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What TikTok Algorithm Looks for Before Pushing Video

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Trends can make or break a brand. One viral post can put a business in front of millions overnight. But as quickly as the views rise, they can fall.

The TikTok algorithm feels like some kind of mysterious black box to most creators, right? Like there’s this unpredictable gatekeeper randomly deciding who gets famous and who stays invisible. But I’m gonna let you in on something it’s not random at all.

TikTok’s got this whole machine learning system that’s checking dozens of things within seconds of your video going live. It’s figuring out whether your content deserves a spot on people’s For You Page or not. And once you understand what it’s actually looking for, everything changes. You stop guessing and start creating strategically.

Every single video gets tested on a small audience first. What happens in those first few hours? That determines if you reach 500 people or 5 million. So let’s break down exactly what TikTok’s algorithm is analyzing before it decides to push your video out.

9 Algorithm Signals That Decide Whether Your Video Goes Viral

1. Video Completion Rate Determines Everything

This is the big one. TikTok is obsessed with how many people watch your entire video. Like, seriously obsessed. This completion rate is basically the algorithm’s best guess at whether your content is actually good or just background noise while people scroll.

If 70% or more of viewers watch your whole video? The algorithm’s gonna push it hard. If most people are bailing in the first three seconds? Your video’s dead in the water, stuck in that initial test phase forever. Just straight into the good stuff. And they end with something satisfying so people feel like watching was worth it.

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2. Buy TikTok likes

Even if your video has strong watch time and completion rate, it can still struggle in the first test phase especially when competition is insane. That’s why some creators choose to buy TikTok likes to give their content an early engagement push. When a video gets likes quickly, it sends a stronger signal to the algorithm that people are enjoying it, which can help it reach more viewers faster.

If you want a safe option, Media Mister is a trusted provider many creators use because delivery looks natural and helps improve social proof. They also offer free TikTok likes so you can try it first with zero risk.

3. Shares and Saves Content

Yeah, likes are nice. But shares and saves? The algorithm treats those like gold because they take actual effort. When someone shares your video to a friend or saves it to watch later, they’re basically telling TikTok “this is really good.”

The creators who understand this make content specifically designed to be shared or saved. Educational stuff people want to reference later. Emotional stories people want to show their friends. That’s the move.

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4. Watch Time Relative to Video Length

The algorithm isn’t just checking if people finished your video it’s looking at how much actual time they spent watching compared to your video’s length.

So like, a 60-second video that people watch for 45 seconds? That’s better than a 15-second video people watch for 12 seconds. Even though the percentage is similar, the algorithm values total attention time more.

Most successful creators find that sweet spot between 21-34 seconds. Long enough to actually say something, short enough that people watch it again. And yeah, the algorithm notices when people immediately rewatch your video. That basically doubles your watch time, which is huge.

5. Relevance to User Interests Gets Matched Precisely

TikTok builds a unique For You Page for everyone based on what they’ve watched before, what they’ve liked, what they’ve commented on all of it. When your video goes live, the algorithm’s trying to figure out who would actually be interested in it.

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It looks at which hashtags people engage with, what sounds they like, which creators they watch all the way through. Your video gets shown first to people who’ve liked similar stuff. If those people engage? It expands outward to more people.

This is why being clear about your niche matters so much. When the algorithm can easily tell what your content is about, it can match you with the right audience. Confused content gets confused results.

6. User Interaction History With Your Profile Counts

The algorithm remembers how people have interacted with your stuff before. If someone’s liked or commented on your videos in the past, the algorithm will prioritize showing them your new content. Past behavior predicts future behavior, right?

This creates this snowball effect. When you consistently post good content, you build an audience that automatically engages with your new posts. That engagement signals the algorithm to push even harder.

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But it works the other way too. If people keep hitting “Not Interested” on your videos, the algorithm stops showing them your stuff and suppresses it to similar users. Brutal, but that’s how it works.

7. Sound Selection and Trending Audio Boost Visibility

The audio you pick matters more than people think. TikTok tracks which sounds are gaining momentum and actively pushes videos using those trending sounds.

When you use a sound that’s trending upward not totally blown up yet but getting there the algorithm gives you a boost because it wants to help the trend grow. Your video gets shown to people who’ve liked that sound before.

But here’s the catch: the audio has to actually fit your content. When the audio and video don’t match, people get confused and engagement drops. Don’t force a trending sound just because it’s trending.

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8. Caption Engagement and Keyword Relevance Matter

Your caption does more than you think. The algorithm reads it to figure out what your video’s about, then uses that to match you with interested viewers.

Strategic keywords help the algorithm categorize your stuff correctly. But the caption also needs to drive engagement. Captions that make people want to comment or share signal that your content sparks conversation.

Questions in captions usually get more comments, but they can’t be generic. “What do you think?” gets ignored. Specific, interesting questions that make people actually want to answer? That’s what works.

9. Consistency and Upload Frequency Build Algorithmic Trust

The algorithm likes creators who show up consistently because regular posts give it more data about your style and what your audience likes.

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But consistency doesn’t mean posting trash every day. It means having a predictable schedule you can actually maintain. Three high-quality videos a week often beats seven mediocre ones because each video’s performance affects your overall standing with the algorithm.

The algorithm tracks how your recent videos did compared to your average. If your last five videos underperformed, it might show your next video to fewer people until you prove you’re back on track. It’s constantly evaluating whether you’re trending up or down.

Conclusion

TikTok’s algorithm isn’t this mysterious thing you can’t understand. It’s a system analyzing specific signals to predict what people want to watch. Once you get what it’s looking for, you stop hoping and start strategizing.

Focus on getting people to watch your whole video. Post when your audience is online to trigger that early engagement spike. Make content people want to share and save. Stay consistent with quality content.

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Here’s the thing though the algorithm’s ultimate goal is keeping users happy and scrolling. So when you align with what the algorithm wants, you’re really just making content people genuinely want to watch. And that’s the only sustainable path to success on TikTok anyway.

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Jobs saved at Newcastle life sciences firm Newcells Biotech amid partial rescue deal

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The university spin-out’s retina business including its specialist team has been acquired – but all other jobs have been lost

The Biosphere in Newcastle

The Biosphere in Newcastle

Jobs have been saved at a Newcastle biotech business after part of the firm was bought out of administration in a partial rescue deal. Cambridge based Axol Bioscience Ltd, a leading provider of stem cell technologies for drug discovery and research, has announced it has acquired the ophthalmology business of Newcells Biotech, a drug discovery partner specialising in the development of in vitro models.

The business swooped for the retina business of Newcells Biotech – based in the Biosphere at Newcastle Helix – following the appointment of administrators at Grant Thornton LLP. The Newcastle University spin out specialises in providing in vitro tools for testing how drugs interact with tissues and was founded 11 years ago by Dr Mike Nicholds and Professor Lyle Armstrong.

The firm, which had 49 employees in 2024, focused on offering models of the retina, kidney and lung and it was also carrying out testing for customers. Use of 3D models attracted interest after the US Food and Drug Administration (FDA) changed its rules four years ago, scrapping the requirement for new drugs to be tested on animals.

The Axol deal includes the specialist team, facilities and intellectual property within the retina division, specifically related to the supply of proprietary iPSC-derived (induced pluripotent stem cell) products and ophthalmology research services to biopharma, biotechnology and customers across Europe and the US. It’s not known how many staff members have transferred to Axol Bioscience, but 18 other jobs have been lost.

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A spokesman for the company said: “On February 12, 2026, insolvency practitioners from Grant Thornton UK Advisory & Tax LLP were appointed as joint administrators of Newcells Biotech Limited. Following their appointment, the joint administrators agreed a sale of the Retina Business of the company as a going concern to Censo Biotechnologies Limited (trading as Axol Bioscience).

“The acquisition will ensure the operations of the Retina Business will continue at the main trading premises in Newcastle and secured the retention of all employees working within that part of the business. The remaining operations of the company ceased on appointment. As a result, it was not economically viable for the joint administrators to continue to employ the remaining members of staff resulting in 18 redundancies.”

Newcells Biotech CEO Mike Nicholds

Newcells Biotech CEO Mike Nicholds(Image: The Bigger Picture Agency Ltd)

Newcells Biotech announced two significant funding rounds during 2024 to expand its work. The investments – including £2.35m in February and £1.2m in May – aimed to help the business build its customer base and develop partnerships with other companies in its field.

Meanwhile, Axol said the acquisition expands its portfolio of models, and also strengthens its position as the leading independent provider of physiologically-relevant in vitro retinal models for ophthalmology drug discovery and safety testing. Axol recently announced a $2.8m financing deal, led by US life sciences investor BroadOak Capital Partners, which is supporting expansion of its US commercial operations, product development and manufacturing scale-up.

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Liam Taylor, CEO of Axol Bioscience, said: “The addition of Newcells’ retinal organoid business is our third acquisition in five years.

He added: “Newcells has developed a highly sophisticated and scalable retinal organoid platform focused on predictive, human-relevant iPSC-derived retinal models that are recognised across the industry. Integrating this capability with Axol’s existing ophthalmology portfolio enables us to offer a broader, more physiologically relevant toolkit to support research.”

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Not doomsday, AI will ring in modernisation: C S Venkatakrishnan, Barclays

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Not doomsday, AI will ring in modernisation: C S Venkatakrishnan, Barclays
India’s political stability, strong growth and rapid digital transformation have fundamentally reshaped the country’s position among major economies, Barclays global chief executive C S Venkatakrishnan said. In an exclusive interview with Joel Rebello and Sangita Mehta, the head of the UK’s second-largest bank with $2 trillion in assets, also said AI will modernise decades-old systems rather than destroy jobs and explained why the world is entering a sensitive point in the credit cycle after years of cheap borrowing. Edited excerpts:

In a matter of days, the world seems to have changed dramatically because of Anthropic’s recent AI update. How disruptive could this become?

The global AI ecosystem outside China is being driven by large US tech firms. Hyperscalers such as Amazon, Microsoft and Google provide cloud and computing capacity, supported by chipmakers like Nvidia and major data centre infrastructure. But the real transformation will come only when companies rebuild their processes end-to-end to integrate these tools. AI will make interactions more natural, reduce the need for coding expertise, and eventually reshape core functions such as customer service, fraud detection and wealth advisory. For this to work, companies must overhaul decades-old systems – a difficult and slow process.
What about the doomsday forecast?


No. We are far from that. Much of the work in large, traditional companies still depends on existing systems, and they continue to own customer relationships and products. The employment challenge is more relevant in certain functions, but AI can free up capacity which means existing people can do other things better. Companies are operating on technology infrastructure that is 30-40 years old, and there is a lot to fix. So I don’t see a doomsday scenario.
Apart from AI, we have geopolitical tensions and supply-chain realignments…

The world today resembles the 1970s-80s. The era of hyper-globalisation from 1990 to 2020 is over. Covid broke supply-chain trust, forcing large countries to secure medical supplies, drugs and other essentials domestically, while smaller countries aligned with bigger nations for vaccine access. We now see greater trade friction and a shift from global agreements to bilateral ones, including India’s deal with the European Union. Major economies, including India, are securing their own supply chains, especially for critical inputs like rare earths.

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Will the dollar’s supremacy change?

The dollar will retain its supremacy as the world’s reserve currency for a long time. The US remains the hub of global trade and is a large manufacturing, services and digital economy. Key global commodities – oil, gold – are priced in dollars, giving it enormous standing. About 80% of all foreign-exchange trades have the dollar on one side. Reserve-currency status requires economic strength and trust, and replacing the dollar will be very hard.

Where does India fit into the scheme of things for Barclays?

We are headquartered in the UK but have a substantial presence in the US. India is our second-largest employee base with 30,000 people out of 90,000, so it’s very clear where we’re making our bets. India is a very important part of our global strategy and serves as the hub from which we run our Asian operations, including Hong Kong, Singapore and Japan. That reflects our long-term view on India. It was true before an Indian CEO, and I hope it remains true after, because it’s driven by economic logic, not anything else.

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What will change after India’s trade deals with the EU and US?

Indian companies will continue expanding in the UK, US and Europe, and we help them do that – whether financing acquisitions, finding partners or identifying targets. After the India-US trade deal, we expect more FDI from US companies, and we support them in entering the Indian market. We do not intend to enter retail banking in India, but we have a private banking business and remain a strong partner to Indian firms expanding into the Middle East and Southeast Asia.

What are the strengths of the Indian market?

Barclays has a significant presence in only a few emerging markets, and India is one of them. A long period of political stability and strong economic growth has made India a very different prospect in 2026 versus 2010, compared to traditional emerging markets. There have been ups and downs in Argentina, and some of the bigger emerging markets. But India has held out. India is different from China. That’s why it’s a category of its own.

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India may be a growth story, but do you think it’s not easy to do business here?

India’s operating environment has improved with world-class digital infrastructure – digital ID, seamless payments and modern commerce – and steady liberalisation of the financial and economic system. GST and tax rationalisation have strengthened efficiency. But India still needs a deeper domestic capital market that matches its scale, with more corporate credit flowing into insurance, securitisation and fixed-income markets. Improving ease of doing business – labour laws, PF rules, approvals – helps our clients and therefore us. The market which has done well in spite of the problems is real estate. It has done well because of scarcity of land, not because of transparency. Not because of the cleanness of title and ability to, correct rents or evict and so on. Those things are still weak. And if those were freed up, it would do even better.

From your vantage point, is there something you worry about?

Two things. First, the credit cycle: it has been long, and borrowing costs were low. A shock could unsettle it. Second, the implications of AI: how to use this technology to transform our business and deliver better products faster. We don’t want to be surprised again the way big banks were by fintechs. We run a risk-managed company with clear visibility of exposures and limits. I hope we are equipped to absorb a severe fall in asset prices, but when shocks happen, they come in ways you cannot predict – and they test you.

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How will the era of higher interest rates affect global markets?

Two major forces kept inflation low over the last 30 years: global supply-chain shifts, especially manufacturing moving to China, and generally low interest rates that allowed companies to borrow and grow without triggering inflation. Now the impact will show up in credit. Borrowers who relied on cheap funding could face rising default risks. If I had to worry about something, it would be that changes in interest rates and weaker economic growth will pressure companies, weaken corporate balance sheets, and create risks in financial markets.

Is the private-equity model under strain?

The core PE model of buy, fix and sell still works, but firms are struggling to sell companies at expected valuations. IPO markets have slowed, and strategic or PE-to-PE sales have become harder. The rise of continuation funds signals pressure in the model. Large players remain resilient, but prolonged stress will make raising new capital more difficult.

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How do you view the continued strength of China despite sanctions?

China’s 35-year growth story is nothing short of a miracle. Its trade surplus remains strong partly because global tariff adjustments take time, and partly because domestic demand is weakening, pushing more exports. These challenges do not take away from China’s broader economic achievements.

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Kate Scott Delivers Powerful Message on Racism in Soccer as UEFA Opens Investigation on Prestianni

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Kate Scott

CBS Sports’ coverage of the Champions League began with a powerful message from host Kate Scott regarding racism in soccer.

This follows after an altercation during the Real Madrid vs. Benfica match wherein Vinicus Jr. accused Gianluca Prestianni of calling him a monkey.

Kate Scott’s Powerful Message on Racism

Scott started by saying “Well, I guess today is a new day in football, but with the same old racist problems.”

She went on to say that how people see Vinicus Jr. shouldn’t affect how they see the incident, noting that “This isn’t Real Madrid versus Benfica. It is right versus wrong. Vini Junior and Kylian Mbappe said that there was repeated racial abuse. Gianluca Prestiani said they misheard.”

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Scott also emphasized on how Prestianni covered his mouth to hide what he was going to say to Vinicus Jr.

“But he covered his mouth to hide what he said from the cameras, and hopefully, we can all agree that if what you are saying on a football pitch is shameful enough to have to hide it from the public, then you’re wrong,” she said.

The host also called out Benfica manager Jose Mourinho’s comments on the altercation.

“Yesterday, he switched the focus from what had actually been said to whether there was provocation for it. He essentially told us that Vini Junior was asking for it,” Scott noted. “That is a damaging narrative from a man who is considered a leading figure in the global game.”

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Scott then ended her speech with a message on the importance of racial diversity.

“The racial diversity on a football pitch in the Champions League is the representation of the global love for this game and the global belonging in this game,” she said. “This is the very spirit of football. And if you don’t agree, then respectfully, you are the one who doesn’t belong.”

Fellow host and Arsenal Legend Thierry Henry also zoned in on Prestianni covering his mouth, according to Goal.com.

“We don’t know what Prestianni has said, because he was very courageous by putting his shirt over his mouth to make sure that we weren’t going to see what he said, so clearly, already, you look suspicious,” Henry pointed out. “Because you didn’t want people to see or read what you said. Then, the reaction of Vinicius is telling me that something not right happened.”

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“Let’s see how big of a man Prestianni is. Tell us what you said,” he challenged the Benfica player. “You must have said something, because you can’t go to Mbappe and say, ‘I didn’t say anything.’ What do you mean, you covered your nose for what, you have a cold?”

You can watch Kate Scott’s full message below.

UEFA Opens Investigation on Prestianni

In relation to the alleged racist incident, FOX Sports reports that UEFA has opened a disciplinary investigation on Prestianni.

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An ethics and disciplinary inspector has already been appointed for the investigation.

Prestianni has already denied allegations of racism, posting on social media that “At no point did I direct racist insults at Vinicius Jr., who unfortunately misunderstood what he thought he heard.”

“I have never been racist toward anyone,” he added.

Originally published on sportsworldnews.com

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