There's a version of this story where Infinite Machine's Olto is a very cool e-bike with some good security features, and you read about it, maybe bookmark the product page, and move on. That's the press release version. The more interesting version is about what it means when a Brooklyn startup engineers its way around an entire regulatory category, bundles automotive-grade security into a vehicle legally classified alongside a Citi Bike, and finds a product market fit in a city that's simultaneously addicted to and terrified of the two-wheeled vehicles clogging its streets.
Let's start with what the Olto actually is, since "e-bike" is doing a lot of heavy lifting here.
The product underneath the classification
The Olto starts at $3,495. For that price, buyers get a 48-volt architecture, a 25-Ah removable battery, a 2-kW rear hub motor, weatherproof aluminum bodywork, NFC unlocking, GPS tracking, anti-theft alerts, an automatic steering lock, USB-C charging, and over-the-air software updates. That list reads more like a Tesla spec sheet than an e-bike brochure. It should. This isn't really an e-bike in any intuitive sense. Carscoops
The Olto weighs 175 pounds — a normal amount for a moped, but significantly more than a typical e-bike. Its pedals, the legal fig leaf that earns it a bicycle classification, magnetically fold flat to become footrests when you're riding in throttle mode. The company knows nobody's pedaling this thing. It's designed to be ridden like a scooter, parked like a bicycle, and classified like neither. InsideEVs
The 750W rear hub motor can operate in three distinct modes: Class 2 tops out at 20 mph with full throttle access for bike lanes, Class 3 hits 28 mph but requires pedal assist, and Off-road mode unleashes the full 33 mph potential when away from traffic. GPS automatically adjusts these settings based on local laws. That last detail is the tell. This vehicle is smart enough to know which jurisdiction it's in and throttle itself accordingly. It's regulatory compliance as a software feature. HiConsumption
The Infinite Machine Olto is a Class 2 e-bike that starts at $3,495, weighs 175 pounds, does 33 mph in off-road mode, and requires no license, registration, or insurance to operate in most US states.
Why theft-resistance is the actual product
Infinite Machine calls their anti-theft system "Infinite Security." A tamper-proof kickstand accommodates a U-lock, and a 98 dB alarm blares if someone meddles with the bike, sending an instant notification to the owner's phone. GPS and LTE tracking are standard, backed by a 12-volt secondary battery that keeps security systems active for up to 30 days, even if the main battery is removed for charging. There's also a dedicated Air Tag slot, because even Fort Knox appreciates a backup.
That 30-day standby detail matters more than it sounds. The most common technique for defeating GPS tracking on an e-bike is removing the battery — which also kills the tracker. Infinite Machine's solution is elegant: a second, independent power source for the security system only, charged passively by the main battery during normal operation. It's the kind of thing that seems obvious in retrospect and apparently nobody else bothered to do.
Why does this matter commercially? Approximately two bikes are stolen globally every minute, and e-bike thefts in California alone are up 300% since 2019. In New York specifically, the theft problem is severe enough that it's reshaping purchasing decisions. Riders who commute daily often spend $200–400 on locks alone — a quarter of the cost of a decent entry-level e-bike. When Infinite Machine's co-founder Eddie Cohen says security is an "underserved feature in urban mobility," he's identifying a genuine gap, not just doing founder-speak.
"Our core innovation revolves around security and regulatory compliance — essential but underserved features in urban mobility." — Eddie Cohen, co-founder, Infinite Machine
The company is a16z-backed, which suggests investors see something beyond a clever commuter toy. The bet seems to be that security-first design can command a price premium in a market where every other player is competing on range, speed, or aesthetics.
New York's regulatory tightrope
The city the Olto is built for is also the city most actively trying to bring e-bikes to heel. New York City now limits all e-bikes to 15 mph on city streets, a rule that took effect in October 2025. That's a meaningful constraint on a vehicle capable of 33 mph, enforced primarily via software limits in the Infinite Machine app rather than any physical governor. The city can mandate the rule; enforcing it in real time on a moving vehicle is another matter entirely. Heybike
Reported e-bike collisions in NYC jumped 75% in early 2026 compared to the same period in 2025. That's not a background statistic — it's the regulatory context in which Infinite Machine is trying to build a business. Every time there's a high-profile crash or a new crackdown, the political pressure to tighten classification rules increases. The Olto's entire value proposition depends on maintaining its bicycle classification. If regulators decide that a 175-pound vehicle with a 2-kW motor doesn't belong in a bike lane regardless of its pedals, the competitive advantage evaporates overnight. amNewYork
The company's GPS-based speed mode switching is clearly designed with this in mind. GPS automatically adjusts speed settings based on local laws — which means the Olto can theoretically keep itself compliant even as those laws change, as long as Infinite Machine pushes the firmware update. It's a smart hedge. Whether it's enough of one depends on how aggressively city governments move in the next two years. HiConsumption
The global angle: this problem is everywhere
New York's e-bike regulatory chaos is distinctive in its intensity but not in its basic shape. London has spent years arguing about where e-scooters legally exist. Paris subsidizes e-bike purchases while Amsterdam debates speed limits. Across Southeast Asia, where two-wheeled electric vehicles are genuinely dominant in daily transportation rather than a startup-friendly novelty, the security problem is acute in different ways — theft in Jakarta or Ho Chi Minh City often involves organized stripping operations that no 30-day backup battery will deter.
The global micromobility market was worth $78.53 billion in 2024 and is projected to reach $245 billion by 2033, growing at a CAGR of 13.48%. That's not niche. That's infrastructure. And the companies building the dominant platforms in that space — Lime, Voi, TIER-Dott in Europe, Yulu in India — are solving fleet management problems at scale that make the individual consumer theft problem look quaint. What Infinite Machine is building is for the rider who owns the vehicle, not the operator who manages a thousand of them. In markets where individual e-bike ownership is high and theft rates are climbing, that's a credible position. Straits Research
Europe is the most interesting comparison. Europe led the micromobility market with over 49% revenue share in 2025, driven by government subsidies and dense urban cycling infrastructure. Germany and the Netherlands have established, mature e-bike markets where security features command real premiums. The Dutch anti-theft insurance market alone is substantial. Infinite Machine's security-first design thesis would translate directly into those markets — if the company has the ambition and capital to go there. Straits Research
The contrarian read — and it's a real one
Here's what the product reviewers aren't saying loudly enough: the Olto is borderline too heavy and unwieldy to be genuinely comfortable in the infrastructure it's legally entitled to use. The reviewer from InsideEVs noted that while the Olto is bike-lane legal, it felt just a little too big and unwieldy to be truly at home on a bike path. That's a polite way of saying that sharing a four-foot-wide protected lane with a 175-pound machine doing 20 mph is a different experience from sharing it with a 30-pound Trek. InsideEVs
The regulatory gap that makes the Olto possible is also the gap that creates the problem it's operating inside. If heavier, faster, throttle-primarily vehicles proliferate in bike infrastructure designed for lighter, slower, human-powered ones, the political backlash doesn't just hit illegal mopeds — it hits everything in the lane. Infinite Machine's long-term viability depends partly on the regulatory category it inhabits remaining available to it. That's a risk that doesn't appear in any spec sheet.
What to watch
NYC's classification rulemaking through 2026. The NYC Parks Department permanently allowed e-bikes and e-scooters on park drives and greenways in 2025, a pro-micromobility move. But with e-bike collisions surging, counter-pressure is building. If the city adds weight or motor-output thresholds to its e-bike definition, the Olto's bike-lane access gets complicated fast — and that's the core of the product's value proposition. LETRIGO
Whether Infinite Machine's security stack becomes a template. The 30-day backup battery for GPS, the NFC-first unlocking, the tamper alarm tied to phone push notifications — none of this is impossible to replicate. If the Olto sells well, expect VanMoof's successor brands, Cowboy, and the larger Taiwanese manufacturers to incorporate similar stacks within eighteen months. First-mover advantage in hardware security features tends to be short.
The delivery worker market as an adjacent opportunity. There are over 65,000 delivery workers in New York City who depend on e-bikes for their livelihoods. Theft of a delivery e-bike isn't an inconvenience — it's an income crisis. Infinite Machine currently positions the Olto as a commuter and lifestyle vehicle. A version spec'd for commercial delivery use, possibly through fleet partnerships, would address a segment with acute willingness to pay for genuine theft-resistance. Whether they go there says a lot about whether this is a boutique product or a platform. NYC
The Olto is genuinely interesting. Not because it's the fastest or the cheapest or the most efficient e-bike you can buy, but because it's the most honest about what it is: a moped that calls itself a bicycle because the law allows it, engineered to survive the city as it actually is rather than the tidy urban mobility vision that planners keep sketching on whiteboards. The security engineering is serious. The regulatory arbitrage is clever. The risk is that those two things are more connected than they appear — and that the window for both might be shorter than the funding runway.
If you're building anything in the urban mobility space, or frankly in any hardware category where the product lives in a regulatory grey zone, the Olto is worth studying. Not for the design — for the legal strategy baked into the firmware.
