018How many Cybercabs will be on US roads by 2027?
Tesla went from 45 Cybercabs on Texas’s robotaxi roster on August 31 to 573 on October 28, doubling about every two weeks. Our base case has about 2,000 on US roads at the end of 2026 and about 29,000 at the end of 2027, in 15 metro areas. If NHTSA rejects the car’s self-certification, the end-2027 figure is nearer 4,900; if Tesla opens cities as fast as it can build cars, about 134,000.
Texas counts every car
Vehicles on the Texas DMV’s automated-vehicle roster. Daily snapshots from October 9; earlier points are press reports of the same roster. A listing means a car is authorized to carry riders, not that it is.
Data
| Date | Cybercab | Model Y | Waymo | Source |
|---|---|---|---|---|
| August 31, 2026 | 45 | — | — | Press report |
| September 3, 2026 | 45 | 375 | — | Press report |
| September 8, 2026 | 49 | — | — | Press report |
| September 22, 2026 | 69 | — | — | Press report |
| September 26, 2026 | 126 | 420 | — | Press report |
| October 2, 2026 | 158 | 420 | — | Press report |
| October 7, 2026 | 169 | 420 | — | Press report |
| October 9, 2026 | 319 | 420 | 1,185 | Daily snapshot |
| October 15, 2026 | 349 | 420 | 1,185 | Daily snapshot |
| October 17, 2026 | 349 | 454 | 1,185 | Daily snapshot |
| October 18, 2026 | 349 | 454 | 1,207 | Daily snapshot |
| October 22, 2026 | 351 | 507 | 1,207 | Daily snapshot |
| October 24, 2026 | 420 | 507 | 1,207 | Daily snapshot |
| October 25, 2026 | 463 | 507 | 1,207 | Daily snapshot |
| October 27, 2026 | 544 | 507 | 1,207 | Daily snapshot |
| October 28, 2026 | 573 | 507 | 1,259 | Daily snapshot |
| October 31, 2026 | 573 | 631 | 1,259 | Daily snapshot |
| November 1, 2026 | 573 | 671 | 1,259 | Daily snapshot |
It arrives in batches
Since May 28, Texas has required every company running driverless commercial vehicles to hold an authorization from its DMV, and the authorization lists each car. That makes Texas the one state where Cybercabs can be counted. The first seven appeared on August 31, then 45 the same day, three days before Tesla’s launch event in Austin. The count reached 126 by September 26, jumped by 150 on October 9 and by 81 on October 27, and has stood at 573 since October 28. Across the whole record it has doubled every 14 days; over the last 30, every 16. On October 27 Cybercabs passed Model Ys on the roster for the first time, and by November 1 Tesla listed 1,244 vehicles in Texas to Waymo’s 1,259.
A listing is not a ride. A crowd-sourced tracker had spotted 229 different Cybercabs on the road by late October. Tesla said on October 10 that more than 300 were serving Austin, and on its October 21 call that the Austin Cybercab fleet had grown tenfold in its first month.
Tesla is building faster than it deploys
The highest Cybercab VIN serial seen on each date, against Cybercabs on the Texas roster and the number spotted on the road. Serials run in sequence but can be skipped or reserved, so they are a ceiling on cars built. The dashed extension assumes August and September’s pace held.
The factory isn’t the constraint
Tesla assigned VIN number 1 at the start of production on April 24. Serial 2,172 was photographed on August 9, and serial 3,358 joined the Texas roster on September 18, when the roster held fewer than 70 Cybercabs. If the serials are close to sequential, Tesla was building about 30 a day in August and September; at that pace it would have built about 4,700 by November 1, eight times what Texas lists. Tesla’s Lars Moravy said in October that the line, rated at more than 125,000 cars a year, doesn’t run every day because it is outpacing deployments. About 200 Cybercabs were parked at Tesla’s Houston robotaxi lot in early October, and residents near Miami’s airport had watched another lot fill for about two months. What limits the fleet is where Tesla may operate and how fast it opens cities.
Extrapolating Texas gives nonsense either way
Cybercabs on the Texas roster, two simple extensions of it from November 1, and our three scenarios for the whole US at each month-end. Log scale.
Cities, not curves
If the roster kept doubling every two weeks, Texas alone would hold about 12,000 Cybercabs at the end of 2026, 100,000 by mid-February and a million by the end of March 2027, eight times what the line is rated to build in a year. If it kept October’s pace of about 415 a month, the country would have about 6,400 at the end of 2027. Neither is how a robotaxi fleet grows. It grows when a city opens: the Texas roster gained more than 500 Cybercabs in the two months after Austin opened. So we model the fleet as a rollout of cities, each with a date it opens, a pace at which it fills and a number of cars it can use.
Where the law already allows a car with no driver
State rules for driverless commercial service, as surveyed in July 2026, with where Tesla and Waymo carry riders today. Hover or tap a state for details.
Data
| Rule | States |
|---|---|
| Allowed in statute | AL, AZ, CA, CO, FL, GA, IA, KS, LA, MI, MS, NC, ND, NE, NV, OK, PA, SD, TN, TX, UT, WV |
| Pilots, testing or limits only | AR, CT, IL, KY, MA, ME, MT, NH, NM, OH, OR, VA, VT, WA |
| No AV statute | AK, DE, HI, ID, IN, MD, MN, MO, NJ, RI, SC, WI, WY |
| Human in the car required | DC, NY |
Twenty-two states, most of the Sun Belt
Twenty-one states allow driverless commercial service in statute, and Colorado allows it if the system can follow traffic laws, which is how Waymo runs in Denver. Texas requires the DMV authorization above; Florida requires no state permit; Arizona runs on self-certification, and Tesla already holds its statewide ride-hail permit. Nevada’s Transportation Authority approved Tesla for up to 5,000 cars in Las Vegas on August 20, with 120 days from the permit’s issue to start service. Georgia, Tennessee, North Carolina, Louisiana, Michigan, Oklahoma and Utah allow it too, and Pennsylvania does once PennDOT reviews a company’s self-certification. California allows it but requires DMV driverless and CPUC deployment permits; Tesla holds neither and runs its Bay Area service with safety drivers. New York and Washington, DC still require a human in the car.
The federal question is bigger. The Cybercab has no steering wheel or pedals, and Tesla certified it as meeting every federal safety standard instead of asking NHTSA for an exemption. NHTSA opened an audit of that certification hours after public rides began on September 4, and on September 10 ordered Tesla to justify it, starting with FMVSS 135’s rule that service brakes be applied by a foot control. Tesla asked for until November 20; NHTSA gave it until October 30. If NHTSA disagrees, the fallback is an exemption like the one Zoox received in July, which caps a pedal-less fleet at 2,500 cars a year. NHTSA proposed changes to FMVSS 135 in June, but a proposal doesn’t change the standard, and Congress has bills that would raise the exemption cap to 90,000 a year; none is law.
Copying Waymo’s map
Metro areas where Waymo carries riders or says it is going next, plus Tesla’s named cities, grouped by what the state allows. The dot is when the base case opens Cybercab rides; the bar runs from the bull case’s date to the bear case’s.
Data
| Metro area | Population | Waymo | Tesla today | Bear | Base | Bull | Base fleet, Dec 2027 |
|---|---|---|---|---|---|---|---|
| Austin, TX | 2.5M | Uber app | Cybercab since Sep 4 | Sep 2026 | Sep 2026 | Sep 2026 | 1,280 |
| Dallas–Fort Worth, TX | 8.3M | Public | Driverless since Apr; Cybercab in Nov | Dec 2026 | Nov 2026 | Nov 2026 | 4,170 |
| Houston, TX | 7.8M | Public | Driverless since Apr; ~200 Cybercabs staged | Feb 2027 | Dec 2026 | Nov 2026 | 3,900 |
| Miami, FL | 6.5M | Public | Driverless since Jul; Cybercab lot by MIA | Mar 2027 | Jan 2027 | Dec 2026 | 3,230 |
| Orlando, FL | 2.9M | Public | Driverless since Jul | Nov 2027 | Apr 2027 | Feb 2027 | 1,470 |
| Tampa, FL | 3.4M | Public | Driverless since Jul | Dec 2027 | Apr 2027 | Feb 2027 | 1,710 |
| Las Vegas, NV | 2.4M | Invite | Permit for up to 5,000 cars | Mar 2027 | Jan 2027 | Dec 2026 | 1,200 |
| Phoenix, AZ | 5.2M | Public | Coming soon | Sep 2027 | Mar 2027 | Jan 2027 | 2,600 |
| San Antonio, TX | 2.8M | Public | Coming soon | Oct 2027 | Mar 2027 | Jan 2027 | 1,380 |
| Jacksonville, FL | 1.8M | — | Coming soon | Feb 2028 | May 2027 | Mar 2027 | 880 |
| Atlanta, GA | 6.4M | Uber app | — | Jul 2028 | Jun 2027 | Mar 2027 | 3,210 |
| Nashville, TN | 2.1M | Public | — | Jul 2029 | Jul 2027 | Apr 2027 | 1,080 |
| Denver, CO | 3.0M | Invite | — | Jan 2029 | Aug 2027 | Apr 2027 | 1,530 |
| Charlotte, NC | 2.9M | Testing | — | Mar 2029 | Sep 2027 | May 2027 | 1,250 |
| Detroit, MI | 4.4M | Up next | — | Nov 2028 | Mar 2028 | Jun 2027 | — |
| New Orleans, LA | 1.0M | Up next | — | Sep 2029 | Oct 2027 | Jun 2027 | 490 |
| Philadelphia, PA | 6.3M | Up next | — | Sep 2028 | May 2028 | Jul 2027 | — |
| Pittsburgh, PA | 2.4M | Up next | — | May 2029 | Apr 2028 | Jul 2027 | — |
| Los Angeles, CA | 12.9M | Public | — | Jan 2031 | Jan 2029 | Oct 2027 | — |
| SF Bay Area, CA | 6.7M | Public | Safety-driver service | Apr 2031 | Mar 2029 | Nov 2027 | — |
| San Diego, CA | 3.3M | Public | — | Oct 2031 | Jul 2029 | Jan 2028 | — |
| Sacramento, CA | 2.5M | Up next | — | Jan 2032 | Sep 2029 | Feb 2028 | — |
| New York, NY | 19.9M | Up next | — | Jan 2032 | Jan 2030 | Jan 2029 | — |
| Chicago, IL | 9.4M | Testing | — | Apr 2032 | Mar 2030 | Feb 2029 | — |
| Washington, DC | 6.4M | Up next | — | Jul 2032 | May 2030 | Mar 2029 | — |
| Boston, MA | 5.0M | Up next | — | Oct 2032 | Jul 2030 | Apr 2029 | — |
| Seattle, WA | 4.2M | Up next | — | Jan 2033 | Sep 2030 | May 2029 | — |
Most of Waymo’s map is open to Tesla
Waymo carries riders in 15 US metro areas. Twelve are in states that already allow driverless service without permits Tesla lacks; the other three are in California. Tesla runs driverless rides in six of the twelve (Austin, Dallas, Houston, Miami, Orlando and Tampa) and has named three more (Las Vegas, Phoenix and San Antonio), plus Jacksonville, which Waymo doesn’t serve. That leaves Atlanta, Nashville and Denver. Waymo’s list of next cities adds five more in friendly states (Charlotte, Detroit, New Orleans, Philadelphia and Pittsburgh), Sacramento, and nine that need a state law or permit change first, led by New York, Chicago and Washington.
The base case copies the friendly part of that map. Cybercab rides open in Dallas in November, Houston in December, Miami and Las Vegas in January, the rest of Tesla’s named cities by May, then Atlanta, Nashville, Denver, Charlotte and New Orleans from June to October 2027. That puts about 59 million people in Cybercab metros by the end of 2027, against 2.6 million today. Detroit, Pittsburgh and Philadelphia wait for spring 2028. The bull case runs the same list faster, adds 20 smaller friendly-state metros from mid-2027 and California from October 2027. The bear case gets through Tesla’s named cities only by early 2028.
The forecast, month by month
Cybercabs in robotaxi service in the US at each month-end: cars listed in a fleet, as Texas counts them. October is the Texas roster. Horizontal lines mark 10,000, 50,000 and 100,000.
| Month-end | Bear | Base | Bull | Weighted | Base metros |
|---|---|---|---|---|---|
| Oct 2026 (actual) | 573 | 573 | 573 | 573 | 1 |
| Nov 2026 | 765 | 1,100 | 1,820 | 1,200 | 2 |
| Dec 2026 | 991 | 2,010 | 4,450 | 2,360 | 3 |
| Jan 2027 | 1,490 | 3,390 | 8,480 | 4,190 | 5 |
| Feb 2027 | 2,250 | 5,160 | 13,900 | 6,610 | 5 |
| Mar 2027 | 3,650 | 7,330 | 20,600 | 9,730 | 7 |
| Apr 2027 | 3,650 | 10,200 | 29,000 | 13,300 | 9 |
| May 2027 | 3,650 | 13,500 | 38,600 | 17,300 | 10 |
| Jun 2027 | 3,650 | 16,800 | 49,000 | 21,600 | 11 |
| Jul 2027 | 3,850 | 19,800 | 63,000 | 26,600 | 12 |
| Aug 2027 | 4,060 | 22,200 | 78,000 | 31,600 | 13 |
| Sep 2027 | 4,270 | 23,900 | 92,300 | 36,100 | 14 |
| Oct 2027 | 4,480 | 25,900 | 106,000 | 40,600 | 15 |
| Nov 2027 | 4,690 | 27,800 | 120,100 | 45,100 | 15 |
| Dec 2027 | 4,900 | 29,400 | 134,100 | 49,400 | 15 |
Weighted: 25% bear, 50% base, 25% bull.
Q4 2026 and 2027
The fourth quarter. Tesla said Cybercab rides start in Dallas in November and in “some other cities” before the year ends. The base case opens Dallas in November and Houston in December, where about 200 Cybercabs were already parked in October, and reaches about 2,000 on December 31, up from 573: about 700 a month, against about 415 in October. The bull case also opens Houston in November and Miami and Las Vegas in December, for about 4,500. The bear case adds only Dallas, for about 1,000.
2027. In the base case each city adds Cybercabs at about Austin’s pace, 275 a month for a metro of Austin’s size (scaled by the square root of population), until it reaches 0.4 Cybercabs per 1,000 residents, a ceiling that rises to 0.5 by December 2027. The fleet passes Waymo’s whole current fleet of about 4,000 in February 2027 and 10,000 in April 2027, and ends 2027 at about 29,000 in 15 metro areas. On the October call Musk said robotaxis start to matter to Tesla’s results in the second quarter of 2027 and become a big deal by the third or fourth; Tesla’s Ashok Elluswamy said the limits would shift from technology to regulation around the first half.
The range. The bull case has Cybercabs in 35 metros by December 2027 at up to 1.5 per 1,000 residents, and is held back by the factory in the second half, ending at about 134,000. The bear case assumes NHTSA rejects the self-certification: no new Cybercabs from April to June 2027 while Tesla files for an exemption, then 2,500 a year until the foot-control rule changes in mid-2028. It ends 2027 at about 4,900. Weighting the bear and bull cases at a quarter each and the base at half gives about 49,000, pulled up by the bull case.
Texas falls to about a third
Cybercabs in service by state group at each month-end.
Data (base case)
| Month-end | Texas | Florida | Arizona & Nevada | Other friendly states | Total |
|---|---|---|---|---|---|
| Oct 2026 | 573 | 0 | 0 | 0 | 573 |
| Nov 2026 | 1,100 | 0 | 0 | 0 | 1,100 |
| Dec 2026 | 2,010 | 0 | 0 | 0 | 2,010 |
| Jan 2027 | 3,030 | 223 | 136 | 0 | 3,390 |
| Feb 2027 | 4,070 | 679 | 414 | 0 | 5,160 |
| Mar 2027 | 5,280 | 1,140 | 906 | 0 | 7,330 |
| Apr 2027 | 6,670 | 1,950 | 1,620 | 0 | 10,200 |
| May 2027 | 8,090 | 3,240 | 2,130 | 0 | 13,500 |
| Jun 2027 | 9,340 | 4,680 | 2,590 | 245 | 16,800 |
| Jul 2027 | 9,830 | 6,010 | 3,060 | 890 | 19,800 |
| Aug 2027 | 10,000 | 6,800 | 3,540 | 1,870 | 22,200 |
| Sep 2027 | 10,200 | 6,930 | 3,610 | 3,220 | 23,900 |
| Oct 2027 | 10,400 | 7,050 | 3,670 | 4,860 | 25,900 |
| Nov 2027 | 10,500 | 7,170 | 3,730 | 6,350 | 27,800 |
| Dec 2027 | 10,700 | 7,290 | 3,800 | 7,540 | 29,400 |
Texas holds every Cybercab today. In the base case it is still the largest group at the end of 2027, with about 37% of the fleet, ahead of the other friendly states (26%), Florida (25%) and Arizona and Nevada (13%). Its share falls because the second wave of cities is outside it. In the bull case California adds about 7,200 by December 2027, three months after its first city opens.
When the fleet passes 10,000, 50,000, 100,000 and a million
First month-end with at least this many Cybercabs in US robotaxi service.
| Fleet | Bear | Base | Bull |
|---|---|---|---|
| 10,000 | Jul 2028 | Apr 2027 | Feb 2027 |
| 50,000 | May 2029 | Jul 2028 | Jul 2027 |
| 100,000 | Oct 2030 | Jun 2029 | Oct 2027 |
| 1,000,000 | after 2034 | Dec 2033 | Jun 2030 |
A million is a 2030s number
The base case passes 10,000 in April 2027, between the bull case’s February 2027 and the bear case’s July 2028. 50,000 and 100,000 need cities beyond Waymo’s current map: the base case gets there in July 2028 and June 2029, the bull case in July 2027 and October 2027, when the factory is the limit. A million needs about five Cybercabs per 1,000 residents across most of the country’s big metros, ten times our 2027 density. The base case gets there in December 2033 and the bull case in June 2030; the bear case doesn’t by 2034. Beyond 2027 these are scenarios, not forecasts: they rest on how far prices fall and how many states change their rules.
What a million would have to do
Rides a day at 15 per car (Waymo’s cars average about 21–28 in its busiest cities; Tesla’s run lower), against Waymo’s current pace and all US Uber and Lyft trips in 2025. Log scale.
Data
| Rides a day | Value |
|---|---|
| Waymo today | 71,000 |
| 10,000 Cybercabs | 150,000 |
| 50,000 Cybercabs | 750,000 |
| 100,000 Cybercabs | 1,500,000 |
| All US Uber + Lyft, 2025 | 6,860,000 |
| 1,000,000 Cybercabs | 15,000,000 |
Demand is the ceiling
At 15 rides a car a day, 29,000 Cybercabs would give about 440,000 rides a day, six times Waymo’s current pace. 100,000 would give 1.5 million, about a fifth of all US Uber and Lyft trips in 2025. A million would give 15 million, 2.2 times what Uber and Lyft carry in the whole country. Tesla can build that many cars. The open questions are whether rides get cheap enough to replace driving, city by city, and whether regulators let Tesla follow the riders.
What to watch
NHTSA’s answer. Tesla’s sworn answers were due October 30. A closed audit removes most of the bear case; a Part 555 exemption petition in the Federal Register would confirm it.
Dallas in November. The base case needs the Texas roster to add about 700 a month through December; October added about 415.
Las Vegas by mid-to-late December, when the 120-day clock on Tesla’s Nevada permit runs out; it counts from the permit’s issue, after the August 20 approval. Tesla can start with Model Ys; Cybercabs there would show that a second state is open to them.
Tesla’s fourth-quarter letter, due in late January, the first chance for an official fleet count, and whether Phoenix, San Antonio and Jacksonville move from “coming soon” to live.
What this is anchored on
Roster counts, permits and statements are as reported; build estimates, launch dates and fleet paths are ours.
| Item | Data point | Source |
|---|---|---|
| Texas roster | Every vehicle listed under Tesla Robotaxi LLC’s and Waymo LLC’s automated-motor-vehicle authorizations | Texas DMV (TxDMV) |
| Texas roster | Daily snapshots of the roster, October 9–November 1 (via fsddb.com) | Texas Robotaxi Fleet Tracker (open source) |
| Texas roster | November 1: 1,244 Tesla vehicles, including 40 entered as “Modey Y” with Model Y VINs | tx-robotaxi-tracker, Nov 1 |
| Texas roster | First Cybercabs listed August 31: seven, then 45 the same day | Drive Tesla, Aug 31 |
| Texas roster | 45 Cybercabs in a Texas robotaxi fleet of about 420 when rides began | Wikipedia, Tesla Robotaxi |
| Texas roster | 49 Cybercabs on September 8 | Tesla North, Sep 9 |
| Texas roster | 420 Model Ys and 126 Cybercabs on September 26 | Tesla Oracle, Sep 26 |
| Texas roster | 158 Cybercabs on October 2 | Basenor, Oct 2 update |
| Texas roster | 69 Cybercabs on September 23; 169 before a record 150 were added on October 9 | EVWire, Oct 9 |
| Texas roster | 544 Cybercabs and 507 Model Ys on October 27; Cybercabs pass Model Ys | Drive Tesla, Oct 27 |
| Texas law | TxDMV authorization required for commercial driverless operation from May 28, 2026 (SB 2807) | Robotaxi Atlas |
| Use | 229 Cybercabs spotted on the road against 573 listed, late October | Pioneerlands Cybercab Counter (RobotaxiTracker data) |
| Builds | Start of production and VIN #1 on April 24; VIN #2172 photographed August 9 | Basenor |
| Builds | VIN #3358 added to the Texas roster, September 18 | Ming (@tslaming) on X |
| Builds | Line outpacing deployments, doesn’t run every day; 25 final-assembly stations; 10-second cycle target | Tesla North, on Munro Live, Oct 26 |
| Builds | About 190–200 Cybercabs at Tesla’s Houston robotaxi lot; a Cybercab lot near Miami’s airport | Not a Tesla App, Oct 6 |
| Tesla | Austin Cybercab fleet up 10× since launch; “we do 6 cities now”; customer Cybercabs by end-2026; customer cars in the fleet around Q2 2027; limits turn “regulatory perhaps in Q1, Q2”; a “big deal by Q3 or Q4 of next year”; 125,000+ a year is the rate the line can run today | Tesla Q3 2026 earnings call, Oct 21 (transcript) |
| Tesla | Call recap: Cybercab rides in Dallas next month; staging lots across the US | Not a Tesla App, Oct 22 |
| Tesla | Call recap: Cybercab in Dallas next month and in “some other cities” before the end of 2026 | Tesla North, Oct 21 |
| Tesla | Las Vegas, Phoenix, San Antonio and Jacksonville listed as coming soon; driverless miles by city | Tesla North, Oct 21 |
| Tesla | Driverless service: Austin; Dallas and Houston from April 18; Miami from July 3; Orlando and Tampa from July 21 | Wikipedia, Tesla Robotaxi |
| Nevada | Transportation Authority approves Tesla’s, Waymo’s and Aviari’s applications at its August 20 meeting | Nevada Dept. of Business & Industry, Aug 21 |
| Nevada | Up to 5,000 cars for Tesla and 1,000 for Waymo in Clark County; service must start within 120 days | Nevada Globe |
| Arizona | Tesla’s statewide ride-hail (TNC) permit, November 2025; self-certification regime | inkl (InsideEVs) |
| States | State-by-state rules for driverless operation, July 2026 (built on NCSL’s database) | Elevation Proving Grounds |
| States | Tesla said 300+ Cybercabs were serving Austin (Oct 10); Tesla holds only a California testing permit with a driver; Arizona first-responder plan; Zoox exemption of up to 2,500 cars a year (July 30) | The Charge Port robotaxi tracker, Oct 25 |
| NHTSA | Audit query AQ26002 into the Cybercab’s self-certification, opened September 4 | Karmactive |
| NHTSA | Special Order of September 10 citing FMVSS 135’s foot-control rule; a June 26 proposal to change FMVSS 135; Part 555 cap of 2,500 a year; a House committee vote to lift the cap to 90,000 | The Fog Signal |
| NHTSA | Tesla asked for until November 20; NHTSA set October 30 | Yahoo Finance, Oct 30 |
| Congress | SELF DRIVE Act draft would raise the exemption cap to 90,000 a year, then 100,000 | Not a Tesla App, Jan 15 |
| Waymo | About 4,000 cars (September); more than 500,000 paid rides a week; 15 US metro areas; its list of next cities | The Charge Port, Oct 25 |
| Waymo | City-by-city status and launch dates | Driverless Rider, Oct 21 |
| Waymo | Fleet of 2,500 in November 2025 and 3,800 in May 2026 | The Driverless Digest |
| Rides | About 2.50 billion US Uber and Lyft trips in 2025 (estimate); Waymo’s cars at about 21–28 rides a day | Wolfe Research |
| Population | Metro-area populations, July 2024 Census Bureau estimates | City Population |
Method
Texas record. TxDMV’s roster lists every vehicle under each operator’s automated-motor-vehicle authorization. Daily snapshots of Tesla Robotaxi LLC and Waymo LLC from October 9 to November 1 come from fsddb.com’s copy of the roster, collected by the open-source Texas Robotaxi Fleet Tracker; earlier points are press reports of the same roster. On November 1 the roster also listed 40 vehicles entered as “Modey Y”, all with Model Y VINs; we count them as Model Ys. The doubling time is a least-squares fit of the log count on the day, across the daily record from August 31 to November 1 with gaps carried forward.
Builds. VIN serials are the last digits of Cybercab VINs seen in photos or on the roster. Serials can be skipped or reserved, so they are a ceiling on cars built. The November figure extends the pace between August 9 and September 18, about 30 a day.
Fleet. Each metro area opens on a scenario date. From then it adds R₀ × √(population ÷ Austin’s) Cybercabs a month (half that in its first month) until it reaches population × D, where D is Cybercabs per 1,000 residents. R₀ is 275 in the base case, about Austin’s pace in its first two months; 450 in the bull case and 250 in the bear. D starts at 0.4 (bull 0.8, bear 0.3), reaches 0.5 (1.5, 0.45) by December 2027 and rises in a straight line between year-ends after that, to 0.8, 1.25, 1.9, 2.8, 3.9 and 5.1 by 2033 in the base case. R₀ rises in proportion to D. At 15 rides a car a day, 0.5 per 1,000 residents is about 0.0075 rides per resident a day, a little over a third of what Americans take on Uber and Lyft per person today. National additions are capped by production: 10,400 a month, the line’s rating, through 2027 in the base and bear cases, then 20,000 in 2028, 35,000 in 2029, 50,000 in 2030 and 80,000 after; in the bull case 15,000 from mid-2027, 30,000 in 2028, 60,000 in 2029 and 100,000 after. The bear case adds a federal limit: no additions from April to June 2027, then 2,500 a year to June 2028. When a limit binds, every city’s additions are scaled down in proportion.
Cities. Launch dates are ours. The base case follows Tesla’s guidance for Dallas and the order of its named cities, then Waymo’s markets and next cities in states that allow driverless service; 20 more friendly-state metros open one a month from January 2028, California’s five metros every other month from 2029 and states that must change their rules from 2030. In service means listed in a robotaxi fleet, as Texas counts; on any day fewer carry riders. Metro populations are Census Bureau estimates for July 2024, rounded. The weighted path puts 25% on the bear case, 50% on the base and 25% on the bull.
Rides. 2025 US Uber and Lyft trips are Wolfe Research’s estimate, about 2.50 billion, or 6.9 million a day for a population of about 340 million. Waymo’s pace is its last reported figure, more than 500,000 paid rides a week.