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Flywheel AI vs Pronto

Two retrofit approaches to running existing heavy equipment with nobody in the cab, on different machines, so this is only partly like-for-like. Flywheel AI retrofits excavators for remote operation and says it uses the operating data to train autonomy; Pronto retrofits haul trucks with a drive-by-wire kit for off-road autonomous haulage on mines, quarries and other rugged sites. Desk research from vendor sites read Nov 1, 2026; no winner.

DESK RESEARCH FROM VENDOR SITES. Compiled from vendors' public websites (accessed Nov 1, 2026). Vendor claims are not verified by Means & Methods Lab. No scores or rankings.

In short: Flywheel AI (Remote operation for existing excavators; no public prices (quote / sales)) vs Pronto (Autonomous haulage; no public prices (quote / sales)). Facts last checked Nov 1, 2026. No winner declared; desk research from vendor sites.

Side by side

Flywheel AI vs Pronto: vendor-published facts side by side
Sheet rowFlywheel AIPronto
CategoryRemote operation for existing excavatorsAutonomous haulage
AI role (our label)AI-firstAI-first
What it doesConverts existing excavators for remote operation. The company site is a single short page: remotely operate excavators, remotely control multiple machines or sites, increased safety and predictable costs, and monitoring of operator performance, with a contact form and demo booking; it gives no list of supported machines and no technical details. Its YC profile says the retrofit lets contractors run machines remotely for safety and productivity and that the robotics data collected is used to train autonomous policies. The YC launch post adds that the retrofit is machine-agnostic for hydraulic equipment, installs in a few hours and does not block manual operation; that its low-latency teleoperation platform can turn machines on and off remotely, lets a supervisor take over at any time and runs from a laptop and joysticks; and that it uses operating data to train models for tasks such as dig and dump, trenching and grading so one operator could manage more machines (stated as the goal, not a shipped feature). Y Combinator batch: Summer 2025; founded 2023, team of 2, San Francisco (YC company profile).Off-road autonomous haulage system (AHS) for mines, quarries and other rugged industrial sites. Vendor says its software learns a haul route after an operator drives it manually once, and operators then dispatch trucks to saved routes from a smartphone app that replaces an AHS control room (access control, fleet location and performance, per-truck fuel, payload and utilization). It describes a camera- and GNSS-based hardware stack (instead of radar and lidar), machine-learning object detection with redundant neural networks meant to reduce false positives, programmable site rules of the road, all-stop buttons in manually operated equipment, over-the-air updates, a retrofit drive-by-wire kit, and ADAS, collision-avoidance or L4 autonomy depending on site maturity; it says the system is OEM, vehicle and application agnostic, and a subsidiary, Pollen Mobile, builds private LTE networks for mine sites (vendor claims). Company news (newsroom statements): Pronto acquired SafeAI (July 15, 2025; safeai.ai now redirects to pronto.ai); Atoms, the physical AI company founded by Travis Kalanick, completed its acquisition of Pronto on April 6, 2026, and Pronto now anchors Atoms Mining; other items include Komatsu Smart Quarry Autonomous, powered by Pronto (Aug 7, 2025), AHS Editions, a tiered autonomous haulage portfolio (Feb 5, 2026), an expansion to two more Heidelberg Materials sites (April 30, 2026) and a strategic partnership with Hitachi Construction Machinery (July 15, 2026). Tonnage and fleet figures are vendor claims and are not used.
Who it's forContractors that run excavators (per its YC profile and site).Mine, quarry, and other off-road site operators running haul trucks.
Pricing (as publicly stated)No public prices: the site offers only a contact form and demo booking. Confirm with Flywheel AI.Not publicly listed. The vendor site has no pricing or plans link, and /pricing and /plans return a not-found page. The site routes to Get in touch, a brochure request and sales@pronto.ai. Confirm pricing with the vendor.
User reviewsNo reviews yet. Read or writeNo reviews yet. Read or write
Vendor links
Sources

Facts last checked: Nov 1, 2026. Prices change; check the vendor page before relying on them.

Where the vendor descriptions differ

  • Not like-for-like: Flywheel AI's pages are about excavators on construction sites; Pronto's are about haul trucks and support vehicles on mine, quarry and other off-road industrial sites.
  • The retrofit (vendor statements): Flywheel's YC launch post says its kit is machine-agnostic for hydraulic equipment, installs in a few hours and does not block manual operation. Pronto describes a retrofit drive-by-wire kit and says its system is OEM, vehicle and application agnostic, including class 8 haulers and support vehicles.
  • Who is in control (vendor statements): Flywheel is remote operation today. Its launch post describes low-latency teleoperation that can turn machines on and off remotely and let a supervisor take over at any time, run from a laptop and joysticks, and its homepage pitches remote control of multiple machines or sites and operator performance monitoring. Pronto says its software learns a haul route after an operator drives it once by hand, operators then dispatch trucks to saved routes from a smartphone app instead of an AHS control room, and it offers driver assistance, collision avoidance or L4 autonomy depending on site maturity.
  • Where AI sits (vendor statements): Flywheel says it trains models on teleoperation data for tasks such as dig and dump, trenching and grading so one operator could manage more machines; on the pages we read that is stated as a goal, not a shipped feature. Pronto describes computer vision and GNSS sensing on a camera-based hardware stack instead of radar and lidar. Both are tagged AI-first.
  • Company (company statements): Flywheel's YC profile lists the Summer 2025 batch, founded 2023, a team of 2 and San Francisco. Pronto's newsroom says Atoms has completed its acquisition of Pronto, which now anchors Atoms Mining.
  • Pricing (checked Nov 1, 2026): neither publishes prices. Flywheel's site offers a contact form and demo booking; Pronto's /pricing returns a not-found page and the site routes to Get in touch and a brochure download.
  • Not used here: the labor-shortage, fatality and downtime statistics in Flywheel's launch post, and Pronto's tonnage, fleet and fuel figures (vendor material). Facts for both come from vendor websites (desk research).

Paraphrased from the sources listed above. Vendor claims are reported as claims.

What users say

The facts above come from vendor websites. Whether either tool is any good for your work is something only people who use them can say. These are member reviews, all ratings shown, never edited or removed for being negative.

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Questions to ask in your review

  • Which excavator or truck makes and models each retrofit has been installed on
  • What network, survey data and site rules each needs before machines run without an operator in the cab
  • How each is priced (per machine, per month, per site or service)
  • What did you use it for, on what kind of work and project size?
  • How long did setup and training take, and who on your team did it?
  • What does it cost you in practice, compared with what the sales call said?

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