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 — last-mile delivery

BLEEDING EDGE

TRAJECTORY

Stalled

Self-driving delivery trucks navigating local roads for final delivery to customers and businesses. Includes neighbourhood navigation and delivery interaction; distinct from hub-to-hub which uses simpler highway environments. Scope covers ML-perception-based autonomous navigation and AI-driven delivery planning; manually driven or remote-controlled delivery vehicles without ML are out of scope.

OVERVIEW

Autonomous last-mile delivery has proven it can work in controlled settings — and proven, decisively, that controlled settings are where it remains scaled. Starship reached 10 million deliveries by May 2026 with 3,000+ robots across 8 countries, 22 million autonomous kilometers, and a global Uber Eats partnership spanning 7 countries, demonstrating unambiguous production-scale maturity in managed geographies. Serve Robotics scaled from 2 LA neighborhoods to 40 by 2026 with 500+ robots and 3,500+ restaurant integrations, validating repeatable economics with 65% cost reductions in newer hardware generations. Yet no operator has replicated this success in open urban environments, and the barriers preventing escape remain structural. Most autonomous trucking programs (Aurora, Kodiak) do not include autonomous last-mile delivery at all—they hand off to human drivers at distribution yards, revealing that last-mile autonomy lags hub-to-hub maturity by a full development cycle. Regulatory fragmentation, recurring safety incidents (Avride investigation found 16 crashes Dec 2025–Mar 2026; Glendale drafting moratoriums), unresolved liability frameworks, infrastructure gaps, and documented public resistance (city bans in Chicago, San Francisco, Toronto; municipal adoption friction) have prevented urban escape. The core tension defining this bleeding-edge practice is not whether the technology functions but whether profitable deployment can exist outside bounded managed zones. Curb management, enforcement asymmetry, and data gaps present unresolved scaling infrastructure. Chinese vendors (MINIEYE, QCRAFT, Robovan) demonstrate rapid domestic commercialization in 18+ cities, but Western markets remain confined to campus and grocery models. Technical autonomy has outpaced the regulatory, infrastructural, and social conditions required for broader adoption.

CURRENT LANDSCAPE

Starship remains the sector's clearest success story, reaching 10 million cumulative deliveries by May 2026 with 3,000+ robots across 8 countries (UK, Germany, Switzerland, Sweden, Finland, Estonia, Czech Republic, USA), 22 million kilometers of Level 4 autonomous driving, and 200 million completed road crossings. Fleet expansion is planned from 2,700 to 12,000 robots by 2027, with operations across 100+ service areas in 20 countries. The Uber Eats global partnership (April 2026) spans 7 countries with expansion to EU markets; international grocery partnerships include Bolt in Tallinn, Estonia. Its managed-zone model — predictable routes, captive user populations, ecosystem integration — has extended to arctic operations in Lapland, validating technical reliability across all-weather conditions. That model works with measurable profitability in defined geographies.

Serve Robotics has scaled aggressively from 2 LA neighborhoods (2023) to 40 neighborhoods (May 2026) with 500+ operating robots, demonstrating production deployment at city scale. Gen-3 hardware features onboard Nvidia chips (5x processing power) enabling broader obstacle recognition; 65% cost reduction versus prior generations signals manufacturing maturity. The company has achieved 3,500+ restaurant integrations across Uber Eats and DoorDash and is expanding to 20 US cities (Los Angeles, Miami, Dallas, Atlanta, Chicago, and six others in development). Fleet expansion targets 2,000 robots company-wide, with $200M+ liquidity supporting 10X revenue growth targets for 2026 and a projected unit cost of $1 per delivery. However, geographic expansion is encountering hardening regulatory friction: Glendale drafted a moratorium on further Serve expansion citing delivery worker displacement and sidewalk accessibility concerns; Chicago imposed an expansion ban; Toronto and Vancouver are moving cautiously with structured pilot frameworks.

The broader deployment landscape shows divergence by geography. North American operators (Starship, Serve, Avride, Coco) remain concentrated in managed zones (campuses, defined urban neighborhoods, curated retail). Chinese vendors (MINIEYE Bamboo T5 Pro, QCRAFT Robovan, Carl Dynamics) are commercializing more rapidly, with MINIEYE operating in 18+ cities and Robovan priced under $20k with ~1000kg payload—suggesting faster domestication velocity outside Western regulatory constraints. A critical structural finding: most autonomous trucking deployments (Aurora, Kodiak) do NOT include autonomous last-mile delivery; they hand off to human drivers at distribution-yard edges, revealing that last-mile autonomy lags hub-to-hub maturity by a development cycle.

Regulatory and operational barriers remain unresolved. Avride, a sidewalk robot operator expanding to robotaxi services, is under NHTSA investigation for 16 crashes between December 2025 and March 2026, documenting system failures in lane changes and obstacle response—directly relevant to last-mile safety validation gaps. Municipal governments are activating curb-management policies: curb data specification and enforcement frameworks remain fragmented across jurisdictions with data asymmetries between vendors (Waymo, Zoox, Tesla, Nuro, Uber, Motional). Route optimization software is emerging as higher-ROI than autonomous vehicles for operators managing last-mile economics, with DHL and Tesco achieving 8–20% cost reductions via software-only routing versus complex hardware-autonomous deployments. South Korea has enacted regulatory sandbox exemptions allowing raw video training data for autonomous robots (May 2026), signaling institutional governance maturity. However, fundamental barriers persist: regulators remain geographically divided (Pennsylvania permissive, San Francisco commercial ban, EU type-approval frameworks still evolving), safety verification gaps remain unresolved, and public acceptance barriers (pedestrian collisions, accessibility violations, employment displacement concerns) continue to prevent open urban market penetration. Until infrastructure alignment, liability frameworks, and safety incident rates decline substantially, deployment will remain confined to the managed zones where operators have already achieved profitability.

TIER HISTORY

ResearchJan-2022 → Jan-2022
Bleeding EdgeJan-2022 → present

EVIDENCE (98)

— Chinese vendors (MINIEYE, QCRAFT, Robovan) demonstrate rapid commercialization: MINIEYE Bamboo operating in 18 cities, QC01 autonomous loading/unloading, Robovan <$20k price, ~1000kg payload; signals faster deployment pace outside Western markets.

— Infrastructure analysis documents enforcement gaps, curb management barriers, data asymmetry across vendors (Waymo, Zoox, Tesla, Nuro, Uber, Motional), and state preemption limiting municipal control over autonomous vehicle fleets.

— South Korea's Ministry of Science and ICT approved regulatory sandbox exemption allowing raw video for AI training in autonomous delivery robots, citing precision and safety improvements; signals institutional governance maturity.

— Glendale drafted municipal moratorium on 500-robot Serve fleet; residents reported positive experiences but city cites delivery worker displacement and sidewalk accessibility concerns; regulatory adaptation response to deployment scaling.

— Serve Robotics scaled from 2 LA neighborhoods (2023) to 40 neighborhoods (2026) with 500+ robots; Gen-3 onboard Nvidia compute enables broader obstacle recognition; 3,500+ restaurant integrations; expansion to 20 US cities ongoing.

— BCG documents multi-modal autonomous last-mile (ground robots and drones) scaling across Philadelphia, Chicago, San Jose; Walmart drone expansion to 150+ stores in Los Angeles, Miami, St. Louis, Cincinnati.

— Cal Poly Pomona launched Starship autonomous delivery April 2026 across 2-mile campus radius with 4 dining venues and direct Bronco One Card payment integration; Fall 2026 becomes campus primary mobile food ordering system.

— Starship reached 10M deliveries with 3,000+ robots across 8 countries, 22M km autonomous miles, 200M road crossings at Level 4, validating transition from pilot to production-scale commercial deployment.

HISTORY

  • 2022-H1: Small autonomous delivery robots (Starship, Nuro) achieved operational scale in pilot markets. Starship reported 2.5M cumulative deliveries and 10K daily deliveries across 30+ US college campuses and UK grocery partnerships. Nuro launched third-generation vehicle with manufacturing partnership and multi-state pilot permits. Academic research identified safety (collision injury risk), infrastructure gaps (insufficient cyber-physical systems support), and regulatory fragmentation as primary barriers to broader deployment. User acceptance positive in controlled environments (95%+ satisfaction on campuses) but dependent on solving safety and weather resilience challenges.

  • 2022-H2: Market bifurcation accelerated: Starship expanded UK operations (Milton Keynes sustainability metrics, new Leeds partnership), confirming viability in managed geographies; simultaneously, Nuro retreated from Phoenix and conducted major layoffs (20% workforce), while FedEx and Amazon exited delivery robot programs entirely. Infrastructure barriers—sidewalk quality, signal timing, weather—emerged as significant as autonomy in multi-city pilots. Regulatory landscape remained fragmented across jurisdictions.

  • 2023-H1: Deployment maturity confirmed in controlled zones; systemic scaling barriers solidified. Starship's George Mason four-year case study showed 335K+ deliveries with stable fleet (60 robots, 17K+ users); global milestone of 10M km and 4M+ deliveries demonstrated operational reliability. Nuro's second major retrenchment (30% workforce reduction, commercial operations paused, R3 production delayed) signaled failure to achieve commercial-scale ROI. Peer-reviewed research quantified infrastructure and social barriers: only basic sidewalk scenarios met performance thresholds; complex urban environments failed roboreadiness assessments. Trust and regulatory fragmentation (23+ US states with conflicting rules) emerged as critical non-technical barriers, with documented pilot failures (Pittsburgh, Detroit) showing infrastructure mismatches limiting adoption more than autonomous capability.

  • 2023-H2: Market contraction and consolidation around profitable controlled zones. Starship expanded to 50 US college campuses (1.1M students, 2000+ robots) and claimed profitability in select locations; year-end metrics showed 9M deliveries, 12M miles, 270+ global locations. International pilot growth (DPD UK Cartken: 2500+ deliveries, planned 10-city expansion) indicated sustained viability in managed environments. However, sector funding collapsed (88% decline since 2019) and Nuro's continued retrenchment signaled challenges in achieving commercial scale despite L4-capable technology. Pedestrian-robot collision risks and narrow regulatory acceptance remained unresolved. No entry into uncontrolled open-market urban deployment; market consolidation favored established campus/grocery models over new geographic expansion.

  • 2024-Q1: Starship continued campus-focused growth model with $90M Series B funding (total $230M raised) and new deployments (USC). Nuro re-engaged with technology partnerships (Foretellix V&V, Arm, NVIDIA DRIVE Thor) and R3 vehicle announcements; however, regulatory headwinds intensified with San Francisco proposing bans on sidewalk robots. Market remained bifurcated between stable campus/managed-zone operations and persistent barriers to open urban deployment.

  • 2024-Q2: Starship expanded campus deployments across tier-1 universities (SMU, UCLA, Utah) with multi-vendor partnerships and novel use cases (advertising, fundraising campaigns). Published metrics showed 6M+ deliveries, 13M+ km, 80+ global locations, and L4 autonomy with 320,000kg UK carbon reduction. Peer-reviewed research on user post-adoption confirmed high acceptance in controlled environments. International pilots expanded (Dubai Aramex trial targeting 1000+ deliveries in Q2). Regulatory resistance remained; sector bifurcation between stable managed-zone operations and blocked urban market entry persisted.

  • 2024-Q3: Regulatory and legal barriers crystallized as primary scaling obstacles. Peer-reviewed research identified liability frameworks and space-sharing constraints for autonomous delivery robots on public sidewalks. SAE technical standards advanced with EU safety assurance architectures validated. However, competitive pressures intensified: Nuro's R3 production paused due to tariff barriers despite continued technology partnerships, and the broader sector faced headwinds as Amazon and FedEx exited programs. Regulatory patchwork across 20+ US states persisted with Las Vegas allowing off-campus expansion while Knoxville imposed full bans, highlighting fragmented adoption pathway.

  • 2024-Q4: Starship's campus deployment model showed sustained momentum with service launches at University of Minnesota (October) and continuing fleet expansion across US campuses. Survey data from 7,063 students across 20+ campuses demonstrated continued strong user acceptance (98% positive sentiment, 64% avoiding skipped meals). However, a December delivery robot crash in Incheon, South Korea—requiring remote intervention to resolve—exposed real-world safety and liability complexities in complex urban traffic scenarios. Market sizing data indicated US autonomous last-mile market valued at $22.6M in 2025, growing at 13.6% CAGR, signaling modest but accelerating commercial interest. South Korea enacted regulatory framework enabling autonomous delivery in logistics (January 2024 amendments). Nuro continued strategic partnerships (Foretellix, NVIDIA, Arm) and expanded L4 operations to three US cities by year-end, though no return to commercial-scale deployments materialized. The fundamental market structure remained bifurcated: profitable managed-zone operations versus continued barriers to open urban deployment.

  • 2025-Q1: Starship expanded campus deployments to 55+ US universities (Towson in March 2025) with 91.5% student recommendation rate in survey of 1,632 students across 35 campuses—a significant increase from 61% public discomfort baseline in 2018, signaling deepening social acceptance in target markets. International grocery partnerships advanced with Starship-Bolt service launch in Tallinn, Estonia (180,000 residents via Bolt Food app), demonstrating replication of managed-zone model into continental European markets. Nuro pivoted from direct manufacturing to technology licensing, partnering with carmakers and retailers (Domino's, Kroger, Uber Eats), while R3 vehicle development faced tariff-related delays. The sector remained entrenched in its established bifurcation: Starship's profitable campus-and-grocery niche versus systemic barriers (regulatory fragmentation, infrastructure gaps, safety concerns) preventing open urban market penetration. No evidence of successful expansion beyond managed operational zones or resolution of fundamental scaling obstacles.

  • 2025-Q2: Starship secured $90M Series C funding (June 2025) validating continued profitability and enabling global expansion with wireless charging rollout; sector consolidated around technology licensing with FedEx discontinuing proprietary Roxo sidewalk robot and pivoting to Nuro partnerships. Nuro re-engaged with L4 driverless deployments across Palo Alto, Mountain View, and Houston. However, regulatory barriers hardened: San Francisco enacted ordinance banning commercial sidewalk robots while permitting limited R&D, exemplifying municipal resistance. Market analysis revised upward—$5.75B market in 2025 growing to $49.57B by 2032 at 36% CAGR—yet growth concentrated in managed deployments. Bifurcation persisted between Starship's replicable campus/grocery model and systemic barriers (regulatory fragmentation, liability unresolved, infrastructure gaps) blocking open urban market penetration.

  • 2025-Q3: Nuro's strategic pivot accelerated with Lucid-Uber robotaxi partnership (July 2025) deploying 20,000 vehicles by 2026, signaling complete pivot away from last-mile delivery hardware. Starship maintained campus-focused model across 55+ US universities while expanding European footprint (Tallinn grocery service). Regulatory environment remained fragmented: Pennsylvania's August 2025 legalization established permissive state framework (550lb weight, 12mph sidewalk speed), yet San Francisco's ban persisted. Safety incident in West Hollywood (September 2025) exposed operational performance gaps when Serve Robotics robot failed to predict pedestrian intentions, colliding with a person with cerebral palsy, highlighting accessibility risks and real-world verification challenges. Market projections diverged significantly (Roots Analysis: $228.74B by 2035 at 23% CAGR vs. Fairfield Research: $5.3B by 2033), reflecting analyst uncertainty about deployment velocity. Monash University research across six Asian cities documented regulatory gaps and insufficient municipal preparedness. Market bifurcation unchanged: Starship's managed-zone model remained stable and profitable; open urban market penetration blocked by regulatory fragmentation, liability frameworks, infrastructure barriers, and unresolved public-safety verification challenges.

  • 2025-Q4: Starship secured additional $50M funding (October 2025) targeting fleet expansion from 2,700 to 12,000 robots by 2027, with continued campus deployment replication and global expansion. Multi-vendor commercial deployments accelerated: Serve Robotics scaled to 100+ operating robots in Los Angeles, Coco Robotics deployed 1,000+ units with 500K+ deliveries, Nuro maintained retail partnerships (Domino's, Kroger, Uber Eats). However, growth remained exclusively within bounded operational zones (college campuses, curated retail, defined geographies). Critical negative signals emerged: Chicago petition (November 2025) with 800+ resident signatures documented safety incidents (pedestrian injury requiring stitches), accessibility failures (robots blocking wheelchair users), and public opposition to commercial robots; industry SWOT analysis highlighted Nuro's unproven unit economics despite $2.1B+ funding and acknowledged operations limited to small geofenced areas with high fixed costs. Safety and liability challenges persisted unresolved: crash testing data confirmed 50% serious chest injury risk to children, NHTSA data showed 605 autonomous vehicle crashes in 12 months with 18%+ pedestrian injury rates. Market bifurcation crystallized with absolute clarity: Starship's replicable campus/grocery model remained profitable and stable in managed environments; parallel expansion of commercial sidewalk robots (Serve, Coco) operated under permissive municipal frameworks but faced hardening regulatory resistance (San Francisco ban, municipal bans in Toronto/Ottawa). By year-end 2025, autonomous capability alone continued proving insufficient to overcome regulatory fragmentation, unresolved liability frameworks, infrastructure gaps, public-safety verification gaps, and social acceptance barriers required for open urban market scaling.

  • 2026-Jan: Starship's technical capability validation accelerated with expansion to arctic conditions (Lapland operations) proving reliability in extreme weather; fleet scaling from 2,700 to 12,000 robots by 2027 confirmed by $280M+ cumulative funding. Nuro validated L4 autonomy through 1.7 million driverless miles with zero at-fault incidents, demonstrating core technical maturity; however, strategic reorientation toward robotaxi licensing (Lucid-Uber partnership) signaled complete abandonment of dedicated last-mile hardware as commercially unviable at scale. Market analysis diverged sharply: Global Market Insights projected $1.6B in 2026 and $11.5B by 2035 (24.5% CAGR), while Fairfield Research estimated only $5.3B by 2033—analyst disagreement reflecting uncertainty on sustainable deployment velocity. Safety vulnerabilities persisted: January 15, 2026 incident in Miami where Coco Robotics vehicle was crushed by train exposed rail-crossing navigation gaps and operational brittleness in uncontrolled environments. Regulatory fragmentation crystallized: Pennsylvania legalization (550lb weight, 12mph speed limit) contrasted with San Francisco commercial ban and emerging municipal bans. Market bifurcation remained unchanged: Starship's managed-zone model continued profitably scaling within defined operational boundaries; multi-vendor commercial expansion (Serve 100+ robots LA, Coco 1,000+ units) faced hardening public resistance and regulatory headwinds. Autonomous capability alone proved insufficient to overcome systemic barriers (regulatory fragmentation, unresolved liability, infrastructure gaps, safety incidents, public opposition) required for open urban market penetration.

  • 2026-Feb: February 2026 market analysis revealed persistent bifurcation: market research projects autonomous last-mile reaching USD 7.63B in 2026 (15.27% CAGR to USD 18.16B by 2032) with solid-state LiDAR and AI-chip advancements enabling safer autonomy. However, operationally, Nuro's autonomous delivery robot performance deteriorated sharply with only 646 miles per disengagement in 2025 testing (down from 2,044 in 2024), averaging 244 disengagements annually versus Waymo's 174 disengagements across 19,234 miles—demonstrating significant reliability and safety validation gaps despite technical claims. Parallel commercial deployments in Los Angeles (Coco Robotics, Serve expansion) generated February 2026 public safety incidents including property damage (gardens, parked cars), collision with emergency vehicles and wheelchairs, and sidewalk obstruction, exemplifying real-world deployment hazards. EU regulatory maturity advanced with Level 4 autonomous driving type-approval frameworks (Commission Implementing Regulation 2022/1426) enabling limited-scale deployments in defined operational zones. Sector structure remained unchanged: Starship's managed-zone profitability validated within bounded geographies; parallel commercial expansion in open urban environments faced mounting safety incidents, reliability setbacks, and municipal regulatory resistance. Technical autonomy advancement proved decoupled from commercial scaling capability in uncontrolled urban environments.

  • 2026-Apr: Market projections revised upward with multiple analysts sizing autonomous last-mile delivery at USD 1.52B (2025) growing to USD 8.76–10.14B by 2034–2035 at 22–23% CAGR; Starship reached 9M+ deliveries across 100+ service areas in 20 countries and launched a global Uber Eats partnership spanning 7 countries, while Barclays field research confirmed Serve at 1.8M+ deliveries with 2,000+ robots across 20 US cities and 180% YoY financing growth targeting $1/order cost. Market structure remains unchanged: managed-zone operators sustain profitability while open urban expansion faces hardening municipal resistance — with city bans documented in Chicago, Toronto, and San Francisco — and industry analysis confirmed that most autonomous trucking programs (Aurora, Kodiak) hand off to human drivers at drop yards, revealing last-mile autonomy lags hub-to-hub maturity by a development cycle.

  • 2026-May: Production-scale maturity validated: Starship reached 10M cumulative deliveries (April 27, 2026) with 3,000+ robots across 8 countries, 22M autonomous kilometers, and 200M road crossings; fleet scaling from 2,700 to 12,000 by 2027 confirmed. Serve Robotics scaled from 2 LA neighborhoods to 40 by May 2026 with 500+ robots, achieving 65% Gen-3 cost reduction and 3,500+ restaurant integrations; expansion to 20 US cities ongoing with regulatory friction (Glendale moratorium, Chicago ban, Vancouver/Toronto pilots). Avride sidewalk robot company under NHTSA investigation for 16 crashes (Dec 2025–Mar 2026) revealing safety validation gaps in lane changes and obstacle response; concurrent discovery that route optimization software currently outperforms autonomous vehicle deployment on ROI for most operators. International commercialization patterns diverged: Chinese vendors (MINIEYE 18+ cities, QCRAFT, Robovan <$20k) showing faster scaling outside Western constraints; Western markets remain confined to managed-zone models. Regulatory maturity signaled by South Korea sandbox exemption for raw-video AI training (May 6, 2026) and BCG multi-modal roadmap positioning autonomous vans in Wave 3 (10+ years). Fundamental barriers persist unresolved: curb management fragmentation, safety verification gaps, municipal resistance hardening, employment displacement concerns, liability frameworks incomplete. Market bifurcation crystallized: Starship and Serve sustain profitability in managed zones; open urban market penetration remains blocked by structural barriers requiring multi-year resolution.