and Casting:

• One Battle After Another won the Best Film Editing Award.
• Cassandra Kulukundis won Best Casting for One Battle After Another.

2026 Oscars Winners:

Category	Nominees	Winner
Best Supporting Actress	Elle Fanning (Sentimental Value); Inga Ibsdotter Lilleaas (Sentimental Value); Amy Madigan (Weapons); Wunmi Mosaku (Sinners); Teyana Taylor (One Battle After Another)	Amy Madigan (Weapons)
Best Animated Feature Film	Arco; Elio; KPop Demon Hunters; Little Amélie or The Character of Rain; Zootopia 2	KPop Demon Hunters
Best Animated Short Film	Butterfly; Forevergreen; The Girl Who Cried Pearls; Retirement Plan; The Three Sisters	The Girl Who Cried Pearls
Best Costume Design	Avatar: Fire and Ash; Frankenstein (Kate Hawley); Hamnet; Marty Supreme; Sinners	Frankenstein (Kate Hawley)
Best Makeup and Hairstyling	Frankenstein; Kokuho; Sinners; The Smashing Machine; The Ugly Stepsister	Frankenstein
Best Casting	Hamnet (Nina Gold); Marty Supreme (Jennifer Venditti); One Battle After Another (Cassandra Kulukundis); The Secret Agent (Gabriel Domingues); Sinners (Francine Maisler)	One Battle After Another (Cassandra Kulukundis)
Best Live Action Short Film	Butcher’s Stain; A Friend of Dorothy; Jane Austen’s Period Drama; The Singers; Two People Exchanging Saliva	The Singers & Two People Exchanging Saliva (Joint Winners)
Best Supporting Actor	Benicio del Toro (One Battle After Another); Jacob Elordi (Frankenstein); Delroy Lindo (Sinners); Sean Penn (One Battle After Another); Stellan Skarsgård (Sentimental Value)	Sean Penn (One Battle After Another)
Best Adapted Screenplay	Bugonia; Frankenstein; Hamnet; One Battle After Another (Paul Thomas Anderson); Train Dreams	One Battle After Another (Paul Thomas Anderson)
Best Original Screenplay	Blue Moon; It Was Just an Accident; Marty Supreme; Sentimental Value; Sinners (Ryan Coogler)	Sinners (Ryan Coogler)
Best Production Design	Frankenstein; Hamnet; Marty Supreme; One Battle After Another; Sinners	Frankenstein
Best Visual Effects	Avatar: Fire and Ash; F1; Jurassic World Rebirth; The Lost Bus; Sinners	Avatar: Fire and Ash
Best Documentary Short Film	All the Empty Rooms; Armed Only With a Camera: The Life and Death of Brent Renaud; Children No More: Were and Are Gone; The Devil Is Busy; Perfectly a Strangeness	All the Empty Rooms
Best Documentary Feature Film	The Alabama Solution; Come See Me in the Good Light; Cutting Through Rocks; Mr Nobody Against Putin; The Perfect Neighbor	Mr Nobody Against Putin
Best Original Score	Bugonia; Frankenstein; Hamnet; One Battle After Another; Sinners (Ludwig Göransson)	Sinners (Ludwig Göransson)
Best Sound	F1; Frankenstein; One Battle After Another; Sinners; Sirât	F1
Best Film Editing	F1; Marty Supreme; One Battle After Another; Sentimental Value; Sinners	One Battle After Another
Best Cinematography	Frankenstein; Marty Supreme; One Battle After Another; Sinners; Train Dreams	Sinners
Best International Feature Film	The Secret Agent; It Was Just an Accident; Sentimental Value; Sirât; The Voice of Hind Rajab	Sentimental Value
Best Original Song	Dear Me (Diane Warren: Relentless); Golden (KPop Demon Hunters); I Lied To You (Sinners); Sweet Dreams of Joy (Viva Verdi!); Train Dreams (Train Dreams)	Golden (KPop Demon Hunters)
Best Directing	Chloé Zhao (Hamnet); Josh Safdie (Marty Supreme); Paul Thomas Anderson (One Battle After Another); Joachim Trier (Sentimental Value); Ryan Coogler (Sinners)	Paul Thomas Anderson (One Battle After Another)
Best Actor	Timothée Chalamet (Marty Supreme); Leonardo DiCaprio (One Battle After Another); Ethan Hawke (Blue Moon); Michael B Jordan (Sinners); Wagner Moura (The Secret Agent)	Michael B Jordan (Sinners)
Best Actress	Jessie Buckley (Hamnet); Rose Byrne (If I Had Legs I’d Kick You); Kate Hudson (Song Sung Blue); Renate Reinsve (Sentimental Value); Emma Stone (Bugonia)	Jessie Buckley (Hamnet)
Best Picture	Bugonia; F1; Frankenstein; Hamnet; Marty Supreme; One Battle After Another; The Secret Agent; Sentimental Value; Sinners; Train Dreams	One Battle After Another

Conclusion:

Oscars Award 2026 established One Battle After Another as the most awarded film for 2025. Sinners and Frankenstein also won multiple awards in different categories. The Academy Award winners will get more viewers, fans, and opportunities in the coming years.

FAQs:

How many awards did One Battle After Another win?

The film One Battle After Another won 6 Oscars at the 98th Academy Awards in 2026.

How many awards did Sinners (2025) win?

The film Sinners won 4 Oscars at the 98th Academy Awards.

How many awards did Frankenstein (2025) win?

The film Frankenstein won 3 Oscars at the 98th Academy Awards.

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