Danielle Egan and Athena Leong know how to have fun. Between the two of them, they’ve organized a citywide scavenger hunt in San Francisco and turned a viral prank into an exclusive NYC restaurant for a night. They even created an alternative to a running club for socializing, dubbed a “sit club,” where people just bring their chairs and relax. Now, with their new startup, Outernet, the co-founders want to help others add more fun to their lives, too.

The app’s name is inspired by the concept of using the internet as a tool to get you to go outside, hence “outernet.” It’s one of several apps that helps you save the things you see online — like local events, restaurants or bars to try, or other city landmarks — and turn them into a list of to-dos for exploring the world around you.

Outernet’s pitch is that instead of simply liking a post about something you’d like to see or do on social media, you should share it to its app, where it will track the activity or place you want to visit for you in an organized interface. (Invite codes to try the app for yourself are at the bottom of this post).

What makes Outernet different from others in the space, like Albo, Tabi, or Plotline, is who’s behind it: founders who have devoted much of their time to playfulness and having fun offline. Now, they want to bring that same spirit into their app.

“In my free time, I’m very passionate about getting people to go outside and do things,” explains Egan, whose offline persona is quite different from her former day job working in product BizOps at LinkedIn. “I just love capturing attention in unexpected ways and delivering delightful things.” She says the thesis behind the app is becoming the “motivation engine for IRL” — something that removes the friction between wanting to do something and actually going out to do it.

Outernet taps into an already common consumer behavior. As you scroll TikTok and Instagram, you’re often inspired by a creator’s post, so you’ll save it in the app as a reminder. But then you promptly forget about the idea as you continue to consume more content. Outernet solves this problem by keeping track of the things you want to do or places you want to visit, all in one place.

To save a post to the app, you’ll tap the share option from the source app, like TikTok or Instagram, then scroll through the list of places you can share to until you find Outernet. You can also paste in social media URLs or website links directly into the app, or upload a photo of something you see, like a flyer.

To organize everything, Outernet leverages AI to pull relevant information, like the date, time, location, and details about the activity you want to try or the location of a place you’d like to visit. Events are saved to a chronological feed, which you can revisit whenever you’re looking for something to do. Other activities without a date, as well as places you’d like to visit, are organized into separate tabs within the app. You can also save events to your Apple or Google Calendar or view them in Outernet’s map.

The app can also send proactive reminders and nudges that encourage you to go do the things you’ve saved.

Then, as you explore places in the real world, you can “stamp” them as such, building what will eventually become a passport documenting your activities.

“We’re thinking of different ways of creating maybe some sort of like passport book where you can look at all the things [you’ve done] and maybe share that with friends and get some sort of sense of pride of that,” Egan says of future product plans. They’re also thinking of using traditional gamification techniques to encourage activity, like giving out stamps when you reach different milestones.

The idea for Outernet came out of the co-founders’ experience designing a citywide scavenger hunt in San Francisco, called “Pursuit,” which began three years ago and is now held annually. The monthlong game drew participation from about 1.5% of San Francisco’s population during its most recent run.

As the founders chatted with participants, they found that people didn’t get involved because they loved scavenger hunts or adventure games; they just wanted an excuse to go outside. This sparked an idea.

“We just realized that people really have an appetite for doing things, like going on adventures. This is the new trend,” notes Leong, whose background is in computer science and child development, before she landed a job in adventure game design.

This post is brought to you in paid partnership with AliExpress

Content creation has never been more accessible, but building a capable camera kit is still a costly investment. Whether you’re chasing cinematic travel videos, growing a YouTube channel, or capturing everyday moments with professional polish, the right gear doesn’t come cheap. AliExpress’s August promotion puts some of DJI’s most popular creator gear within easier reach, thanks to discounts across the Osmo lineup. Shoppers can also save even more at checkout with exclusive Digital Trends coupon codes, offering up to an extra $70 off eligible orders depending on the purchase value. If an upgrade has been on your wishlist, this is a good time to make it happen.

This is the DJI deal every content creator should see

If one deal defines this promotion, it’s the DJI Osmo 360. Built for creators who want to capture immersive 360-degree content without carrying a bulky camera setup, DJI’s flagship 360 camera is available for $324.73 during the AliExpress August promotion. Apply the YDT35 coupon at checkout and the price drops to just $289.73.

The Osmo 360 is built around native 8K 360-degree recording, giving you the freedom to reframe your footage long after you’ve finished shooting. Whether you’re documenting a hiking trail, recording action sports, or creating cinematic travel videos, the ability to choose your perspective during editing opens up creative possibilities that traditional cameras simply can’t match. DJI’s stabilization technology also helps keep footage smooth, making it easier to produce polished content even when you’re on the move.

At under $290, the Osmo 360 delivers remarkable value for anyone looking to step into immersive content creation. Native 8K recording, reliable stabilization, and the flexibility to reframe every shot long after filming make it one of the standout buys in this month’s promotion.

Don’t overlook this deal on the DJI Osmo Pocket 3

The DJI Osmo Pocket 3 continues to be one of DJI’s best-value cameras for creators who want stabilized, high-quality video without spending a fortune. Priced at $320.52 during the AliExpress August promotion, the DJI Osmo Pocket 3 becomes an even better value with an additional $35 off using the YDT35 coupon, bringing the final price down to just $285.52.

What continues to make the Pocket 3 stand out is its combination of a large 1-inch sensor and DJI’s proven three-axis mechanical gimbal. Together, they produce smooth, cinematic footage that’s difficult to achieve with a smartphone alone. Add the rotating touchscreen, intelligent tracking features, and compact design, and you have a camera that’s just as comfortable filming travel adventures as it is capturing everyday moments or creating social-first content.

If you’ve been waiting to upgrade from your phone without investing in a full-sized camera, the Pocket 3 delivers an impressive mix of portability, stabilization, and image quality at a very attractive sale price.

Grab the DJI Osmo Pocket 4 without stretching your budget

If you’d rather invest in the camera first and add accessories later, the standard DJI Osmo Pocket 4 offers a more affordable way into DJI’s latest pocket-sized ecosystem. It’s available for $514.50 during the AliExpress August promotion, and applying the YDT70 coupon at checkout brings the final price down to just $445.

At the heart of the Pocket 4 is DJI’s signature three-axis mechanical gimbal, which keeps handheld footage remarkably smooth whether you’re walking through a busy city, documenting a vacation, or filming on the move. Combined with a large 1-inch sensor, support for up to 6K video, ActiveTrack 7.0, and generous built-in storage, it gives creators the confidence to shoot high-quality content without carrying a larger camera setup.

The Pocket 4 strikes an excellent balance between portability and performance. Compact enough to go everywhere yet capable enough to become your everyday camera for vlogs, travel diaries, family moments, and social-first content, it’s an easy upgrade for anyone ready to move beyond smartphone videos.

If you’re serious about creating, buy the bundle

If you’re serious about creating, there’s very little reason to settle for the standalone camera. Available for $511.94 during the AliExpress August promotion, the DJI Osmo Pocket 4 Creator Combo drops to just $442 with the YDT70 coupon, giving you the Pocket 4 plus essential accessories in one package.

The Creator Combo pairs the Pocket 4 with practical accessories including the DJI Mic 3, wide-angle lens, battery handle, and tripod, giving you everything you need to start creating right away. Whether you’re filming travel vlogs, recording interviews, producing YouTube videos, or capturing everyday moments, the bundle offers a more complete setup without the hassle of buying accessories separately.

Instead of gradually adding accessories over time, the Creator Combo gives you a ready-to-shoot package from day one. With premium audio, extended battery life, and greater shooting flexibility included in the box, it’s the ideal choice for creators who want to get the most out of the Pocket 4 from the very beginning.

Step up to the Pocket 4P with the Standard Combo

For creators who want the most complete Pocket 4P experience, the DJI Osmo Pocket 4P Standard Combo builds on the Standard Combo with an expanded collection of accessories for more ambitious projects. It’s available for $847.62 during the AliExpress August promotion, and applying the YDT70 coupon at checkout brings the final price down to just $778.

The Creator Combo includes everything you need to tackle more demanding projects from day one. Whether you’re filming documentaries, producing polished YouTube videos, creating client work, or capturing content while travelling, having the right accessories bundled together means you can spend less time shopping for add-ons and more time creating.

If you’re planning to invest in DJI’s ecosystem for the long term, the Creator Combo is the most complete package in the Pocket 4P lineup. With the camera and essential accessories included in one box, it’s a convenient, future-ready setup for creators who don’t want to compromise.

Make the most of the AliExpress August promotion

Building a content creation kit is rarely a one-time purchase. Cameras, microphones, accessories, and other essentials all add to the final cost, which is why promotions like this can make a meaningful difference. Across DJI’s Osmo lineup, the AliExpress August promotion brings down the prices of everything from entry-level creator cameras to premium production bundles, making it easier to find a setup that fits both your needs and your budget.

The savings don’t end with the listed prices, either. Throughout the promotion, exclusive Digital Trends coupon codes help bring the final checkout price down even further, making everything from standalone cameras to Creator Combos even more compelling purchases. If you’re planning to invest in a Creator Combo or pick up multiple products in a single order, those extra savings can add up quickly.

Whether you’re exploring immersive 360-degree filmmaking with the Osmo 360, taking your first step beyond smartphone photography with the Pocket 3, upgrading to the latest Pocket 4, or investing in a fully equipped Creator Combo, the AliExpress August promotion makes it easier to pick up DJI gear for less.

This content is paid for by the brands indicated. Digital Trends works closely with advertisers to highlight their products and services to our readers. Although this article is informational and not opinionated, it reflects thorough fact-checking by our team to ensure accuracy. Our dedicated partnerships team, not external advertisers, crafts all branded content in-house. For more information on our approach to branded content, click here.

Apple deals are selling out fast, with limited quantities available of Apple’s 15-inch M5 MacBook Air with 24GB of memory, now $200 off.

B&H’s August MacBook Air sale knocks $200 off a popular 15-inch MacBook Air spec featuring Apple’s current M5 chip and an upgrade to 24GB of unified memory.

Buy 15″ MacBook Air 24GB for $1,499

The reduced price of $1,499 is available now in Apple’s Midnight finish, with free 2-day shipping on orders shipped within the contiguous U.S.

According to B&H, which is an Apple Authorized Reseller and has been in business since 1973, limited supply is available at the special price and the offer may sell out.

13-inch MacBook Air deals

• 13″ M5 (8C GPU, 16GB, 512GB, 70W Power Adapter; Silver, Midnight, or Sky Blue): $1,199 ($120 off)
• 13″ M5 (10C GPU, 16GB, 512GB, 40W Power Adapter, Midnight): $1,249 ($150 off)
• 13″ M5 (10C GPU, 16GB, 1TB, 70W Power Adapter, Midnight): $1,499 ($100 off)
• 13″ M5 (10C GPU, 24GB, 512GB, 40W Power Adapter, Silver): $1,349 ($150 off)

15-inch MacBook Air discounts

• 15″ M5 (10C GPU, 16GB, 512GB, 70W Power Adapter, Midnight): $1,349 ($170 off)
• 15″ M5 (10C GPU, 16GB, 1TB, 35W Dual USB-C Power Adapter, Midnight): $1,649 ($170 off)
• 15″ M5 (10C GPU, 24GB, 512GB, 40W Power Adapter, Midnight): $1,499 ($200 off)
• 15″ M5 (10C GPU, 24GB, 512GB, 35W Dual USB-C Power Adapter, Midnight): $1,599 ($120 off)
• 15″ M5 (10C GPU, 24GB, 1TB, 70W Power Adapter, Midnight): $1,849 ($170 off)
• 15″ M5 (10C GPU, 24GB, 1TB, 35W Dual USB-C Power Adapter, Midnight): $1,869 ($150 off)

You can check out deals on even more models in our 15-inch MacBook Air Price Guide, with this offer ringing in as the steepest discount available.

This article is brought to you by COMSOL.

In pursuit of improved range, greater reliability, and faster charging, electric vehicles are driving the demand for high-voltage electronics. Other applications driving this demand include wind farms, data centers, and server farms, to name a few. As the interest for high-voltage electronics increases, the risks associated with their sudden failure must be considered.

Much of what causes high-voltage equipment to malfunction can be linked to the conditions of the climate in which it operates. Specifically, condensation on electronic surfaces caused by humidity can lead to corrosion, which can result in stray leak current and dendrite shorting during Electrochemical Migration (ECM).

Predicting, mitigating, and helping proactively design to account for corrosion is the focus of the Centre for Electronic Corrosion (CELCORR) research group at the Technical University of Denmark (DTU). The group’s researchers are working with industry partners to develop models and simulation apps that will help in building robust electronics designs. Their goal is to develop knowledge that can be used for manufacturing electronics to withstand humid operating conditions.

Electronic Failure: “It’s Not the Heat; It is the Humidity”

Automotive electrification and renewable energy systems rely on electronics at all stages of the energy chain. When these electronics, such as the example PCB in Figure 1, are exposed to the effects of moisture, they can become potential failure points.

“Anywhere you are producing, converting, transporting, and using energy, you need these high-power electronic systems that get affected by the humidity,” explained Dr. Rajan Ambat, DTU professor and manager of CELCORR. Ambient moisture can seep into the devices and machines that require these electronics and cause unexpected functional issues through corrosion. When these electronics are involved in particularly high-voltage applications (such as wind farms, data centers, electric vehicles, and server farms), failure due to humidity exposure can even lead to fire.

“There might be a situation where somebody installs a solar panel near the seashore or in an area with high humidity, and within a short period of time, a conducive condition forms inside the electronics that results in a failure,” Ambat said. “This is why we need to understand exactly how the conducive condition of condensation is created, when the condition is created, and how the system is failing.”

Figure 1. The electrolyte potential and current density distributions on a PCB surface (with pinholes).CELCORR/DTU

Identifying corrosion as the underlying cause of some electronic failures is still a challenge. “Fifty percent of failures in electronics are currently branded with an unidentified root cause,” Ambat explained. “When engineers open up the system, they do not realize that the failure was due to corrosion, because moisture disappears without leaving any sign of corrosion unless there is ECM dendrite formation.”

This lack of awareness was a strong motivator for CELCORR, which turned to multiphysics simulation as a supplementary tool to help its partner organizations to better predict humidity-related issues at the design stage.

Modeling Moisture and Measuring Parameter Changes in PCBs

CELCORR believes the best way to identify and avoid electronic failures is to build more effective designs that better prevent corrosion from developing or can withstand a higher humidity load. Its research team applies its expertise in modeling to generate simulation apps that will help partner industries to evaluate safe designs for humidity robustness.

“We are at the intersection of materials science and the electronics industry. We work as a bridge between materials and electronics disciplines, using both kinds of language,” Dr. Anish Rao Lakkaraju, a postdoctoral researcher at CELCORR, explained.

To understand potential design issues, Ambat emphasized the importance of virtually breaking down systems to identify where problems may arise. “We need simulation software to analyze potential uses of designs and whether new designs are good or bad,” Ambat said.

Researchers at the Technical University of Denmark (DTU) are using simulation apps to predict corrosion and design electronics proactively to mitigate or withstand its effects.

Using the COMSOL Multiphysics software for investigation, the CELCORR research team together with other research partners (Aalborg University) built an example model with a simple PCB geometry that matched both its test circuit boards as well as the design of a device used by one of its partner companies. The team then added a water film layer on top to act as the relative humidity. From there, the team could introduce variation. “We change the layout, geometry, distance between electrodes, thickness of the water film, and conductivity of the water film depending on the conditions,” Ambat said.

Ambat and his team generate data on the effect of these variations and can identify which has the greatest impact on the device’s performance and whether any alterations can improve the device’s anticorrosion robustness. “We assume there is condensation forming on the electronic surfaces (Figure 2) and compute the electrochemical leak current for different design elements,” Ambat said. “The value of the computed electrochemical current between the parts will give us an indication of whether the PCB will be affected or not.”

Figure 2. A 10-µm water film condensation effect on an example PCB.CELCORR/DTU

Altering the design elements and solving the model equations again and again allows the team to better understand what makes a design effective. “Now, we are at the current form of the model, and we are quite happy with where the physics are at this point,” Lakkaraju said. This modeling, however, was just the first part of CELCORR’s overarching goal of illuminating the destructive potential of corrosion in electronics and the best ways to avoid it.

Using Simulation Apps to Test Real-World Designs

To open up and ease access to these models, CELCORR used the Application Builder in COMSOL Multiphysics to create simulation applications for the members of the industrial consortium. Built with a simple 3D circuit board geometry with two oppositely biased electrodes and a water layer to replicate corrosion-causing moisture, the apps provide a pared-back, straightforward interface where users can vary model inputs. “We focused on fundamental aspects,” Lakkaraju said. “We boiled down our partners’ overarching concerns to create two apps with very simple geometries and the simplistic stuff that can be varied over multiple parameters.”

The simple simulation apps shown in Figures 3 and 4 are designed to show companies how the distance between the electrodes and the thickness of the moisture layer affect the leak current through the water film depending on different parameters. By analyzing multiple design elements and parameters, users can determine the relative benefits of certain design elements on the humidity robustness. “The apps we have built have really helped because they give the electronics engineers a plug-and-play sort of approach,” Lakkaraju explained.

Figure 3. The UI of CELCORR’s standalone app showing the inputs that users can alter.CELCORR/DTU

“By using this app [Figure 3], companies have unlimited freedom to work with these sorts of variables,” Lakkaraju added. “This would be quite difficult to recreate in real life with physical design and testing, and the companies we work with are quite happy with the level of accuracy the app can provide.”

Figure 4. The UI of one of the simulation apps showing a streamline plot with inputs such as the cathode voltage and blockage length.CELCORR/DTU

Looking Forward: Complex, High-Voltage Modeling

Alongside its collaboration with the industry consortium, CELCORR is also working toward improving the world’s general understanding of corrosion’s impact on electronics. To do this, Ambat and his team are undertaking multiple projects, including actively adding greater complexity to their models. In a tertiary current distribution model they are building, the team is drilling down into each of the basic inputs used in a secondary current distribution model, zooming in to examine the effects of the set of even more detailed inputs each basic input comprises.

“The next point is to study what each of these detailed inputs does,” Lakkaraju said. In particular, the team is examining mass transport properties and the chemical reactions’ rate constants.

In addition to these ongoing studies, CELCORR is expanding the scope of its research to investigate corrosion in high-power, high-voltage systems. Thanks to a 2024 grant from the Grundfos Foundation, CELCORR was able to establish the Centre for Climate Robust Electronics Design (CRED). The center’s lab facilities and expertise are being developed to address the humidity-robustness requirements of today’s high-voltage and high-power electronic equipment. “Using CELCORR’s uniquely deep understanding of materials and corrosion, we are equipped to find the root cause and provide knowledge for environmentally robust designs,” said Ambat.

For all of its investigation, CELCORR continues to rely on the agility of the COMSOL Multiphysics software. As Lakkaraju explained, “It is really quite nice how a model can be adapted to a variety of combinations of materials, geometries, and parameters and how the software allows you to keep building on from there.”

Valar Atomics confirmed the whisperings that it was raising a giant round led by Sequoia on Monday. The startup’s founder and CEO Isaiah Taylor announced that the company has raised $1 billion in equity, with Sequoia partner Shaun Maguire joining its board, and that it also secured a $200 million line of credit from Erebor and other banks.

While the nuclear startup did not disclose its valuation, Bloomberg reported that it was $6 billion.

Valar is building small modular nuclear reactors (SMRs) — essentially miniaturized, factory-built power plants intended to be cheaper and faster to build than traditional reactors. In June, it demonstrated its Ward 250 reactor successfully powering an Nvidia Blackwell system, the company said, and announced a deal with Nvidia to develop a waterless 30MW AI factory.

Valar says its reactors generate the engineering, manufacturing, and operational data needed to improve next-generation reactors, speeding its development cycles.

“It took two years to complete the NOVA core. It took seven months to take Ward 250 critical. With each reactor built, the tick rate will become smaller until Valar is producing tens, then hundreds, then thousands of reactors per year,” it said, adding that this funding will allow it to reach to its next milestone: manufacturing fleets of its SMRs.

It certainly isn’t the only nuclear startup pursuing such ambitions. Over the past few months, Antares raised $470 million, and X-energy raised $1 billion through its IPO.

As for Valar’s new round, other investors include Apandion Capital, Atreides Management, Conviction, Dream Ventures, HOF Capital, Point72 Ventures, Riot Ventures, Snowpoint Ventures, and Valor Equity Partners.

Apple’s iPhone production in India is getting more of a boost, as the government considers extending a tax exemption on manufacturing machinery and component imports until 2041.

India is a major location in Apple’s work to diversify its production outside of China. While it has already benefited from many incentives from the country, its supply chain stands to benefit even more.

A draft proposal seen by Reuters affects a tax exemption that India introduced in February. That incentive, applicable to foreign companies, was introduced after Apple lobbied against being taxed for iPhone machinery it owned in India but provided to contract manufacturers.

Under the original incentive, it was set to expire in 2031. Under the proposals, it would instead run until 2041.

At this time, the draft proposal still needs to pass through both houses of Parliament for approval, in a process that can take months, if not years.

Beyond machinery

The proposals don’t just extend the period of exemption on taxes for machinery. It also extends into the realm of component storage with regard to exports.

India will also exempt foreign companies from being taxed for storing and shipping parts used to manufacture components and products. However, only for hardware that is not intended for sale in India.

Instead, factories and warehouses would have to set up in customs-bonded areas. This refers to regions that are considered to be outside India’s customs border for taxation purposes.

Items imported and stored in these areas would not be subject to import taxes. That is, so long as the products and components made with them are then exported out of the country.

If those items are then sold within India, they would be subject to import taxes as normal.

For Apple, the change would be beneficial, since it wouldn’t pay import duties. The intention is to make India more attractive for producing iPhones intended for exports.

Apple already benefits from import duty cuts on July 9, affecting select components used to produce smartphones. The proposed change will bring those same taxes down to zero, for export-only production.

Data storage

While the bulk of the proposals surround manufacturing, there’s also some relating to another kind of storage. That of data.

In February, India introduced a tax exemption for foreign companies using data centers in the country, for providing services to users around the world. That tax exemption lasts until 2047.

However, the proposal extends the exemption to allow those data centers to be leased by Indian partners, rather than be owned outright. The change means it will lower the capital requirements for Indian partners, opening it up to smaller and mid-sized firms.

To Apple, it means a bit more flexibility if it wants to set up data centers in the country.

Presented by NTT DATA AIVista

At VB Transform 2026, NTT DATA AIVista CEO Bratin Saha joined VentureBeat CEO and editor-in-chief Matt Marshall to discuss the last-mile challenge of operationalizing frontier models in regulated production, where reliability, context, guardrails, and security determine whether AI delivers enterprise value. The conversation centered around the question facing every enterprise now pouring money into AI: how to convert that spending into real, tangible value.

“It’s not just a model, you’re building a system around the model,” Saha said. The last mile is the work of wrapping a frontier model in an enterprise’s own data, workflows, and guardrails.

In the end, regulated production turns on more than just technology, Saha said. Today, most enterprise AI projects fail during implementation because of poor integration, domain specialization gaps, lack of governance, and unclear ownership of outcomes. Last-mile specialization turns a capable foundation model into an enterprise agent shaped by domain-specific workflows, risk appetite, client classifications, regulatory interpretations, and institutional knowledge.

Why frontier models stall in enterprise workflows

Frontier models fall well short of production-grade accuracy on many real-world insurance workflows, Saha said, but last-mile specialization can lift them to the reliability enterprises need. Out of the box, those models struggle with the complexity of regulated workflows such as multinational insurance claims.

“These forms are pretty complex, often have handwriting, lots of checkboxes, and so on,” he said, and that complexity is why frontier models like Fable 5, Opus 4.8, and GPT-5.5 fall short out of the box.

Saha said the biggest gains come from specializing the entire AI system, not just the foundation model.

That system gets specialized with the customer’s data, workflow and, in many cases, the tribal knowledge that never made it into an operating procedure document.

“The biggest bang for the buck comes from the specialization and then these specialized guardrails,” he said.

The work has three components:

capturing the enterprise’s context and making it consumable by AI

running an ensemble of models so cost does not go through the roof

and adding specialized guardrails that check the model and force a redo when it gets something wrong.

What the last mile of agentic AI actually requires

None of this involves fine-tuning. VentureBeat’s latest enterprise survey found it ranked last among companies’ model-selection priorities.

Instead, the last mile centers on domain knowledge and undocumented workflows that companies would never expose publicly without losing their competitive edge.

“The last mile is about taking data that’s proprietary to you and using that to build a system around the model that can steer the model in the right way that can put the appropriate guardrails around it,” Saha said.

In the end, enterprise AI is about moving a workflow from point A to point B rather than deploying a technology, and NTT’s advantage comes from pairing AI experts with subject domain experts.

“The only reason is because we go and talk to those human workers and we say, ‘How do you actually do the work,’” he said. That expertise is then encoded into an agent.

Success in insurance, manufacturing, and other regulated industries relies on three things at once, he added.

“You need technology, you need the domain expertise, and you need the change management expertise,” he explained, adding that across his team’s clients, technology is not the bottleneck.

How enterprises turn AI investment into tangible value

For enterprises weighing large AI budgets, Saha’s said the payoff comes not from the model but from the work built around it.

“When you’re deploying AI in the enterprise, you’re not deploying a technology,” he said. “You are taking a workflow that exists and taking it from point A to point B.” The value is created by the workflow that gets moved, not the model that helps move it.

That reorders where money should go.

“Technology is not the bottleneck,” Saha said, pointing instead to the domain expertise and change management wrapped around the model, and to the discipline of commiting to all three together. Spending aimed only at the model leaves most of the return on the table.

Enterprises don’t have to choose between embedding AI into existing workflows and redesigning those workflows from scratch. NTT sees the two as successive stages of the same journey.

“We are starting with embedding in the workflow because it’s easier change management,” he said, noting that customers running mission-critical operations will not let a vendor rip out a working process midstream. “Once that happens, then we go into, how can we now reimagine this? And that really is where the biggest bang is.”

Where enterprise AI stays bespoke and where it becomes scalable

Keeping intelligence in the surrounding system rather than the model also preserves swappability and lets enterprises take advantage of open-weight and open-source models as they mature. Saha’s team runs an ensemble that mixes frontier and open-source models, and he expects the industry to lean on open weights wherever the cost of a mistake is low while reserving frontier reasoning for the cases that demand it.

“In many situations, especially in regulated industries where mistakes are very expensive, that last extra couple of percent matters,” he said.

The platform follows the same pattern: Guardrail generation and neurosymbolic models scale across customers, while capturing each organization’s tribal knowledge remains bespoke. Saha pointed to NTT DATA’s position as one of the world’s largest insurance third-party administrators as an advantage in acquiring that expertise.

“The ability to take that knowledge and trust that has been built over 20 years is very hard to replicate instantly, and I do think that is a durable aspect of what we have,” he said.

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