Perly Consulting │ Beck Eco

The State of Play

A living index of AI adoption across industries — where established practice meets the bleeding edge
UPDATED DAILY

The AI landscape doesn't move in one direction — it lurches. Some techniques leap from experiment to table stakes in a single quarter; others stall against regulatory walls, technical ceilings, or organisational inertia that no amount of hype can dislodge. Knowing which is which is the hard part. The State of Play cuts through the noise with a rigorously maintained index of AI techniques across every major business domain — classified by maturity, evidenced by real-world adoption, and updated daily so you always know where you stand relative to the field. Stop guessing. Start knowing.

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AI Maturity by Domain

Each dot marks the weighted maturity of practices within a domain — hover for a brief summary, click for more detail

DOMAIN
BLEEDING EDGEESTABLISHED

Autonomous trucking — highway hub-to-hub

LEADING EDGE

TRAJECTORY

Advancing

Self-driving trucks operating autonomously on highways between logistics hubs with human drivers for first/last mile. Includes platooning and transfer hub operations; distinct from last-mile delivery which navigates local roads to final destinations. Scope covers ML-perception-based autonomous driving and AI-enabled platooning; conventional cruise control and non-ML driver-assist systems are out of scope.

OVERVIEW

Autonomous trucking on highways between logistics hubs has transitioned from proof-of-concept to sustained commercial scale: by February 2026, Aurora has validated a 1,000-mile driverless lane (Fort Worth-Phoenix) and expanded operations to 10 routes across the Sun Belt with 250,000+ cumulative driverless miles and zero safety incidents; production roadmaps target >200 trucks by end-2026 and $14-16M projected 2026 revenue. Unlike urban autonomous vehicles, hub-to-hub trucking operates in relatively controlled environments with fewer variables — defined routes, limited complexity, and strong economic incentives (driver cost reduction, fuel efficiency, increased utilization). Technical readiness remains demonstrable: sustained autonomy performance across multi-route network, production-ready hardware (Volvo VNL, Aurora Driver, next-gen systems in Q2 2026 pipeline), and Goldman Sachs cost decline from $6.15/mile (2025) to $1.89/mile (2030). Regulatory environment has shifted toward enablement: federal Self Drive Act of 2026 (HR 7390) creates national framework for revenue-generating autonomous testing and federal preemption over state labor laws, though state-level labor mandates remain in effect (California AB 2286/3061). OEM-led commercialization path (Volvo-Aurora, Waymo-logistics, Kodiak/Traton) has consolidated as the dominant adoption model. However, structural barriers persist: FMCSA safety triangle requirements force human standby during breakdowns, state labor mandates retain enforcement, Teamsters union opposition remains organized, and public acceptance barriers documented (61% AAA survey fear). Geopolitical concerns (TuSimple CFIUS security violations) continue to constrain sector credibility. Mainstream adoption timelines remain 5–10+ years despite accelerated technical progress, constrained by regulatory fragmentation, entrenched labor opposition at federal/state level, and sustained public skepticism.

CURRENT LANDSCAPE

By May 2026, hub-to-hub autonomous trucking has entered sustained commercial operations across multiple independent carriers and OEMs, with confirmed manufacturing scale-up timelines, yet structural barriers show no erosion. Multi-vendor deployment momentum confirmed: Aurora maintains 10 Sun Belt routes with 250,000+ driverless miles and zero safety incidents, now expanding beyond internal operations to major independent carriers (McLane Company — Berkshire Hathaway subsidiary — transitioned 3-year, 280k-mile pilot to live driverless Dallas-Houston commercial with Sun Belt expansion planned by end-2026); Kodiak AI deployed 28 customer-owned driverless trucks (40% QoQ growth) accumulating 23,500+ paid driverless hours and 15,600+ loads in Q1 2026, with Roehl Transport running Dallas-Houston at 4 roundtrips/week with end-to-end autonomous operation (VERA safety score 98/100 from independent evaluation); Bot Auto completed first fully driverless commercial haul (230-mile Houston-Dallas, real freight, real customer, sub-$2/mile). OEM manufacturing timelines solidify: Volvo Autonomous Solutions launched Dallas-Oklahoma City route (200 miles, 5 days/week) with 2027 manufacturing start target for hundreds of units from New River Valley plant; International Motors and Ryder deployed factory-integrated Level 4 trucks on 600-mile I-35 corridor (92% autonomous coverage). Hirschbach Motor Lines committed (MOU) to deploy 500 Aurora Driver trucks starting 2027 — largest public autonomous fleet order to date. Regulatory enablement accelerates: California DMV removed driverless heavy-duty truck prohibition (effective April 28, 2026), establishing three-tier permitting with 500k-mile testing per phase, opening major freight markets (ports, distribution hubs) with clear regulatory framework. Federal Self Drive Act of 2026 enables revenue-generating autonomous testing and federal preemption over state labor laws. Structural barriers remain fixed: FMCSA safety-triangle compliance forces human standby during breakdowns; state labor mandates (California AB 2286/AB 3061) remain in effect with no movement toward easing; Owner-Operator Independent Drivers Association actively opposes regulatory exemptions citing voluntary safety reporting gaps and incomplete federal standards (86% American concern); public roadside opposition from trucking labor remains organized and funded. Operational scope constrained: Current autonomous deployments limited to non-hazardous cargo; progression to liquid cargo and hazmat requires regulatory and technical validation absent from current deployments. Financial stress signals: Kodiak AI raised $100M PIPE at steep discount ($6.50 vs $9.10 market price), indicating investor caution about burn rate and profitability timeline despite operational growth. Mainstream adoption timelines remain 5–10+ years despite confirmed technical readiness, multi-vendor commercial operations at scale, and federal policy enablement, constrained by entrenched labor opposition, state regulatory fragmentation, and unresolved liability frameworks.

TIER HISTORY

ResearchJan-2019 → Jan-2019
Bleeding EdgeJan-2019 → Feb-2026
Leading EdgeFeb-2026 → present

EVIDENCE (111)

— Roehl Transport (major U.S. carrier) deployed Kodiak Driver trucks on Dallas-Houston route with 4 roundtrips/week, end-to-end autonomous operation with safety fallback, VERA score 98/100 from independent evaluation; validates independent carrier adoption and driverless-capable technology.

— Q1 2026: 28 customer-owned driverless trucks (40% QoQ growth), 23.5k paid driverless hours (120% QoQ growth), 15,600+ cumulative loads delivered; confirms hub-to-hub moved from pilot to measurable commercial operations at scale.

— McLane Company (Berkshire Hathaway subsidiary, 25k employees) transitions 3-year pilot to driverless commercial on Dallas-Houston route with Sun Belt expansion planned; 280k pilot miles, 1,400 loads at 100% on-time performance validates major logistics operator confidence.

— Volvo-Aurora launched 200-mile Dallas-OKC route (5 days/week supervised autonomy), expanding toward end-to-end logistics integration; Volvo plans hundreds of units from New River Valley plant starting 2027, signals OEM manufacturing scale-up timeline.

— Bot Auto completed first fully driverless commercial haul: 230-mile Houston-Dallas I-45 run with real freight/real customer (Ryan Transportation), sub-$2/mile cost, demonstrating complete automation end-to-end on actual logistics routes.

— California DMV removes driverless heavy-duty truck prohibition, establishes three-tier permitting with 500k-mile testing requirement per phase; opens major freight market (ports, distribution hubs) to autonomous trucking deployment with clear regulatory framework.

— Hirschbach Motor Lines (major refrigerated carrier) MOU to deploy 500 Aurora Driver trucks starting 2027, largest public autonomous fleet commitment; supports up to 500M driverless miles, validates customer confidence in near-term scaling and economics.

— Aurora deploys driverless semitrucks on Fort Worth-to-El Paso corridor with dedicated autonomous infrastructure (Mobility Way, Distribution Drive, Intermodal Parkway); zero crashes in past six months, single development-stage incident at 7 mph with construction barrier.

HISTORY

  • 2019: TuSimple leads early deployments with 40-truck fleet target and completed USPS pilot (Phoenix-Dallas route). Waymo announces full autonomous truck development. Daimler shifts strategy from platooning toward autonomous vehicles. Regulatory fragmentation and industry concerns about viability emerge as key constraints.
  • 2020: TuSimple launches Autonomous Freight Network with major logistics partners (UPS, Penske, U.S. Xpress, McLane) targeting phased coast-to-coast rollout 2020-2024. Traton Group (Scania, MAN) partners with TuSimple to launch Sweden hub-to-hub route. Industry consensus solidifies that OEMs (Paccar, Scania, Daimler/Waymo) rather than startups will lead commercialization. Startup viability questioned as TuSimple's revenues fall short of projections and safety incidents surface. Paccar, Plus.ai, and others demonstrate Level 4 hub-to-hub systems. Market fundamentals remain strong: $78B annual driver wage costs, structural shortage forecasts.
  • 2021: TuSimple achieves first fully driverless Class 8 truck run (80-mile Tucson-Phoenix, December). Multiple vendors expand deployment scale: Waymo Via and Aurora Innovation conduct trials with J.B. Hunt, UPS, and FedEx; TuSimple/UPS partnership reaches 160,000+ autonomous miles with 13% fuel savings; Aurora demonstrates 500-mile Dallas-Houston regular operations with PACCAR and Volvo prototype. OEM ecosystem matures (Volvo, PACCAR, Scania developing L4 systems). However, adoption barriers harden: truck drivers' associations petition regulators citing safety/job concerns; industry analysis projects 4-10+ years to widespread automation; startup financial pressure evident (TuSimple Q3 revenue $1.8M despite 6,875 reservations); record investment ($5.6B H1 2021) masks execution gap.
  • 2022-H1: Aurora-FedEx commercial pilot expands: 60,000 miles completed (Dallas-Houston daily, Fort Worth-El Paso weekly 600 miles) with zero safety incidents and 100% on-time deliveries. Werner Enterprises partners with Aurora to deploy on driver-shortage routes (Fort Worth-El Paso). Waymo Via announces major partnerships with Uber Freight (billions of miles reserved) and C.H. Robinson (200k shipper/carrier network). Regulatory progress: testing expands to 28+ states (FMCSA automated truck proposal targeted for late 2022); concurrent liability and job displacement concerns documented. Deployment evidence solidifies but regulatory/social barriers remain unresolved.
  • 2022-H2: Aurora-Uber Freight partnership expands to 600-mile Fort Worth-El Paso route with named customer Veritiv Corp., scaling toward 100 loads/week for end-of-2024 commercial launch. Volvo Autonomous Solutions launches second major partnership with Uber Freight (following DHL May 2022 pilot), signaling OEM ecosystem consolidation. TuSimple's safety incidents surface: investigative reporting reveals April 2022 crash due to system-level command timing errors and allegations of internal safety culture problems, with ongoing NHTSA/FMCSA investigations. Uber Freight's whitepaper validates economic model: 25B-mile addressable market, $1-2/mile feasibility threshold, 52% shipper receptivity. Regulatory timelines slip: FMCSA automated truck proposal delayed beyond late 2022 targets; liability and job displacement concerns harden.
  • 2023-H1: Aurora expands commercial-ready operations with South Dallas terminal (April 2023) deploying 50 loads/week for FedEx, Schneider, Uber Freight, scaling to 100/week by year-end. Volvo opens Fort Worth office and begins manual-driver operations on Dallas-Houston and Dallas-El Paso routes (June 2023), signaling OEM ecosystem expansion. TuSimple faces financial crisis: 30% workforce layoffs (May 2023) amid Nasdaq delisting risk and regulatory investigations. Adoption barriers intensify: Transport Workers Union opposes Waymo/Aurora FMCSA exemption request (April 2023); California AB 316 passes with bipartisan support requiring human operators in heavy autonomous vehicles (June 2023); public sentiment remains skeptical (AAA: 70% fear of fully autonomous vehicles). Economic model gains academic validation (peer-reviewed platooning optimization research), but regulatory fragmentation and labor opposition harden timelines.
  • 2023-H2: Aurora achieves sustained deployment at Houston terminal with 75 loads/week and 20,000 miles/week for FedEx/Schneider/Uber Freight (November 2023), demonstrating pilot-scale operational viability. Volvo Autonomous Solutions accelerates commercialization with DHL and Uber Freight partnerships in Dallas Fort-Worth region (September 2023). Industry assessment identifies adoption roadblocks: technology differences from cars, regulatory hurdles, partnership requirements, and slow market readiness. However, TuSimple abandons U.S. market with 75% workforce reduction (December 2023), signaling startup consolidation and market contraction despite positive Aurora deployment signals. By year-end, hub-to-hub autonomous trucking remains bleeding-edge with OEM-led commercialization path, 4-10 year adoption timeline, and unresolved regulatory/labor barriers.
  • 2024-Q1: Aurora scaling to 100+ loads/week with 99% autonomy performance metrics and 820,000+ cumulative commercial miles (Q4 2023 shareholder letter, February 2024). Volvo-Aurora partnership advances closed-track testing of production-ready Volvo VNL with commercial pilots planned for 2024. Continental finalizes hardware architecture and confirms Start of Production 2027, signaling tier-one supplier ecosystem confidence. TuSimple completely exits U.S. market (January 2024) with allegations of trade secret theft, confirming startup market consolidation. Industry snapshot shows Aurora and Kodiak targeting driverless launch end-2024, with remaining competitors (Waymo Via, Kodiak, Stack, Plus, Torc) pursuing OEM-integrated or partnership models. Regulatory and labor barriers persist; commercial driverless deployment timeline remains 4-10 years from widespread adoption baseline.
  • 2024-Q2: Volvo Autonomous Solutions unveils production-ready VNL autonomous truck at ACT Expo (May 2024), purpose-built for hub-to-hub and powered by Aurora technology. Aurora-Kodiak driverless readiness advances: 95%+ autonomy measure completion, strong safety metrics (3M+ test miles, 6 incidents, zero injuries). Multi-year Uber Freight-Aurora partnership announced (June 2024) for $18B freight network integration via TaaS/DaaS model with 20-truck launch by end-2024. Peer-reviewed research validates platooning economics but highlights social acceptance barriers (driver job security, public trust gaps). Legal/regulatory landscape solidifies: FMCSA timeline uncertain, Teamsters union advocacy for federal standards, Volvo-Aurora-Continental OEM ecosystem consolidation accelerates toward commercial deployment. Labor and regulatory adoption barriers remain critical constraints despite accelerated technical/commercial timelines.
  • 2024-Q3: Aurora confirms driverless launch plan with Partner Success Program and customer evaluation pilots before Q4 2024, announces Fort Worth-Phoenix route expansion with 7,000+ loads delivered across 2M commercial miles to date. California legislature passes AB 2286 and AB 3061 with bipartisan support (31-3, 30-7), mandating human operators in autonomous vehicles over 10,000 lbs and mandatory reporting of collisions/harassment, signaling hardening regulatory resistance. TuSimple continues market exit trajectory, pivoting away from autonomous trucking toward AI animation amid shareholder rebellion and trade secret litigation. Regulatory/labor opposition intensifies while OEM-led deployment remains on track for late 2024 driverless operations.
  • 2024-Q4: Volvo Autonomous Solutions and DHL launched first commercial hub-to-hub operations (December 4, 2024) on Dallas-Houston and Fort Worth-El Paso routes with production-ready Volvo VNL trucks powered by Aurora Driver, validating OEM ecosystem commercialization. Aurora delayed driverless launch to April 2025 while improving autonomy from 80% to 90% with 160 weekly loads and 2.2M+ miles. Plus and Traton Group released Level 4 SuperDrive software (Beta 5.0) with Texas hub-to-hub trials planned. TuSimple completely pivoted from autonomous trucking, rebranding as CreateAI, completing market consolidation toward OEM-led models. Adoption barriers hardened: California labor mandates, Teamsters opposition, FMCSA timelines uncertain, signaling 5–10+ year mainstream adoption despite technical readiness.
  • 2025-Q1: Aurora-Continental-NVIDIA announced ecosystem partnership for scalable driverless deployment targeting 2027 mass production and April 2025 commercial launch. Aurora's validation work achieved 1-in-10 intervention rate on Dallas-Houston route with remote supervision (1 operator per 10 trucks), demonstrating operational scalability. Regulatory and labor opposition intensified: FMCSA denied Aurora's warning triangle exemption (lawsuit pending), Maryland Teamsters advanced HB 439 requiring human operators in heavy AVs, and third-party analysis highlighted limited Operational Design Domain (Dallas-Houston only, not validated for heavy snow) exposing deployment constraints. Aurora Safety Report (March 2025) completed regulatory preparations for imminent launch.
  • 2025-Q2: Aurora launched driverless commercial operations in April 2025, achieving 20,000+ miles by June with 100% on-time performance; validated night operations and adverse weather capability; expanded production partnership with Volvo targeting 2027 mass production. Regulatory and labor barriers hardened: FMCSA safety triangle compliance requirement forced human standby during breakdowns; Teamsters authorized strike at Albertsons (97% vote) with 2M CDL jobs at stake; TuSimple security violations ($6M CFIUS fine) damaged sector credibility. Public skepticism persists (61% AAA survey fear), but technical proof-of-concept sustained on Dallas-Houston corridor signals technology readiness despite structural adoption delays.
  • 2025-Q4: Aurora surpassed 100,000 driverless miles (Oct-Nov 2025) with zero safety incidents, expanded operations to Fort Worth-El Paso second route, and announced Phoenix corridor connection by early 2026. Waabi-Volvo integration milestone (Oct 2025) demonstrated vendor ecosystem diversification. Aurora-Continental-NVIDIA partnership (Jan 2025) confirmed mass production timeline for 2027. Economic case validated: Goldman Sachs cost projections $6.15/mile (2025) declining to $1.89/mile (2030). TuSimple class action litigation documented April 2022 safety failures, serving as counterbalance to positive deployment momentum. Regulatory/labor opposition remained entrenched with no policy movement toward easing driverless mandates. OEM-led commercialization path solidified as sole viable route to scale, while 5–10+ year adoption timeline appeared increasingly structurally constrained.
  • 2026-Jan: NACFE review confirmed Aurora's 2025 milestones (100,000+ driverless miles, dual corridors operational, night operations validated) as sector-leading proof-of-concept. Aurora's 2026 roadmap targets 500-600 truck fleet and 120M driverless miles with 50% hardware cost reduction via second-generation systems. Volvo advanced pragmatic OEM strategy layering ADAS on defined corridors with manufacturing partners validating 2027 mass production start. DOT 2026 freight corridor regulations officially codified autonomous highway lanes with designated infrastructure monitoring and human-AI hand-off protocols at transfer hubs. Financial runway remained strong ($1.6B liquidity funding operations through mid-2027) but mainstream adoption timelines continue slipping 5-10+ years due to regulatory fragmentation and entrenched labor opposition.
  • 2026-Feb: Aurora tripled driverless network to 10 Sun Belt routes, validated 1,000-mile Fort Worth-Phoenix driverless lane, accumulated 250k driverless miles with zero safety incidents, and planned >200 trucks by end-2026 with next-gen hardware in Q2. Federal Self Drive Act of 2026 (HR 7390) enables revenue-generating autonomous testing with federal preemption over state labor laws; market valued $39.5B (2025) projected $65.7B (2030). Regulatory barriers persist: FMCSA safety triangle requirements and state labor mandates (California, Maryland) remain in effect; Teamsters opposition organized; public skepticism maintained (61% AAA fear). OEM ecosystem consolidation continues (Volvo-Aurora, Waymo, Kodiak-Traton) with manufacturing targeting 2027 mass production. Mainstream adoption timelines remain 5–10+ years despite accelerated technical progress.
  • 2026-Apr: OEM-led commercialization advanced with International Motors and Ryder deploying a factory-integrated Level 4 truck on the 600-mile I-35 corridor (Laredo–Temple) achieving 100% on-time delivery and 92% autonomous coverage, validating live-freight hub-to-hub operations without dedicated transfer hubs; Aurora expanded to Fort Worth's dedicated autonomous freight streets (Mobility Way, Distribution Drive) with 109+ driverless trucks and 250K+ driverless miles with zero safety incidents, while Volvo confirmed production-line integration of Aurora/Waabi software at New River Valley and Bernstein quantified 28% total cost savings across the sector. Regulatory opposition intensified alongside technical progress: OOIDA formally opposed Aurora's FMCSA exemption filing citing voluntary safety reporting gaps and 86% public concern, and safety experts documented that current deployments remain limited to non-hazardous cargo, with liquid and hazmat progression requiring additional regulatory and technical validation.
  • 2026-May: Multi-carrier commercial scale accelerated: Aurora transitioned McLane Company (Berkshire Hathaway) from a 3-year, 280k-mile pilot to live driverless Dallas-Houston commercial service; Kodiak AI posted Q1 2026 results of 28 customer-owned driverless trucks (40% QoQ growth) with 23,500+ paid driverless hours and 15,600+ loads, and deployed with Roehl Transport at 4 roundtrips/week; Bot Auto completed the first fully driverless commercial haul (230-mile Houston-Dallas, sub-$2/mile); and Volvo-Aurora launched the Dallas-Oklahoma City route with 2027 manufacturing targets for hundreds of units. California DMV removed its driverless heavy-duty truck prohibition effective April 28, establishing three-tier permitting and opening the state's major freight markets; Hirschbach Motor Lines signed an MOU for 500 Aurora Driver trucks starting 2027, the largest public autonomous fleet commitment to date.