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Deutsche Bank just put a hard number on AI productivity
Banks have spent years promising that artificial intelligence will make them faster.
Deutsche Bank (DB) is starting to put numbers behind that promise.
The German lender says AI is helping cut down decision times for loans.
The system went live this summer, Deutsche Bank Chief Technology, Data and Innovation Officer Marie-Jeanne Deverdun told Reuters.
The bank is using AI for more than just drafting emails and document summaries. The technology is helping make decisions about whether and how fast a firm may borrow money, which is one of its most economically significant activities.
If the system operates at scale, it might result in more loans being handled by the same employees, faster client responses, and a greater likelihood of gaining business before a competitor.
Compared to another chatbot, it is a much more noticeable AI benefit.
Deutsche Bank turns weeks of lending work into minutes
There’s a reason why closing corporate loans might be a sluggish process.
Before making a capital commitment, banks must comprehend a company’s ownership structure, current debt, legal entities, and hazards.
A global corporation with subsidiaries dispersed over many nations is more difficult to assess than a small business with a simple organizational structure.
Deutsche Bank is using AI to streamline that task.
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“For smaller corporates, which are less complicated in their setup and their legal structure, we’re talking weeks to minutes,” Deverdun told Reuters. The improvement is less noticeable but significant for international borrowers: months might turn into weeks.
The crucial thing to remember is that AI is supporting the bank’s lending process rather than just taking the place of human credit assessment.
This is important in a highly regulated sector where banks are still required to provide an explanation for loan approval, rejection, or pricing.
In honor of computer pioneer Ada Lovelace, Deutsche Bank has developed an internal platform known as ADA.
As technology advances, the platform enables the bank to create, monitor, and manage AI agents while alternating between several AI models.
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Additionally, it establishes a unified governance layer to prevent various bank departments from developing separate AI systems with disparate regulations.
According to Deutsche Bank, its central technology program is designed to establish technical standards, guardrails, and shared AI services across the company.
That could sound like plumbing in a back office.
For a bank, it can be the difference between an AI experiment and something that authorities will allow to be integrated into crucial financial processes.
Deutsche Bank is spending billions to make AI pay
The loan initiative is a component of a broader technological drive.
Deutsche Bank plans to spend an additional 2.5 billion euro, or about $2.8 billion, on technology between 2026 and 2028, according to Reuters.
That money has to produce something investors can eventually see.
By 2028, the bank hopes to generate around 2 billion euros in gross efficiency via platform growth, process automation, and broader use of AI. These reductions are a component of Deutsche Bank’s strategy to lower its cost-to-income ratio below 60% by 2028.
The loan-processing scenario is crucial because of this. When management can claim that a procedure that used to take weeks now only takes minutes, AI becomes much simpler to defend.
Similar benefits have been reported elsewhere by Deutsche Bank.
Its more than 15,000 engineers use AI coding helpers such as GitHub Copilot and Google Gemini Code Assist. The bank estimates that those tools save developers about 1.5 to 2.5 hours per week.
Earlier this year, Deutsche Bank investment-bank technology executive Denis Roux said some internal technology projects that once took about two years were being completed in three to six months with AI assistance, Reuters noted.
When combined, the instances reveal a pattern. AI does not result in a single, significant cost savings. Instead, it reduces the amount of time spent on thousands of minor jobs, which may ultimately manifest in margins.
Deutsche Bank says that for loan processing, AI just turned weeks into minutes.Bloomberg / Getty Images
Faster lending could become a competitive advantage
Reducing expenses is just one aspect of cutting approval time.
It may also aid Deutsche Bank in gaining clients.
A company seeking funding may contact many banks simultaneously, so a clear advantage goes to the lender who can assess the risk, comprehend the business, and respond first.
If it can consistently make judgments for smaller businesses in minutes rather than weeks, Deutsche Bank may be able to handle more requests without hiring more staff. Additionally, it can lessen waiting, which is one of the main annoyances in commercial banking.
That’s the benefit. The amount of human monitoring still needed is the more difficult issue.
Concerns about cybersecurity, autonomous AI systems, and banks’ ability to justify sophisticated model judgments are growing among bank authorities.
Reuters reported earlier this month that U.S. and European banking supervisors are increasing scrutiny of AI agents, including whether banks can shut them down, audit their decisions, and recover from AI-enabled cyberattacks.
This produces a unique tension. The potential productivity boost increases with AI’s level of independence. However, governance gets increasingly challenging as it functions more autonomously.
With ADA and human accountability, Deutsche Bank is attempting to address that.
The bank is also already using agentic AI in areas like compliance with “know your customer.” Its Private Bank launched an AI system in September, initially in Singapore and Hong Kong, to help verify how wealthy clients accumulated their money.
This implies that corporate financing is not a one-off experiment.
Deutsche Bank wants AI agents talking to other AI agents
The bank is already considering ways to use AI outside of its workforce.
Deutsche Bank is preparing for what Deverdun called an “agentic economy,” where the bank’s AI agents may communicate directly with the AI agents of its clients, according to Reuters.
That may someday alter the nature of banking. A corporate AI bot may collect the data rather than a business employee compiling paperwork and requesting funding from a lender.
A bank AI agent could analyze it. The two systems could exchange information before a human gets involved. While that future is still developing, the measurable improvement happening now is more important.
Deutsche Bank posted a second-quarter profit after taxes of 1.9 billion euros, up 10% from the same period last year. Profit after taxes for the first half hit a record 4.1 billion euros.
At the time, CEO Christian Sewing said AI presented more opportunity to save expenses and enhance customer service.
Investors will get another look at the bank’s progress when Deutsche Bank reports third-quarter results on Oct. 28.
The quantity of AI tools that Deutsche Bank introduces is not the figure to keep an eye on in the long run.
The question is whether such instruments significantly alter the bank’s financial situation.
An excellent place to start is by reducing weeks to minutes.
If Deutsche Bank can replicate that improvement in software development, customer service, lending, and compliance, AI ceases to be a technological story and turns into a marginal tale.
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Macy’s is selling a $60 holiday throw blanket for 51% off in 4 colors
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Why we love this deal
With festive decor already hitting shelves, it’s only a matter of time before everyone starts decorating their homes for the holidays. While Christmas trees and outdoor lighting may be the standard picks, don’t forget to incorporate pieces that tap into the coziness of the holidays. One of the most comfortable ways to get into the holiday spirit is with bedding, like comforter sets and throw blankets. While both are great options, a throw tends to be a more versatile and affordable choice.
The Premier Comfort Cozy Reversible Throw Blanket at Macy’s caught our attention with its budget-friendly price and adorable design. It’s on sale for $29, which is 51% off its regular price of $60. The discount is only running for a limited time during Macy’s Friends and Family Sale, from now until Tuesday, Nov. 3. With code FRIEND automatically applied, you only have to add it to your cart to save big.
Premier Comfort Cozy Reversible Throw Blanket, $29 (was $60) at Macy’s
Courtesy of Macy’s
Shop at Macy’s
Why do shoppers love it?
Is there anything better than cuddling up in a cozy blanket during the winter months? We don’t think so. This blanket can make it that much better, offering a two-in-one look and feel with a reversible design. The throw is made of polyester, featuring a plush material on one side and a faux shearling material on the other. Both are soft, but offer different designs and vibes.
The plush side of this blanket has a holiday print that looks like festive decor you can actually use. Drape it over a chair, on a sofa, or on the foot of your bed as a decorative touch that you can reach for when you’re chilly. The faux shearling side is extra cozy, adding texture and warmth to your space. You can use it around your home in the same way as the holiday-forward side, but with a simple, solid color, you can use it before, during, and after the holiday season.
This throw blanket comes in four designs, all of which you can’t go wrong with. The red “Dear Santa” option has a red background with holiday stamps throughout, and the navy “Holiday Dog” option is perfect for pet lovers. There are also more classic holiday designs, like Tartan Plaid and Blue Plaid, that blend in perfectly during the holidays, but can easily be used year-round.
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Details to know
Dimensions: 50 by 60 inches.
Colors: Four.
Material: Polyester.
Features: Reversible with fleece side and faux shearling side.
Macy’s shoppers love this throw blanket so much that one customer intended to buy it as a gift, but kept it for themselves. “I absolutely love how soft and cozy this throw is,” one reviewer said, adding that it’s “perfect for everyday use.”
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Whether you buy it for yourself or as a gift, the Premier Comfort Cozy Reversible Throw Blanket is the perfect way to get cozy during the fall and winter months. It’s on sale for only $29, but with a limited-time deal, you only have so much time to get it while it’s 51% off.
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Why More Founders Are Choosing AI-Native Schools for Their Kids
For most of the last century, the school question was barely a question for working parents. You bought a house in a good district, or you saved for a private school with a strong reputation, and you trusted the system to do the rest. That assumption is breaking down quickly, and founders are among the first groups to act on it. People who spend their days watching AI reshape how work gets done are looking at a classroom model that has barely changed in a hundred years and asking whether it is still preparing their children for the world they are actually going to live in.
The result is a visible shift toward AI-native schools, microschools, and hybrid learning setups that would have sounded fringe five years ago. Some of these models are genuinely impressive, some are expensive experiments, and a few are mostly marketing. If you are a founder weighing this decision for your own family, it helps to understand what is driving the shift, what AI-native schooling really looks like day to day, and how to judge whether a particular option is a serious improvement or simply a new label on the same old problems.
What Makes a School AI-Native
An AI-native school is not a traditional school that has added tablets or a chatbot to its homework policy. The difference is structural. In an AI-native model, adaptive software handles much of the direct academic instruction, adjusting the pace and difficulty of every lesson to the individual student, while the adults in the room focus on coaching, motivation, and the parts of learning that software cannot do well. Most of these schools are built around mastery learning, which means a student does not move on to the next concept until they have genuinely understood the current one, rather than moving on because the calendar says it is time.
The best-known example is Alpha School, which runs what it calls a two-hour learning model. Students complete core academics in roughly two focused hours each morning using personalized software, then spend the rest of a full school day in workshops on public speaking, entrepreneurship, leadership, teamwork, and other practical skills. Instead of conventional lesson-delivering teachers, Alpha employs guides whose job is to coach and motivate students. According to Axios, the network planned to grow from about a dozen campuses to roughly 50 during the 2026 school year, with tuition generally ranging from about $45,000 to $75,000 depending on the location.
Alpha is the headline, but it is not the whole story. Smaller microschools, mixed-age learning pods, and homeschool families using AI tutors are all borrowing pieces of the same idea. What they share is a belief that the traditional six-hour day of whole-class instruction wastes a large share of a child’s time, and that technology now makes it possible to give every student something close to a personal tutor.
For a deeper look at how AI-native schools actually run day to day, this conversation with Alpha School leadership covers the two-hour learning model and what founders should pressure-test before enrolling.
Why Founders Are Paying Attention First
Founders tend to evaluate systems by their outputs, and that habit carries over to how they look at their children’s education. When you run a lean business, you become very aware of the difference between activity and progress. A school day that keeps a child busy for seven hours but only delivers a fraction of that in real learning starts to look a lot like a bloated process that nobody has audited in decades.
There is also a skills argument that lands differently with people who build companies. Founders can see that the work their children will eventually do is changing fast. Routine knowledge work is being absorbed by software, while judgment, communication, initiative, and the ability to direct tools toward a goal are becoming more valuable. A model that frees up several hours a day for projects, public speaking, and building real things feels much closer to how founders themselves learned what actually mattered, which was usually outside the classroom.
Finally, founders are used to making unconventional bets. Leaving a known system for a newer one carries real risk, and many parents are understandably cautious about experimenting with their children’s education. Entrepreneurs are more comfortable with that kind of calculated risk, and they often have the flexibility in schedule and income to try something different, which is why they tend to show up early in the enrollment numbers for new models.
The Policy Shift Making This Bigger Than a Niche
If AI-native schooling were only available to families who can write a $50,000 tuition check, it would remain a niche. What is changing the scale of this movement is public policy. Education savings accounts and school choice programs are putting public money directly into parents’ hands, which turns alternative schooling from a luxury into a realistic option for many more families.
Texas is the clearest example right now. Its Texas Education Freedom Accounts program received about 274,000 applications in its first year, funded more than 116,000 accounts by October 2026, and still has a waiting list of over 95,000 students. Families who choose an accredited private school can receive $10,474 per student for the 2026–27 school year, with larger amounts available for students with disabilities, and homeschooling families receive a smaller allowance. Programs like this are pulling new schools into existence, because once funding follows the student, founders and educators have a reason to build better options.
That is worth noticing even if you have no children in school. Education is turning into a market where entrepreneurs can compete, and there is going to be demand for curriculum tools, scheduling and compliance software, tutoring platforms, campus operators, and services that help parents navigate their choices. The founders who understand this shift as parents are often the ones best positioned to spot the business opportunities inside it.
What the Critics Get Right
It would be a mistake to treat AI-native schooling as automatically better simply because it is newer. There are fair criticisms, and any parent thinking seriously about this should weigh them honestly.
The first concern is evidence. Many of the most impressive results in this space are reported by the schools themselves, often based on standardized test growth among students whose families were already highly motivated and well-resourced. That does not mean the results are false, but it does mean you should be careful about assuming the same outcomes will appear for every child or every campus as these networks expand quickly.
The second concern is screen time and attention. Parents who already worry about phones and social media are right to ask how many hours a day their child will spend in front of software. The better programs keep the screen-based portion tightly limited and focused, but the quality varies, and a poorly run version of this model can simply replace a teacher with a device.
The third concern is the human side of school. Children learn a great deal from relationships with adults who know them well, from working through conflict with peers, and from belonging to a community. A model that gets academics right but neglects character, faith, friendship, or emotional maturity has not solved the real problem. Cost and access also matter, because the most visible AI-native schools are priced well out of reach for most families unless public funding or scholarships close the gap.
How to Evaluate an AI-Native School as a Founder
The good news is that founders already have the right instincts for this decision. You would never buy software for your business based on a slick landing page, and you should not choose a school that way either. Treat it like due diligence, and look past the pitch to how the system actually works.
Ask How Mastery Is Measured
Find out exactly how the school knows a child has learned something. Ask which assessments they use, whether those are nationally normed, and how often they share results with parents. A serious program will be able to show you a clear picture of where your child started, how fast they are progressing, and where they are stuck. If the answers are vague, that tells you something important.
Look Closely at the Adults
In an AI-native model, the quality of the guides or coaches matters more than ever, because their job is motivation, accountability, and judgment rather than lecturing. Ask how they are hired, how they are trained, how many students each one supports, and how long they tend to stay. High turnover among the adults is a warning sign in any school, and it is even more damaging in a model built on close coaching relationships.
Understand What Happens in the Rest of the Day
The afternoon is where these schools make their biggest promises, so it deserves the most scrutiny. Ask to see real examples of student projects, workshops, and presentations. Look for evidence that children are learning to write well, speak with confidence, manage money, work in teams, and finish things they start. If the extra time is mostly filled with unstructured screen use or loosely supervised activities, the model is not delivering on its core idea.
Check the Exit Path
Every founder thinks about exit options, and you should think about them here too. Ask how students transition back into traditional schools if needed, how transcripts and accreditation are handled, and how older students prepare for college or other paths after graduation. A strong program will have clear answers and real examples of students who have made those transitions successfully.
Bringing the Best Ideas Home Without Changing Schools
Not every family will move to a new school, and that is perfectly reasonable. Many of the principles behind AI-native learning can be applied at home regardless of where your children are enrolled. You can use AI tutoring tools to help a child work through concepts at their own pace, encourage them to explain what they learned in their own words, and treat curiosity as something to build on rather than something to schedule around.
It is also worth keeping an eye on the way technology is changing the high school experience even in conventional schools, because many districts are adopting adaptive tools and more flexible schedules of their own. The gap between traditional and AI-native schools may narrow over time, and the families who stay engaged will be in the best position to take advantage of whatever their local options become.
Above all, the habits matter more than the platform. Children who learn to manage their time, take ownership of their progress, and build real things will be well prepared no matter which model they come through. Founders can teach a great deal of that directly, including the practical money lessons every child should learn long before they earn their first paycheck. A child who understands how value is created, saved, and invested has an advantage that no classroom model can fully provide on its own.
The Bigger Picture for Founders
The move toward AI-native schooling is part of a larger pattern that founders already recognize from their own industries. Systems that were designed for a different era are being rebuilt around personalization, speed, and measurable results, and the people who adapt early tend to benefit most. Education is simply catching up with the change that has already reshaped how businesses operate.
That does not mean every family should leave traditional school tomorrow, and it does not mean every new model deserves your trust. It means the decision now deserves the same careful thinking you would bring to any major investment. Look at the evidence, ask hard questions, stay honest about what your child needs as a whole person, and choose the environment most likely to help them grow into a capable, grounded adult. The founders who approach it that way will make better decisions for their families, and many of them will also see the opportunities this shift is opening for the next generation of builders.
The post Why More Founders Are Choosing AI-Native Schools for Their Kids appeared first on Addicted 2 Success.
How to Read Your Escrow Statement Without Panicking Every Year
My escrow jumped $412 in March, and I spent two evenings convinced my lender had invented a number. It hadn’t. I had simply never learned what the four lines on that statement actually meant.
Here’s the deal most homeowners never get told at closing: escrow isn’t a fee and it isn’t a savings account. It’s a pass-through bucket your servicer uses to pay your property tax bill and your homeowners insurance on your behalf, funded by a slice of every monthly mortgage payment you make. Nothing more. That’s the whole machine.
So when people ask “What is escrow on a mortgage?”, the honest answer is that it’s a middleman arrangement with one job: make sure two large bills get paid on time so nobody puts a lien on your house. Everything confusing about escrow comes from the way that middleman guesses at next year’s bills.
Four moving pieces, and only two of them are your fault
Every escrow statement, no matter which servicer mails it, boils down to a short list of inputs. Once you can name them, the statement stops being mysterious.
Your tax bill. Set by your county assessor. You can appeal it, and that’s the only lever most homeowners ever get.
Your insurance premium. Set by your carrier, and it climbs quietly. A roof claim or a regional storm season can move this a lot.
The cushion. Your servicer is allowed to keep a small buffer on hand so the account doesn’t go negative between collections.
The collection schedule. Your monthly escrow slice, which is recalculated once a year.
Two of those you influence. Two you mostly don’t. That ratio matters, because the panic usually comes from treating all four as fixed facts of nature.
Why your payment changes even when nothing changed
Here’s the part that makes people angry, and honestly they have a point. Escrow runs on estimates. Your servicer looks at last year’s tax bill, assumes something similar next year, and spreads that number over twelve months. Then the real bill shows up, and the gap gets trued up on your next annual review.
A shortfall means your payment goes up. A surplus means a refund or a lower payment. Neither is an error by default, and neither is your servicer being sneaky, though I’ll say plainly that servicers are not exactly proactive about explaining the math before the shock lands.
What most homeowners don’t realize is how wide the swings can get in a fast-appreciating market. Counties reassess on their own schedules, sometimes years apart, and the catch-up can be brutal. If your area has had a run of rising values, your escrow slice is the first place that pain shows up.
Escrow doesn’t create tax increases. It just delivers them in installments you didn’t plan for.
The Remittance Ledger: a five minute habit that saves you money
I made this up after my second payment shock, and it’s the single most useful thing I’ve done as a homeowner. Call it the Remittance Ledger. Four columns, paper or spreadsheet, whatever you’ll actually use.
Date and amount of every escrow payment you make through your mortgage.
Date and amount of every tax or insurance disbursement your servicer makes, which shows up on your annual escrow account statement.
The county’s assessed value for your property, pulled from the assessor’s site each time you get a notice.
The delta between what you paid in and what went out, tracked year over year.
The point isn’t bookkeeping for its own sake. It’s that the delta column tells you where you’re headed roughly six months before the servicer tells you. When the money going out starts outrunning the money coming in, you can plan a cushion instead of absorbing a surprise in the same month your car needs brakes.
One scenario, because this is what it looks like in practice. A homeowner in a mid-sized metro gets a reassessment notice in the spring showing a value increase. She checks her ledger, sees taxes will likely rise by a few hundred dollars a year, and starts setting aside the difference monthly. Her annual escrow review in the fall raises her payment by about the amount she’d already banked. Annoying, not destabilizing. Without the ledger, that same letter reads like a crisis.
Appeals: the one lever you actually control
You can’t argue with your insurance carrier easily, and you can’t argue with the escrow cushion rules at all. But you can challenge an assessed value, and in many jurisdictions the process is friendlier than people assume.
The mechanics vary by county, but the shape is consistent: you file within a window after the assessment notice, you bring evidence, and a board or reviewer decides. Evidence is where most appeals die. “My neighbors pay less” is not evidence. Recent comparable sales, an independent appraisal, documentation of a condition issue the assessor missed, and a clear argument that the assessed value exceeds market value are evidence.
According to the Consumer Financial Protection Bureau, servicers must give you an annual escrow account statement that spells out your payments, disbursements, and any shortage or surplus, which is the document you’ll want open while you prep an appeal. The deadline windows are strict, and missing one costs you a full year of the higher bill. I’d file the appeal before I’d refinance, if I could only do one this year. The appeal compounds annually.
What to do when the statement arrives
Don’t read it standing up. Sit down with the ledger and work through it in order.
Check the disbursement dates against the county’s actual payment dates.
Confirm the tax amount matches the assessor’s record, not last year’s number.
Find the cushion line and see whether it grew beyond what looks reasonable.
Compare this year’s projected tax to your county’s assessed value change.
Decide: accept the new payment, or start an appeal and ask your servicer to hold off on the increase.
Here’s where a lot of people leave money on the table, and it’s a workforce fact as much as a housing one. According to the Bureau of Labor Statistics, homeownership remains the largest single asset category for most American households, which is a dry way of saying this is probably the most expensive paperwork you’ll ever skim past. Skimming it has a cost.
When the county keeps raising your number
Some markets reassess aggressively, and some assessments come in above what comparable homes are actually selling for. If you’ve pulled your record, compared it against real sales, and you’re still staring at a number that doesn’t hold up, that’s the moment to bring in help.
The Department of Housing and Urban Development runs housing counseling resources that can point homeowners toward legitimate local help, and your county assessor’s office publishes the appeal procedures for free. Read those first. Anyone who charges you before they’ve looked at your assessment is charging you for nothing.
The short version
Escrow is a pass-through, not a fee. Your payment moves because estimates meet reality once a year, and the gap lands on you. The two levers you own are your insurance shopping and your tax appeal, and the appeal is the bigger one. Track the delta, file inside the window, and the annual letter turns into a routine you handle in twenty minutes instead of a bill you dread.
Pull your last escrow statement out of the drawer this week. If the tax line doesn’t match what your county assessor shows for your property, you’ve just found the reason your payment jumped, and the clock on your appeal window is already running.
The post How to Read Your Escrow Statement Without Panicking Every Year appeared first on Addicted 2 Success.
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