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Acura has officially launched its first-ever BEV – the ZDX, and we at Electrek got the invite to Montecito, California, to test drive the top-tier S-Line trim of the crossover SUV. Acura did many things right in its first venture into electrification, but is it worthy of the performance grade the Honda division is known for? Even more, is it worth the price tag? You be the judge.

Table of contents

A quick background on the arrival of the Acura ZDX

It has been about nine months since Acura unveiled the ZDX to the public during Monterey Car Week last summer. The all-electric ZDX kicks off a new era for Acura, one that its team is quite proud of as the automotive industry, including its parent company, Honda, begins to embrace BEVs.

The crossover is the first all-electric offering from the Honda luxury and performance sub-brand and should not be confused with the combustion fastback by the same name that preceded it many years ago.

 During its unveiling, we learned the ZDX would be available in an A-Spec version, complete with single—and dual-motor powertrain options and a dual-motor Type S trim that includes an exclusive “Double Apex Blue Pearl” exterior paint.

In December 2023, Acura opened up reservations for the BEV, sharing that the previously mentioned A-Spec trim would start at an MSRP of around $60,000 for RWD and around $70,000 for the S-Line.

By January 2024, we got official pricing, which was a bit higher than initially promised unless you include the maximum federal tax credits available in the US, which this model should qualify for. More on that later, but for now, we’re going to run you through the specs of the ZDX S-Line – the model we got the chance to test out recently around Santa Barbara and Montecito. Here are some images of the exterior.

Experiencing the Acura ZDX S-Line, inside and out

To begin, the 2024 Acura ZDX arrives in three separate trims: RWD and AWD versions of the A-Spec and the top-tier AWD S-Line—the variant we tested out. All models are the same size—197.7 inches long by 77 inches wide and 64.4 inches tall, with a wheelbase of 121.8 inches.

Each variant also features the same 102 kWh battery pack, but the BEV’s platform offers somewhat disappointing charge rates – 10 to 20% in 42 minutes on a DC fast charger. For the sake of comparison, here are how the performance specs break down by trim, including the S-Line.

Acura ZDX Trim A-Spec RWD A-Spec AWD S-Line AWD
Powertrain Single Motor Dual Motor Dual Motor
Horsepower 358 hp 490 hp 499 hp
Torque 324 lb-ft 437 lb-ft 544 lb-ft
Max Towing 3,500 lbs 3,500 lbs 3,500 lbs
EPA Est. Range 313 miles 304 miles 278 miles
DC Charge (10 mins) 81 miles 79 miles 72 miles
Source: Acura

As the premium trim level, the Acura ZDX S-Line also has the $1,000 add-on option for 22-inch Berlina black performance wheels and 275 / 40R22 summer tires from Continental instead of the standard all-seasons.

Starting with the exterior, you’ll notice a wide and long stance, similar to the Honda Prologue we previously tested, that shares many of the same BEV DNA (much of which came from GM). Starting with the front, you’ll notice a new diamond pentagon grille that is illuminated, alongside an Acura badge that is much more subtle compared to its other models.

The S-Type I drove comes equipped with a Berlina Black lower grille beneath the 3D embossed diamond, as well as a black upper cabin – perfectly matching the wheel upgrade if you opt in on it.

You’ll notice “Jewel Eye” LED headlights and metallic gray runners along the wheelbase in the images above. I am not a fan of the gray on the sides, as I feel it takes away from the luxury feel Acura usually tries to achieve.

The ZDX body curves inward toward the rear to increase aerodynamics, where you’ll find a subtle tuned spoiler and RR diffuser. The result is a crossover BEV with a low center of gravity and near 50/50 weight distribution, creating a clean exit flow of air that equates to a smooth and quiet ride.

Next, let’s move into the interior of the Acura ZDX S-Line.

Overall, the inside of Acura’s first all-electric crossover is roomy and comfortable, but it by no means screams luxury. The dash components and door trims were quality and sturdy, but there was still plenty of plastic and other composites present.

These elements were actually quite nice, but they don’t match the price point Acura is asking for this BEV, but more on that in a bit. I found the seats very comfortable, and I liked the white interior leather with the S-Line logo embossed in the front headrests—a nice sporty touch.

You know I always test out the air-conditioned seats, and in the case of the ZDX, I found them adequate. They definitely worked, but after a while, I had to check and see if they were still on. However, I remained cool as both a driver and a passenger, so they got the job done.

Acura ZDX’s interior features two digital displays – an 11-inch “Digital Gauge Cluster” and an 11.3-inch center screen with Google built-in. It will also be the first Acura vehicle equipped with a Bang & Olufsen audio system, consisting of 18 speakers throughout the cabin – standard on all ZDX trims. That’s a nice touch for sure; the system was boomin’.

Beneath the displays, the extra-wide center console offered plenty of room for storing phones, drinks, and other belongings, and the storage below is perfect for a purse or perhaps some snacks. Why not? I would have preferred the wireless phone charger to be up front near the flat part of the console instead of vertical in a little nook you have to shove it into.

The metal sport pedals were a nice touch, but that’s really the only design element in the ZDX that makes it feel sporty. It also doesn’t feel luxurious either. So what is it? That’s where I struggle.

On that note, let’s dig into my experience driving the Acura ZDX S-Type, shall we?

Driving impressions

To begin, I want to point out that the 2024 Acura ZDX S-Type comes with four different drive modes: Normal, Sport, Individual, and Snow – the latter of which utilizes air suspension to raise the vehicle 25mm. I tested three of the four, as there was no snow in the middle of California in April, but I have some thoughts.

First of all, the button to switch between drive modes on the lower dash to the left of the steering wheel. I knew where to look for it after driving the Prologue, but this placement could be better for safe driving. My driving partner and I struggled to find and tap it while behind the wheel without taking our eyes off the road. You sort of have to lean over and reach for it. I would have preferred to have it as a toggle on the steering wheel.

Normal mode was completely fine, and I found the regenerative braking to be superb in this BEV, especially at its highest setting. One-pedal driving is possible, but again, you must activate a lock mode next to the drive mode button so the vehicle doesn’t creep. Why?

I felt a slight shift when switching to Sport mode, but I would argue the average driver really wouldn’t notice. The dampers offer less vibration, but the electric motor is significantly louder, adding to the ambiance; in terms of overall acceleration, I didn’t feel much “oomph” compared to regular mode.

Still, the dual motors provided plenty of power to easily overtake slower cars (and other journalists) on the highway. I have no qualms with the torque and acceleration from me. I truly loved the Acura ZDX’s ADAS functions, which it calls “Hands-Free Cruise.” Let’s be honest, though; it’s just GM’s SuperCruise – it even has the green bar on the steering wheel (mind you, a wheel that closely resembles the Blazer EV) to let you know when the feature is activated.

That said, the hands free driving worked like a charm and safely switched lanes on its own several times without issue. You can view that autonomous magic in my comprhensive video below. The Head Up Display was fine too. You could clearly see your speed, but there were no other prompts such as navigation. Our particular ZDX must have had a sensor issue because the neither the digital gauge nor the HUD could read speed limit signs – that metric remained blank during the entire drive.

The cluster itself is inherently Acura, but there is much evidence that the ZDX is rooted in GM’s design DNA, similar to the Cadillac LYRIQ, Blazer EV, and the Honda Prologue. I believe that in a lot of the design elements, particularly the cockpit, Acura’s hands were tied (at least financially) to stick with the same components and their placement rather than do redesigns.

It will be interesting to see how Acura’s follow-up to the ZDX will look, assuming it will be a completely bespoke model. I’m particularly interested in learning what architecture and ADAS Honda will deliver as it has now gotten its beak wet in BEVs.

Overall, I think the ZDX is an excellent start for the brand, but it doesn’t scream 100% Acura because it really isn’t. I would classify it as an excellent beginner-level BEV, but I fear consumers will opt for more affordable options for the same… or, in some cases, better performance specs. I think pricing will be the most detrimental to ZDX’s success in the current market. Speaking of which…

Pricing, availability, and our video review of the Acura ZDX

The 2024 Acura ZDX is available for configuration and purchase now and starts at the following MSRPs:

Acura ZDX Trim A-Spec RWD A-Spec AWD S-Type AWD
Starting MSRP* $64,500 $68,500 $73,500
* Prices do not include additional $1,350 in destination fees

What do you think? Would you shell out $65k for the new Acura ZDX? What about $74,500 for the S-Type with performance wheels? I further summarize my experience with the latest all-electric crossover in the video review below.

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DOT opens public comment on plan to hike fuel costs during affordability crisis

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DOT opens public comment on plan to hike fuel costs during affordability crisis

This week, the US Environmental Protection Agency proposed a plan to make cars less efficient when Americans are already paying record-high energy bills during an affordability crisis fueled by tariff-driven inflation. That plan is now up for public comment.

Since the beginning of this year, the occupants of the White House have been on a mission to raise costs for Americans.

This mission has encompassed many different moves, most notably through unwise tariffs.

But another effort has focused on changing policy in a way that will raise fuel costs for Americans, adding to already-high energy prices.

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This specific rollback focuses on a rule passed under President Biden which would save Americans $23 billion in fuel costs by requiring higher fuel economy from auto manufacturers. By making cars use less fuel on average, Americans would not only save money on fuel, but reduce fuel demand which means that prices would go down overall.

The effort to roll back this rule was initially announced on the first day that Sean Duffy started squatting in the head office of the Department of Transportation. Duffy notably earned his transportation expertise by being a contestant on Road Rules: All Stars, a reality TV travel game show.

Then in June, Duffy formally reinterpreted the Corporate Average Fuel Economy (CAFE) standard, claiming falsely that his department does not have authority to regulate fuel economy.

Republicans in Congress even got into effort to raise your fuel costs, as part of their ~$4 trillion giveaway to wealthy elites included a measure to make CAFE rules irrelevant by setting penalties for violating them to $0. In addition, it eliminated a number of other energy efficiency and domestic advanced manufacturing incentives.

Duffy’s department then told automakers that they would not face any fines retroactively to 2022, which saved the automakers (mostly Stellantis) a few hundred million dollars and cost American consumers billions in fuel costs.

Then, finally, earlier this week, Duffy formally announced the proposed changes to the CAFE rules, lowering the required fuel economy for 2022-2031 model year vehicles, even despite all of the other changes in trying to make the rules unenforceable.

The theory behind this would be to make it harder to later enforce the rules, and to allow automakers to get off with more pollution, and to increase fuel demand and fuel prices for longer until a real government returns to power and starts doing its job to regulate pollution.

Specifically, the announcement changes the planned 2031 50.5 mpg target to 34.5 mpg, cutting vehicle efficiency by nearly a third, which will lead to a commensurate increase in your fuel costs (note: CAFE numbers are calculated differently, and tend to look higher than actual mpg numbers).

The regulation even explicitly describes ballooning vehicle sizes in a positive light, which is ironic given that at the same event, Mr. Donald Trump, the convicted felon who directed this change to begin with, also quipped that he wants to bring tiny Japanese kei cars to the US, displaying his lack of knowledge of why he was even in the room to begin with.

If President Biden’s regulations were retained through 2031, average fuel economy would have tripled since the 1970s, when CAFE targets were first put in place. In the last two decades, CAFE targets helped drive a 30% improvement in average fuel economy, saving an average of $7,000 over the lifetime of an average vehicle – and they did this without increasing vehicle prices.

Despite that the dictatorial regime proposing such braindead rule changes would rather just push its oil company funders’ demands through without having to consult the people it will harm, these rulemaking procedures are still governed by the Administrative Procedures Act. This law requires the government to accept public comments and to take into account and respond to substantive comments posted to the docket related to the rulemaking procedure.

And so, you can now leave your own comments on whether or not you think this plan to make cars larger, more dangerous and less efficient, thus raising your fuel costs, is a good one or not.

Comments can be submitted through this link. Information for the docket can be found at docket number NHTSA-2025-0491. The comment period ends on Jan 20 at 2026 at 11:59 PM EST (yes, that superfluous “at” is from the NHTSA’s docket, wonderful attention to detail from the fake lawyers running the place).

Another of the administration’s recent plans to raise your fuel costs, the EPA’s plan to increase gas prices by $.76/gallon by deleting climate science, was recently posted and received 568,326 comments, the vast majority of which opposed the plan. Public comment on that plan is closed now and the EPA is sifting through the mountain of comments made, trying to figure out a way to kill people and raise energy costs in service of their oil masters despite massive public opposition in a country that is supposed to be a democracy.

That plan also received a virtual public hearing where commenters could call in with their thoughts, held over a few days, during which a vast majority opposed the plan. We’re not aware of a similar hearing for this plan yet, but we’ll let you know if we hear about one.

And despite many readers’ probable initial reaction that the unqualified dictator pushing these plans won’t be interested in hearing your comments, it should be noted that improper rulemaking has and will continue to result in certain rules being thrown out in court. There is a legally required method to how the government makes rules, and courts can throw out regulations that do not follow the proper method. Part of that method includes seeking public feedback, and this is your chance to enter your thoughts into the official government record on this regulation specifically.

Public comments on this ridiculous plan are open through Jan 20, 2026 at 11:59 PM EST, 8:59PM PDT. Comments can be submitted here. In case you get lost, the docket code is NHTSA-2025-0491. DOT/NHTSA has to respond to legitimate concerns made during public comment periods or else the rule could be voided (as was the case for 90% of the cases the NRDC challenged last go around), so the more substantive your comment, the better.


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I got a 5-ton electric tractor from China. Here’s what showed up

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I got a 5-ton electric tractor from China. Here’s what showed up

When a 40-foot container rolled up to my property and the doors swung open, I finally got to meet a machine I’d only last seen half-finished on a factory floor in China. Sitting up front, nose practically pressed against the container doors, was my new 10,000-plus-pound (4,700 kg) electric tractor: the NESHER L3000 wheel loader.

Technically, it’s part of a class known as articulating front loaders, a subset of the broader tractor family, and not a farm tractor like you may have seen before (though I’m working on a farm tractor!).

But if you need to lift, pull, drag, grapple, dump, drill, or dig things around your property, this is what these types of machines were made for.

And as wild as it was to see that giant electric machine roll down the ramps, it turns out that wasn’t the only “new toy” I got.

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Soon after the arrival of the big guy, I had a second surprise to unload: a slightly smaller, much more approachable NESHER L2500, tipping the scales at a more manageable 6,400 lb (2,900 kg).

NESHER L3000 with the pallet fork attachment mounted

Meet the 5-ton lb NESHER L3000

Unloading these things and getting to know them well has been an incredibly fun process, and one that I love getting the chance to share in videos and articles like this one.

The L3000 is the biggest machine I’ve ever brought into the NESHER lineup, and it’s very much a “because we can” kind of loader. It’s rated for a 3,000 lb (1,360 kg) lift capacity (and it’s underrated), but that stat doesn’t really hit home until you see what that looks like in real life.

Right away I put it to work moving all sorts of heavy equipment around the property, from lifting a wooden shipping crate with an entire mini-excavator inside, to carrying around a full-size golf cart in a steel shipping crate as if it was a grocery bag, to even pushing shipping containers around the property and into position (I’ve been welding on roof structures between them to create some nice covered parking).

NESHER L3000 moving my solar shipping container into position around the pasture

That last one is the moment you really feel the mass working in your favor. A 10,000 lb electric machine has the kind of traction and grunt where you barely notice the load. A tiny press on the accelerator and heavy objects just start moving.

I used a set of EZYwheels on one end of a shipping container and simply lifted the other end using the L3000’s pallet forks, allowing me to push and pull a roughly 5,000 lb (2,250 kg) solar shipping container that I built last year around a grassy pasture as if I were playing with toy cars in a sandbox.

We even used it to right a tree that had blown over in the last hurricane, but was still alive and lying on its side. Without the slightest protest, the L3000 pulled it vertically and let us get some bracing under it so the root structure could regrow and anchor it back the way nature intended.

NESHER L2500 with a bucket full of logs

Under the floorboards is a 40 kWh AGM battery pack, good for around 6 hours of typical use on a charge. This isn’t meant for 12-hour highway construction shifts… it’s designed for landowners, homesteaders, small businesses, and anyone with a list of jobs that can be knocked out in a few focused hours.

Charging is fairly straightforward and designed to be done anywhere: it uses standard North American 120VAC outlets, with twin onboard chargers to feed that big pack from a pair of household circuits overnight. The onboard chargers can accept 240V, but the 120V option allows for Level 1 charging anywhere a typical electrical outlet can be found.

I get a lot of questions about batteries, and one reason I liked the AGMs over lithium iron phosphate batteries is the ease of future work. While not rivaling LFP charge cycles, these should last for many years (my oldest NESHER tractors are around 2.5 years old and showing very minimal battery degradation), but when the batteries do eventually need to be replaced, AGM modules can be found much more easily and from local suppliers, even big box stores like Tractor Supply or Home Depot. They can also be removed one pack at a time by a single (strong) individual. Other advantages include better cold-weather performance without needing battery heaters, extra weight that serves as ballast and increases the lifting capacity of the machine, and lower total vehicle cost. Of course there are different unique advantages to LFP batteries, and like everything in life, there are tradeoffs, but this seems to be a good balance so far in our experience.

NESHER L2500 with the excavator attachment mounted

But wait… there’s a “smaller” one too

As fun as a 10,000 lb loader is, it’s honestly more machine than a lot of people want to maneuver around their property. That’s where my second new arrival comes in.

This smaller beast, my NESHER L2500, is rated for a 2,500 lb (1,140 kg) lift but weighs in at roughly 6,400 lb (2,900 kg). On paper, that sounds like a small step down from the L3000. In practice, it feels like a different category: more compact, more nimble, and more approachable for someone who doesn’t want their “yard tool” to weigh nearly as much as a school bus. It’s also even quieter than the L3000, as it uses a dedicated electric motor on each axle instead of a larger mid-mounted motor with dual drive shafts like the L3000.

Between the two, I actually prefer it. The machine has nearly as much capability, but is around 1/3 lighter and thus easier to maneuver and operate.

We’ve already used the L2500 for some creative jobs around the place. At one point, my dad and I basically turned it into a freight elevator, raising an old couch more than 10 feet up to a mezzanine of his shop. Another day, we used it to drag a massive tree trunk out of a pond after a hurricane turned that long-leaning tree into a floating navigation hazard. The loader treated that water-logged tree trunk like a toothpick.

The L2500 shares the same concept as the bigger machine: enclosed cab and heater, around 6 hours of use from a 25 kWh battery, easy residential charging, and enough lift and pull to make most homesteader and small farm tasks feel trivial. For a lot of people, this is the sweet spot. And in fact, I actually prefer it at this size. The L3000 is fun but more machine than most people need. The L2500 seems like the best balance of power, size, and value.

Left to right: NESHER L3000, NESHER L2500, NESHER L1400, and NESHER L880

Attachments turn them into Swiss Army tractors

All of the loaders use quick-hitch front attachments, which is where things get fun. From the operator’s seat, you can drive up to a bucket, drop it, roll right into a pallet fork, and latch it without climbing down every time.

For attachments with their own hydraulics, like augers, grapples, and the excavator-style digging attachment, you do still have to hop out to connect hoses, but the tradeoff is big. With the excavator attachment on the larger loaders, you can dig down around 6 feet (nearly 2 meters). That’s a major upgrade compared to my smaller NESHER machines that give closer to about 3.5 feet (around 1 meter) of digging depth from their excavator attachments. That covers a surprising amount of real-world work: laying pipe, planting trees, digging drainage, and shaping land.

That’s the real magic with these: you don’t need separate dedicated machines for every task. One electric loader, a handful of attachments, and suddenly you’re lifting shipping containers, pulling trees upright, digging trenches, moving mountains of dirt or mulch, and doing oddball jobs you never expected to do with a conventional tractor.

Adjusting the width of the heavy forks is sometimes helped with a kick or two

Why go electric for heavy equipment?

Regular Electrek readers will already know the big advantages of going electric, and our own Jo Borràs has often covered some of the most interesting new additions to the world of electric heavy equipment from trucking to tractors to tools, but electrification is still a niche part of the industry.

And while I’ve talked a lot about what these machines can do, a question I still often get from curious neighbors and onlookers is, “Why electric?”

Part of it is maintenance. A diesel loader has a lot of ways to ruin your day: fuel system, injectors, emissions equipment, warm-ups, oil changes, filters, and so on. An electric drivetrain is basically a cordless drill scaled up: battery, motor, controller. The maintenance you do have – hydraulic oil, greasing the joints – is for the mechanical bits, not the engine. The powertrain, historically the worst part of owning any vehicle, just quietly works.

Then there’s sound. When you’re walking around an electric loader, you hear your own footsteps in the dirt as much as you hear the machine. You can talk to someone standing nearby without shouting over a clattering diesel engine. As the operator, you can talk to your crew or your family members in the yard without needing walkie-talkies. The reduced noise means you can even work around animals and livestock without spooking them. I can work right alongside the cows in my family’s pasture without bothering them. It’s just a calmer experience.

Health is another big one. If you spend hours a day sitting a few feet from a diesel tailpipe, that exhaust is going into your lungs. Diesel particulates are not something you want to marinate in for years. Electric loaders eliminate that constant stream of fumes.

And of course, there’s the environmental angle too. If you’re working the land because you love it and want to live with it, not just from it, then it feels a little odd to be coating it in exhaust and oil. Electric loaders don’t drip fuel, don’t belch smoke, and don’t add to greenhouse emissions the same way, especially if you’re charging from clean energy.

Towing out my dad’s currently-not-running diesel farm tractor

Final thoughts

I’ve talked at length about this process before, but for those who may be new around here, allow me to provide full disclosure: these are my machines. I helped design them, I walk the factory floor where I build them in China, I import them, I maintain the local spare parts warehouse, I wrote the operator’s manual, and I spend a ridiculous amount of time thinking about how to make electric machinery like this more accessible to average folks who want to manage their land instead of just for large contractors and businesses who can afford the six-figure machines from the big guys.

I’m proud of the work that has gone into getting them to this point, and of the fact that they are starting to become available in more countries (the first NESHER dealer in Canada just opened recently and a few other countries are in the works).

As a society, even a well-intentioned one looking for electric alternatives to replace our polluting legacy machines, we often spend so much time focusing on flashier vehicles, such as electric cars, trucks, and even bikes and scooters, that it’s easy to forget how much diesel is idling away on farms, work sites, and homesteads. Machines like these show that electric isn’t just possible in this space, but that it can actually be better, quieter, cleaner, and easier to live with.

Sure, that big NESHER L3000 loader isn’t for everyone. Most people would probably be better served by the L2500 or even the smaller L1400 or L880. And if you’re running round-the-clock road crews, you’ll still have a diesel fleet for a while, as there aren’t many electric machines that can do 16 or 20-hour shifts yet.

But for the growing number of landowners, small contractors, and homesteaders who want serious capability without the headaches and fumes of diesel, electric loaders are finally becoming a real option.

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The ticket bot cometh: cities are ticketing drivers that AI says are bad [update]

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The ticket bot cometh: cities are ticketing drivers that AI says are bad [update]

In a high-tech move that we can all get behind and isn’t dystopian at all, the City of Barcelona is feeding camera data from its city buses into an advanced AI, but they swear they’re not using the footage to to issue tickets to bad drivers. Yet.

UPDATE 06DEC2025: the ticket bot cometh to Chicago.

Last month, the Chicago Transit Authority (CTA) contracted with Hayden AI to equip six of its transit buses with AI-powered license plate readers intended to target illegally parked vehicles in an area bound by North Avenue, Roosevelt Road, Lake Michigan and Ashland Avenue.

As with similar pilots in Barcelona and NYC, the Hayden AI technology captures information from vehicles illegally blocking bus and bike lanes, then submits its “findings” to a human reviewer for confirmation. If the reviewer agrees with the AI, they can issue a fine of $90 for parking in a bus lane, $250 for bike lane obstruction, $50 for parking in expired meters outside of the central business district, and $140 for personal vehicles parked in commercial loading zones.

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Despite those hefty fines, Chicago Mayor Brandon Johnson is quick to point out that the goal of the program isn’t to generate revenue.

“Every Chicagoan deserves a transportation system that is safe, reliable, and efficient,” said Mayor Johnson, in a statement. “By keeping bus and bike lanes clear of illegally parked vehicles, the Smart Streets pilot helps us protect our most vulnerable road users while improving the daily commute for riders across the city.”

The official release makes no mention of the fact that Hayden AI’s system generated nearly $21 million in revenue for the city in just a few months, despite the fact that thousands of those ticketed weren’t doing anything wrong.

We wrote about some of these issues back in Jun. You can read that original article, below, and let us know what you think of Chicago’s “non-revenue” claims in the comments.


Barcelona launches automated bus lane and bus stop enforcement pilot with Hayden AI
Barcelona ticketing AI; via Hayden AI.

Barcelona and its Ring Roads Low Emission Zone have earned lots of fans by limiting ICE traffic in the city’s core. The city’s latest idea to promote mass transit is the deployment of an artificial intelligence system developed by Hayden AI for automatic enforcement of reserved lanes and stops to improve bus circulation – but while it seems to be working as intended, it’s raising entirely different questions.

“Bus lanes are designed to help deliver reliable, fast, and convenient public transport service. But private vehicles illegally using bus lanes make this impossible,” explains Laia Bonet, First Deputy Mayor, Area for Urban Planning, Ecological Transition, Urban Services and Housing at the Ajuntament de Barcelona. “We are excited to partner with Hayden AI to learn where these problems occur and how they are impacting our public transport service.”

Currently operating as a pilot program on the city’s H12 and D20 bus lines, the system uses cameras installed on the city’s electric buses to detect vehicles that commit static violations in the bus lanes and stops (read: stopping or parking where you shouldn’t). The Hayden AI system then analyses that data and provides statistical information on what it captures while the bus is driving along on its daily route.

Hayden AI says that, while it photographs and records video sequences and collects contextual information of the violation, its cameras do not record license plates or people and no penalties are being issued to drivers or owners of the vehicles.

So far so good, right? But it’s what happens once the six mont pilot is over that seems like it should be setting off alarm bells.

Big Brother Bus is watching


“You are being recorded” sign in a bus; via Barcelona City Council.

The footage is manually reviewed by a Transports Metropolitans de Barcelona (TMB) officer, who reportedly reviewed some 2,500 violations identified by AI in May alone. But, while the system isn’t being used to issue violations during the pilot program, it easily could.

And, in fact, it already has … and the AI f@#ked up royally.

AI writes thousands of bad tickets


NYC issued hundreds of thousands of tickets; via NBC.

When AI was given the ability to issue citations in New York City earlier this year, it wrote more than 290,000 tickets (that’s right: two-hundred and ninety thousand) in just three months, generating nearly $21 million in revenue for the city. The was just one problem: thousands of those drivers weren’t doing anything wrong.

What’s more, the fines generated by the AI powered cameras were supposed to be approved only after being verified by a human, but either that didn’t happen, or it did happen and the human operator in question wasn’t paying attention, or (maybe the worst possibility) the violations were mistakes or hallucinations, and the human checker couldn’t tell the difference.

In OpenAI’s tests of its newest o3 and o4-mini reasoning models, the company found the o3 model hallucinated 33% of the time during its PersonQA tests, in which the bot is asked questions about public figures. When asked short fact-based questions in the company’s SimpleQA tests, OpenAI said o3 hallucinated 51% of the time. The o4-mini model fared even worse: It hallucinated 41% of the time during the PersonQA test and 79% of the time in the SimpleQA test, though OpenAI said its worse performance was expected as it is a smaller model designed to be faster. OpenAI’s latest update to ChatGPT, GPT-4.5, hallucinates less than its o3 and o4-mini models. The company said when GPT-4.5 was released in February the model has a hallucination rate of 37.1% for its SimpleQA test.

FORBES

I don’t know about you guys, but if we had a local traffic cop that got it wrong 33% of the time (at best), I’d be surprised if they kept their job for very long. But AI? AI has a multibillion dollar hype train and armies of undereducated believers talking about singularities and building themselves blonde robots with boobs. And once the AI starts issuing tickets to the AI that’s driving your robotaxi, it can just call its buddy AI the bank to send over your money. No human necessary, at any point, and the economy keeps on humming.

But, like – I’m sure that’s fine. Embrace the future and all that … right?

SOURCES: Hayden AI, via Chicago Sun Times, Forbes, Motorpasión.


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