The key to AI success is having the right data foundation in place. Put simply, there is no AI without data. But data alone isn’t enough; organizations need to bridge the silos between data, AI and infrastructure to get the most value out of “traditional AI”.
Most organizations, especially non-digital natives, are missing the connection between these three efforts, which is hindering scaled innovation ambitions.
Bridging the gapIn today’s digital world, organizations are focusing on monetizing data as an asset. To achieve this, there needs to be a deliberate business strategy on how to leverage the technology innovations happening in the world of data, AI and infrastructure.
The basic value chain of data and AI is simple: Data is converted into insights, which is converted into actions and decisions to create solutions and services. For example, with traditional AI use cases like personalization, an AI tool provides insights based on someone’s personal data, like from social media, and then generative AI (GenAI) models produce the relevant content for the specific individual.
What’s often missing from this unified data and AI strategy is infrastructure. Both data and AI are infrastructure hungry, and while storage costs have become lower over time, if organizations don’t consider the infrastructure strategy, then the ROI becomes highly questionable.
Very few organizations have an enterprise-wide unified data strategy that connects both AI and infrastructure, as well as structured and unstructured data. Organizational models need to pivot to break these silos. Agile DevOps ways of working and embracing change management are imperative to scale AI to transform your business.
Connecting the dotsOnce a business strategy is created, to build the connections between data, AI and infrastructure, there are four steps that organizations can follow:
1. First, understand that you need to shift from collecting to connecting the dots. A mindset shift needs to occur.
2. Identify the big problem you're trying to solve and the use cases that will create the maximum business impact, rather than just collecting data and building AI models and use cases in isolation.
3. Determine the optimal way to run AI models — either by sending the data to the model, such as with OpenAI’s ChatGPT, or getting the AI or the model to the data, which resides in a private, secure environment. Either route depends on factors like data sensitivity and cost, and infrastructure must be a consideration, as AI models consume a lot of GPUs.
4. Strategically ensure the AI, data and infrastructure teams are aligned and working together to solve the problem, rather than operating in silos. Otherwise, organizations will end up with multiple flavors of execution from a technology standpoint for the same project.
Scaling AI and innovationOnce the dots are connected, organizations can start scaling AI and innovation initiatives throughout their enterprise by following these steps:
1. Shift from a use-case-driven approach to a capability-driven approach, building reusable AI capabilities like conversational AI and voice analytics for internal or external service desks.
2. Establish a centralized data, AI and infrastructure team to build the core foundation, platform and capabilities, while allowing business units to build their own AI-powered applications on top. This is crucial for establishing efficiency and consistency.
3. Ensure the technology approach is aligned to the organizational model.
4. Democratize the use of AI across the organization, making it easy for non-technical employees to leverage the capabilities and create value. It’s important to understand how to make it easy for the employees to consume AI create value.
5. Focus first on targeting the low hanging fruit, which is driving efficiencies before transforming employee and customer experiences and then creating new products and services.
The shift has begunThe organizations that will succeed in scaling their innovation and AI ambitions need to shift from simply collecting data to connecting the dots between data, AI and infrastructure through a simplified, outcome-focused approach.
By adopting a unified data, AI and infrastructure strategy, organizations can lay the foundation to effectively scale their AI ambitions and drive tangible business value.
A shift in attitude is taking place and organizations are realizing they need to be much more strategic about how they leverage these three areas to scale innovation effectively and achieve their business’ goals.
It’s advisable to start with the outcomes and then work backwards to figuring out what datasets are needed and how to industrialize that data with AI. The good news today is that cloud, AI and data management technology is now available to change ways of working, bridge connections and drive innovation at scale.
We;ve lised the best Gantt chart software.
This article was produced as part of TechRadarPro's Expert Insights channel where we feature the best and brightest minds in the technology industry today. The views expressed here are those of the author and are not necessarily those of TechRadarPro or Future plc. If you are interested in contributing find out more here: https://www.techradar.com/news/submit-your-story-to-techradar-pro
One of my favorite controller brands has just released a new version of its excellent budget gamepad: the 8BitDo Ultimate 2C Bluetooth controller.
A refined version of the 8BitDo Ultimate C Bluetooth controller - which I also consider to be one of the best Nintendo Switch controllers - the 2C is currently only available in the US for an impressive $29.99. Coming in two distinct colorways - blue or pink - I imagine availability will extend to the UK and other regions in due time.
At a glance, the 8BitDo Ultimate 2C Bluetooth controller has some noticeable upgrades over its predecessor. The Hall effect thumbsticks look to be improved with sturdy metal rings and a pair of remappable bumpers have been added. These are situated between the triggers, much like the ones we see on the Razer Wolverine V3 Pro.
Another change is found in the wireless controller's overall aesthetic. The rear shell now bears a lighter shade of its main color (again, either blue or pink), which I think is a very pleasing touch. It appears that the d-pad and bumpers have also been further refined, this time offering a more tactile and responsive feel overall.
You're also still getting gyro aiming with the 2C - quite a rarity for controllers that are this affordable. However, it does seem like near-field communication (NFC) support for amiibo figures and cards is still absent here, just like the original model. Though that's an omission I'm willing to forgive, especially given the controller's low price point.
Much like GameSir, 8BitDo is a brand that I find to rarely miss the mark when it comes to controller design. I've tested and reviewed several 8BitDo products including the 8BitDo Ultimate and 8BitDo Arcade Stick, and always found something to love with the brand's hardware. Be that in overall quality, affordability, or impressive feature sets, it's a brand that I'm typically confident in recommending to those looking to buy a new controller.
You might also like...In the latest development in what has been a chequered few months for the WordPress hosting platform, the US District Court for the Northern District of California has sided with WP Engine in its battle against Automattic, the parent company of WordPress.com.
The court’s order demands Automattic stop, “blocking, disabling, or interfering with WPEngine’s and/or its employees’, users’, customers’, or partners’ access to WordPress.org” and “interfering with WPEngine’s control over, or access to, plugins or extensions.”
Judge Martínez-Olguín also criticized Automattic’s defense, which argued WP Engine’s reliance on WordPress.org resource was self-imposed, noting Automattic’s targeted actions specifically against WP Engine exacerbated the harm.
WP Engine comes out victorious?The dispute began when Automattic CEO Matt Mullenweg accused WP Engine of being a “cancer” for taking more than it gives to the open source project.
Mullenweg later banned WP Engine from accessing WordPress.org’s resources for free after days of tit-for-tat arguments.
Apart from blocking WP Engine’s access to WordPress.org servers, WP Engine also accused Mullenweg of seizing control of its Advanced Custom Fields (ACF) plugin. In response to Automattic's drastic measures, WP Engine took legal action.
Judge Martínez-Olguín confirmed that Automattic’s “conduct is designed to induce breach or disruption.”
The court also heard WP Engine “experienced a 14% increase in the average number of daily cancellation requests between September 26 and 30, and an increase of 17% in cancellation requests between October 1 and October 14, as compared to September 1 through September 25.”
The Judge also demanded Automattic “[restores] WPEngine’s and Related Entities’ access to WordPress.org in the manner that such access existed as of September 20, 2024,” including to functionality and development resources, data resources, security resources and support resources.
A WPEngine spokesperson told TechRadar Pro, "We are grateful that the court has granted our motion for a preliminary injunction. The order will bring back much-needed stability to the WordPress ecosystem. WP Engine is focused on serving our partners and customers and working with the community to find ways to ensure a vigorous, and thriving WordPress community.”
We’ve reached out to Automattic for their responses to the court ruling, but did not immediately receive a response - however, Mullenweg did share another user’s X post seemingly indicative of his disagreement. It reads: “Agree with him or not, the court is forcing an open source maintainer into providing services to a user.”
UPDATE: Automattic shared the following statement with TechRadar Pro in an email:
"Today’s ruling is a preliminary order designed to maintain the status quo. It was made without the benefit of discovery, our motion to dismiss, or the counterclaims we will be filing against WP Engine shortly. We look forward to prevailing at trial as we continue to protect the open source ecosystem during full-fact discovery and a full review of the merits."
You might also likeA new report has pulled together two different threads of rumors concerning the future of the company’s flip foldable lineup following the Samsung Galaxy Z Flip 6.
According to Korean news outlet Chosun Biz, the rumored Samsung Galaxy Z Flip 7 and Galaxy Z Flip FE smartphones will use Samsung’s own Exynos 2500 chipset, as the company has managed to overcome hurdles in the chipset manufacturing process. The report was shared on Twitter by notable leaker Jukanlosreve.
The direct mention of the Samsung Galaxy Z Flip FE in this report adds to previous rumors of a cheaper folding phone from Samsung, though the use of a flagship-class Exynos 2500 chipset may suggest a more premium device than originally expected.
For comparison, the Samsung Galaxy S24 FE uses Samsung’s own Exynos 2400e chipset, while the flagship Galaxy S24 models all use the more powerful Snapdragon 8 Gen 3 chipset from Qualcomm.
Samsung has been making efforts to move away from Qualcomm and towards its own Exynos platform for quite some time now but has faced difficulties with production, chiefly the inability to produce enough chipsets for the amount of phones the company sells.
It is currently the only major phone maker to not use a proprietary chipset in its flagship phones – Apple equips the iPhone 16 family with the A18 chipset, whereas Google implements its Tensor G4 in the Pixel 9 series.
The report quotes an unnamed senior official at Samsung, who noted that 3nm chipset production has “stabilized” after difficulties with mass production. The official added that “It seems difficult to install it in the Galaxy S25 series due to insufficient quantity, but it will be possible to fully install it in the premium models of the Z Flip series.”
Note the plural “models” in the above quote – this seems to support the idea that multiple new Z Flip phones are on the way, and the emphasis on premium may allude to more powerful specs for the rumored Z Flip FE.
If this is the case, the Exynos 2500 will seem right at home within the Galaxy Z Flip FE, though it may bring the total cost of the handset up somewhat.
No matter the price of the new Galaxy Z Flip devices, it’s likely we’ll see both phones make it to our list of the best folding phones.
Samsung have yet to officially comment on these developments, and likely won’t reveal either rumored phone until close to launch. For the latest official updates as we hear them, be sure to keep up with our Samsung Galaxy phones coverage.
You might also likeChinese smartphone and technology manufacturer Xiaomi has proven it can make waves in the electric vehicle market with the runaway success of its SU7 electric sedan – a high-performance Ultra version of which recently set a record around Germany’s Nurburgring.
Now, details and imagery of the brand’s debut SUV have been revealed via the company's Weibo site, alongside the name. Dubbed the YU7, the large SUV borrows several design cues from its sedan counterpart and features a nod to one its closest rivals in the nomenclature.
Tesla’s Model Y is clearly going to be Xiaomi’s number one target, with its newest vehicle tipped to offer battery sizes of 94.3kWh and 101kWh, which could equate to an all-electric range in excess of 400 miles on a single charge.
(Image credit: Xiaomi)The YU7 is also longer and wider than the Tesla counterpart, boasting styling that is reminiscent of Ferrari’s Purosangue performance SUV, with hints of Porsche Macan at the rear. It’s certainly not the most original piece of design, but it’s arguably a more purposeful-looking EV than Tesla’s almost formless Model Y.
The Chinese Ministry of Industry and Information Technology’s website, which publishes details of planned electric vehicle launches, suggested that the YU7 would receive a dual-motor powertrain that could offer a combined power output of 681bhp – almost 100hp more than the most potent Tesla Model Y Long Range Performance model.
There is currently no word on what the interior will look like, although we would expect it share many of its components (including its smartphone-derived technology) with the SU7 sister model. Xiaomi says deliveries of the YU7 will start in China next year.
Analysis: Xiaomi is shaking up the EV industry (Image credit: Xiaomi)Many scoffed at the thought of a smartphone-maker taking on some of the biggest names in the automotive game, but the company has proven that its domestic customers crave the absolute cutting-edge in technology.
The company had built and sold 10,000 SU7 models just 32 days after its initial announcement and then went on to hit its 100,000-unit sales target in 230 days. Since that point, it has out-sold Toyota in pure EV sales in China and has gone on to produce a 1,526hp, tri-motor performance version that out-gunned the most ferocious Porsche Taycan around Germany’s infamous Nurburgring.
Xiaomi is shaking up the market and the release of its long-awaited SUV model will only help bolster its sales. Tesla will likely be the most worried about the news, seeing as China has historically been one of its most successful markets.
But, like BYD, Nio and a whole host of fellow Chinese brands, it likely won’t be long before Xiaomi starts to look at other profitable global markets as it seeks expansion.
You might also likeIf you were paying attention to the iOS 18 launch, you may have noticed a new Vehicle Motion Cues feature that promises to help to combat car sickness. There's now an Android equivalent on the way – and we just got a better idea of how it's going to work.
The folks over at Android Police did some digging into the Google Play Services code on Android, discovering that the feature Google is planning – called, apparently, Motion Cues – is almost ready to be rolled out.
With a few tweaks, the Android Police team was able to get the feature working: You get a simple Motion Cues toggle switch, plus an Auto-enable when Driving option that has the feature kick in whenever your phone thinks you're in a car.
As on iOS, the feature puts small black dots at the edge of the screen, which then move to match the motion of the vehicle you're in. The idea is to remove the disconnect between your body feeling movement and your eyes seeing something fixed and stationary.
Coming soon The hidden screens enabled by Android Police (Image credit: Android Police)Google hasn't said anything officially yet, so we don't know when this feature is going to be pushed out – we might not see it until Android 16 arrives around mid-2025, though it could also be part of an Android 15 update. The feature was first spotted last month.
When it does turn up, you'll be able to activate it through the Quick Settings panel, Android Police reports – so with a quick one-finger or two-finger swipe down from the top of the screen you can turn it on and try and ward off any nausea.
Here's how Apple describes its own feature: "With Vehicle Motion Cues, animated dots on the edges of the screen represent changes in vehicle motion to help reduce sensory conflict without interfering with the main content."
That "sensory conflict" happens when there's a disconnect between what you see and what you feel, and Motion Cues should help – not just in cars, but in other places where you might get motion sickness (on a boat, for example).
You might also likeOne clear advantage the iPhone 16 and other iPhones have over Samsung’s devices is their MagSafe system, which allows you to magnetically attach wireless chargers, tripods, and other accessories to the back of them. But this is a feature that Samsung might be looking to match with the Samsung Galaxy S25 series.
According to leaker Roland Quandt (writing for WinFuture), Samsung is making a range of covers – including transparent covers and what’s being referred to as a “card cover” – with built-in magnets.
According to Quandt’s sources, these magnets will allow you to magnetically attach other accessories to the phone. So, in other words, the case might attach like any normal smartphone case, but its built-in magnet could allow you to attach additional magnetic accessories to the case.
This, then, could allow Samsung to somewhat replicate the MagSafe system without having any MagSafe-like tech built into the phone itself.
The Qi2 questionThis leak is all well and good, but recently we heard that the Samsung Galaxy S25 line might support the Qi2 magnetic wireless charging standard. This should mean that you wouldn't need one of these cases to attach magnetic accessories to the phone, as the magnets would already be built into the handset.
So, what’s going on here? It’s possible that both leaks are right, and that Samsung's cases contain additional magnets so you can securely attach accessories even with a case on the phone.
Or maybe the claims of Qi2 were wrong and Samsung’s MagSafe alternative will be powered purely by these cases. Quandt, for his part, said on Bluesky that he hasn’t seen any evidence of Qi2, but that he also wouldn’t be surprised if the standard was supported.
One way or another, though, it’s looking very likely that you’ll be able to use magnetic accessories with the Samsung Galaxy S25 and its siblings.
In other Galaxy S25 news, Quandt has also shared images of some Samsung Galaxy S25 Ultra dummy units.
Post by @rquandt030 View on ThreadsThese images show the phone from all angles in both black and white shades, but they don’t really show us much that we haven’t seen before. As noted by Quandt, they also seem to lack the periscope camera we’re expecting the Samsung Galaxy S25 Ultra to come equipped with – the device in question has the right number of cameras, but none of the lenses are the square shape we’d expect from a periscope.
As such, it’s possible that other details are wrong too, but these dummy units seem to otherwise line up with other leaked images, which show an S25 Ultra with slightly more rounded corners than the Samsung Galaxy S24 Ultra but an otherwise similar design.
We’re expecting the Samsung Galaxy S25 series to launch in January, with leaks pointing to January 22, so we should get an official look at the design – and any MagSafe-like accessories – before long.
You might also like