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CNBC's hundreds of test miles put Rivian ahead of GM on highways and behind Tesla's FSD v14 off-highway and point-to-point, which is where subscription pricing has to be justified.
The Investor · Invest desk

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CNBC reports that after recent drives totaling hundreds of miles, Rivian's Autonomy+ has surpassed legacy hands-free systems such as General Motors' Super Cruise, but is still playing catch-up to Tesla's FSD (Supervised) on non-highway roads and on point-to-point driving, where the vehicle navigates a route from start to finish [1]. That ordering matters more than the headline ranking, because the capability Rivian is missing is the one that carries the recurring-revenue story investors are buying [16].
The gap is easy to describe and expensive to close. Rivian's system detects traffic lights and signs but does nothing about them beyond alerting the driver [2]. Tesla's v14, driven in a 2025 Model Y, handled every signal, interchange and exit ramp the reviewer met across nearly 200 miles of rural Michigan and downtown Ann Arbor [3]. Neither is autonomous: no vehicle on sale today drives itself, and the driver has to be ready to take over [13].
Look at what each company charges for that difference. Tesla's system is $99 a month [4]. Rivian's is $49.99 a month, or $2,500 to own for the life of the vehicle [5]. GM's is $39.99 a month or $399 a year [6]. Rivian is priced at roughly half of Tesla's monthly rate [1], and its lifetime buyout pencils out to about 50 months of subscription, a little over four years [2]. On an annualized basis that is about $600 a year at Rivian versus $1,188 at Tesla [3]. Half price for a system that announces red lights rather than stopping for them is a defensible position, not a bargain.
Rivian says point-to-point arrives later this year [7]. "That's the next step," James Philbin, Rivian's senior vice president of autonomy and AI, told CNBC, describing point-to-point as the next big leap toward a system that "really does the full driving task" [8]. The company credits its progress to vertical integration, including a new generation of software and vehicle electrical architecture, and says it is only starting to see the benefits [9]. Piper Sandler's Alexander Potter made the same argument in an upgrade note last month, writing that as volume rises Rivian should be better able to monetize software and services [10].
The competitive read is that the incumbents have stalled. GM, not Tesla, pioneered hands-free highway driving with Super Cruise, which debuted in 2017, then moved slowly beyond adding geography and lane changes [11]. Ford caught up on highways, and neither company offers hands-free driving off the highway; their eyes-off systems are not expected until 2028 [12]. Rivian passing that field is real, and it is also a low bar that has not moved in years.
Two notes on the marketing layer. Rivian's own in-vehicle chatbot described its system as "truly exceptional" and "an unmatched blend of safety and technology" [15]. Tesla's Grok, asked during the comparison drive, volunteered why the easy part is easy: highways have predictable lanes, speed, fewer pedestrians and clear markings [17].
What to watch: whether point-to-point actually ships in 2026 and whether the first release acts on signals rather than narrating them; whether Rivian's added safety guardrails, which Tesla does not use, slow the capability curve [14]; and whether the $2,500 lifetime option starts cannibalizing the subscription line Potter is underwriting [5][10].
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Ranked by verification strength, evidence, and original report placement.
Based on recent drives totaling hundreds of miles, Rivian's Autonomy+ has surpassed legacy competitors such as General Motors' Super Cruise, but is still playing catch-up to Tesla's FSD on non-highway driving and point-to-point driving, where a vehicle is designed to navigate itself from start to finish. The reporter drove a recent version of FSD (Supervised) v14 to compare.
Rivian's system currently detects traffic lights and signs but does not do anything about them other than alert the driver that they are coming.
Tesla's system handled every signal, interchange and exit ramp the reporter encountered for nearly 200 miles in rural Michigan and downtown Ann Arbor, Michigan, in a 2025 Tesla Model Y.
Tesla's system is currently $99 a month, according to its website.
Rivian's system is $49.99 a month or $2,500 to purchase for the lifetime of a vehicle.
Evidence-backed comparisons of source perspectives and observed adoption signals. Read the methodology
Which Builder, Operator, and Investor concerns the observed source mix emphasized—not a truth score.
Evidence, demonstrated adoption, hype gap, incentives, and confidence are assessed independently, each on its own current evidence. How these are measured.
First-hand but uninstrumented single-reporter testing
The strongest evidence is direct: one experienced reviewer drove both systems over hundreds of miles and reports specific, falsifiable behaviors (traffic-light inaction, exit-ramp interventions, roundabout limits, parking and construction handling) plus vendor-published prices. It is weakened by being a single publisher and single driver with no disengagement counts, route logs or repeatable protocol, and by leaning on vendor chatbots as narrative authorities.
Products shipping and priced; usage undisclosed
All three systems are commercially available to consumers today with published subscription and one-time prices, and both Rivian's and Tesla's were driven on public roads in the reported tests, so availability is well established. No subscriber counts, attach rates, fleet mileage or revenue disclosures appear in the supplied material, so real uptake cannot be scored higher.
Vendor framing runs ahead of demonstrated capability
Rivian's in-vehicle assistant calls its system an 'unmatched blend of safety and technology' while the same reporting shows the system will not act on traffic lights, cannot change lanes autonomously and needs help at roundabouts and ramps; point-to-point capability is a promise for later this year. The overstatement is modest rather than severe because the article itself corrects it, states plainly that nothing on sale is autonomous, and grounds the comparison in observed behavior.
Vendor-mediated access and a monetization narrative in play
The story runs on manufacturer-facilitated drives and manufacturer follow-up answers, quotes an executive positioning the next release, reproduces in-vehicle AI marketing from both Rivian and Tesla, and closes the loop with a sell-side upgrade note whose thesis is software monetization. Those are strong promotional incentives; the reporter's independent contrary findings and monitoring caveats pull the score back from the high end. Nothing in the supplied material discloses who paid for vehicles, travel or access.
Specific and checkable, but single-source
Prices, mileage, geographies, vehicle models and named sources are concrete enough to verify or contest, and the capability findings were put back to Rivian for comment. Confidence is held to the middle because one publisher and one driver carry the entire comparison, forward-looking items (Rivian point-to-point this year, Ford/GM eyes-off in 2028) are unverified expectations, and no safety or usage data is present.
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1 article · August 15, 2026