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

Urban air mobility & air traffic management

BLEEDING EDGE

TRAJECTORY

Stalled

AI systems for eVTOL/air taxi operations and autonomous management of urban and general air traffic. Includes AI flight planning and autonomous separation management; distinct from drone operations which handle smaller unmanned aircraft.

OVERVIEW

Urban air mobility encompasses AI-driven systems for operating eVTOL aircraft and managing autonomous air traffic in urban airspace. The practice spans AI flight planning, autonomous separation management, and the regulatory infrastructure needed to certify novel aircraft for passenger and cargo service. Despite six years of development since the FAA's initial UAM Concept of Operations in 2020, the field remains experimental. A handful of manufacturers -- Joby, Archer, EHang -- have reached advanced certification stages, but no scaled commercial passenger service operates anywhere outside limited Chinese deployments. The gap between prototype demonstration and routine urban air transport is still wide, defined less by aircraft technology than by battery limitations, certification complexity, infrastructure readiness, and unresolved public acceptance questions.

CURRENT LANDSCAPE

Urban air mobility is accelerating toward its first commercial services with hard infrastructure and regulatory progress. Joby Aviation is flight testing its first FAA-conforming eVTOL (N547JX) with Type Inspection Authorization phase beginning in early 2026, while Archer Aviation secured FAA Part 135 certification and aims for 2026 operational launch in NYC and South Florida. Dubai completed the world's first purpose-built commercial air taxi vertiport (3,100 m², 170k annual passenger capacity) in April 2026, signaling infrastructure readiness. The FAA officially launched the eVTOL Integration Pilot Program (eIPP) on April 26, 2026, authorizing Joby, Archer, and Beta Technologies to conduct real-world operational testing in 26 states. The UK Civil Aviation Authority published its eVTOL Delivery Model (CAP 3169) in April 2026, targeting commercial passenger operations by end-2028 with harmonized certification standards across US, UK, Canada, and Australia.

Yet fundamental constraints remain unresolved. Battery technology is the single most constraining factor: patent analysis identifies anode plating, thermal runaway, and cycle-life degradation as critical gaps preventing cost-effective scale. Operational envelopes are narrow (10-15 minute missions in fair weather only), and vertiport availability is limited to ~40 cities globally. Public acceptance lags: a TU Delft study of 1,613 respondents showed 60% willingness to fly manned eVTOL but just 30% for autonomous operations. Market projections are bullish ($5.6B in 2025 growing to $78.9B by 2035 at 30.3% CAGR), but commercial viability remains contingent on battery maturation, maintenance economics, and demand validation beyond pilot programs.

TIER HISTORY

ResearchJan-2020 → Jul-2023
Bleeding EdgeJul-2023 → present

EVIDENCE (120)

— Archer Midnight entered UAE GCAA Restricted Type Certificate pathway enabling limited commercial operations before full type certification; Abu Dhabi deployment contract with Abu Dhabi Aviation; demonstrates international lead-market strategy with faster regulatory pathway than US.

— Technical analysis documenting critical battery constraint: 5-year gap between business case requirement (400 Wh/kg at pack level) and aviation-certified availability (180–200 Wh/kg). Peer-reviewed research identifies irreversible degradation mechanisms limiting cycle-life and range in operational conditions.

— Joby completed SR3 FAA audit with manufacturing scale-up to 4 aircraft/month in 2027; partnered with Air Space Intelligence for AI-powered 4D modeling platform for national airspace integration; selected for FAA eIPP enabling H2 2026 operational trials across 11 states.

— Joby operational demonstration flights JFK-to-Manhattan heliports May 2-10, 2026: 200 mph speed, 150-mile range, 45 dB noise; commercial partnerships with Delta (booking), Uber (rideshare), Toyota (manufacturing); target NYC service by end of 2026 with existing heliport infrastructure reuse.

— Critical operational bottleneck: insurance gap between type certification and commercial underwriting. Four unresolved problems—battery fire risk, absent loss data, multi-operator liability, autonomous-pilot liability ambiguity—delay revenue operations despite regulatory approval; FAA eIPP data collection mechanism essential.

— FAA SMART (Strategic Management of Airspace Routing Trajectories) AI system with $12.5B Congressional allocation targeting 2026 deployment; extends conflict prediction from 15 minutes to 2-hour horizon; three vendors competing (Palantir, Thales, Air Space Intelligence) to integrate eVTOL operations into national airspace.

— Multi-state vertiport infrastructure build-out: Orlando, LA (Archer), Manhattan (Skyports, operational April 2026), nationwide UrbanV network across NY/FL/CA/TX, Beta's 54 certified sites across 24 states; FAA eIPP summer 2026 trials; FAA 105A standard enabling heliport-type certification for vertiports.

— UK CAA released comprehensive eVTOL certification roadmap targeting 2028 commercial operations; specifies type certification, pilot licensing, airspace integration, vertiport standards; harmonized with FAA, EASA, Canada, Australia frameworks; formal regulatory coordination signal for international UAM deployment.

HISTORY

  • 2020: FAA released initial UAM Concept of Operations defining air traffic architecture. NASA conducted eVTOL flight tests with industry collaboration. Peer-reviewed research established safety design and management frameworks. Regulatory gaps in certification standards and safety assurance identified; industry-regulator tensions over certification pace emerged.

  • 2021: Joby Aviation advanced through FAA conformity inspection and G-1 certification milestones; pursuing 2023 type certification and Part 135 air carrier approval. Airbus unveiled CityAirbus Next Gen (4-seat, 120 km/h, all-electric platform). NASA-FAA evaluated national UAM campaign scenarios and airspace integration. Peer-reviewed research on autonomous flight planning algorithms and safety design published. Certification delays continued; industry panels documented slipping timelines and regulatory bottlenecks beyond 2024 predictions.

  • 2022-H1: Joby completed initial Systems Review and Compliance Review with FAA (March 2022), advancing toward type certification; first prototype flew 5,300 miles with 154.6-mile record flight; second pre-production prototype approved for testing. Lilium delayed type certification to 2025 (12-month slip), signaling industry timelines remain optimistic. NASA published safety metrics research for eVTOL design. Industry analysis identified 250+ start-ups competing but only 5-10 expected to succeed; regulatory and infrastructure barriers remain critical constraints blocking 2022 commercial deployment.

  • 2022-H2: FAA announced two companies expected certification by 2024 (August). Joby expanded DoD partnership to $75M including Marine Corps operational testing. NASA/Ames advanced flight replanning tools for UAM terminal operations. EU ARTIMATION project achieved 90% delay prediction accuracy for ATM automation. International regulatory coordination accelerated via National Aviation Authorities Network. Peer-reviewed research identified critical adoption barriers: public acceptance (noise, visual density), detector-and-avoid standards, vertiport infrastructure, pilot training rules. Commercial deployment timeline remained 2+ years distant.

  • 2023-H1: Joby secured $131M U.S. Air Force contract for nine eVTOLs with Edwards AFB deployment by early 2024. Archer partnered with Stellantis on manufacturing with $150M forward purchase agreement. FAA shifted eVTOL certification to "powered-lift" category, affecting company timelines differently. Federal research advanced AI/ML for collision risk modeling and ATM integration. Multiple EU projects (SESAR) developed explainable AI for conflict resolution and controller support. Sociological research confirmed regulatory safety assurance and public trust as critical to adoption beyond aircraft performance.

  • 2023-H2: Joby completed production rollout of first prototype with test flights starting October 2023. EHang received first global type certification for self-flying air taxi (China, October 2023). DOT audit exposed FAA internal conflicts over eVTOL certification (July 2023), delaying regulatory harmonization. NASA-Joby simulation demonstrated 120 eVTOL/hour integration into DFW airspace using existing ATC tools with FAA/NATCA observation (December 2023). EU SESAR projects expanded AI/ML research: MAHALO published controller human-factors guidelines from 35-controller trials; ASTRA, CODA, SMARTS, SynthAIr launched for ATM automation. NASA research identified visual see-and-avoid as unsafe for UAM collision avoidance, requiring automated systems from operational onset.

  • 2024-Q1: Joby expanded DoD operations with MacDill AFB deployment planned for 2025 under $163M contract. Archer Aviation received FAA Part 145 maintenance certification, advancing 2025 NYC launch readiness. Aviation Week analysis documented only EHang as certified globally; other developers faced cash burn and timeline pressures. February accident analysis exposed FAA-EASA regulatory divergence on critical-part certification, signaling institutional barriers to harmonization. EU SESAR research (SMARTS, ASTRA) and NSF autonomy projects advanced ATM and computing capabilities needed for scaled UAM integration.

  • 2024-Q2: Archer Aviation achieved FAA Part 135 Air Carrier & Operator Certificate (June 2024), enabling commercial air taxi operations as second globally certified operator. Joby secured FAA authorization for ElevateOS software suite and acquired Xwing's autonomy division (250 autonomous flights completed). U.S. DOT Volpe Center published comprehensive AAM ecosystem analysis. Archer completed Midnight eVTOL transition flight exceeding 100 mph. Industry assessment identified critical reliability barriers: eVTOL maintenance risks after 1,000-3,000 hours operation due to battery vibration and charging inconsistencies. Expert analysis cautioned first services do not mark end of AAM race; scaling timelines extend beyond 2025 predictions.

  • 2024-Q3: NASA published Autonomous Operations Planner research validating four-dimensional flight path management for UAM in flight trials and controller workload studies examining ATC integration. Delft University demonstrated LLM-based air traffic agents achieving 99% conflict resolution accuracy with human-readable explanations. Vertical Flight Society industry workshop identified critical infrastructure barriers: cash burn (1-3 year runway), 10-year certification timeline, public acceptance challenges. Volocopter attempted Paris Olympics demonstration with French vertiport authorization but failed certification due to supplier delays; conducted test flights instead. Regulatory and infrastructure barriers, not aircraft technology, emerged as primary constraints on 2025-2026 deployment timelines.

  • 2024-Q4: Joby Aviation entered final Type Inspection Authorization (TIA) phase with FAA human factors testing, targeting TIA flight testing in 2025. FAA published final powered-lift integration ruling enabling eVTOL operations classification in US airspace. NLR published quantitative safety analysis finding limited UAM traffic volume achievable in dense cities under current certification standards. EU SESAR held AI Flagship workshop with 56 researchers from 23 projects advancing ATM automation; EASA presented AI Roadmap 2.0. Industry data documented $7B+ investment and 20k aircraft orders but only ~40 cities globally ready for infrastructure; certification delays pushed 2024 commercial targets to 2025+. Research emphasized infrastructure, safety integration, and institutional harmonization as binding constraints.

  • 2025-Q1: Joby advanced TIA testing with FAA; five-aircraft flight test fleet operational; targeting first passenger operations late 2025/early 2026. Archer-Palantir deployed AI/ML platforms for manufacturing automation. NASA expanded IADS program to North Texas for air traffic management testing. Airbus suspended CityAirbus NextGen citing battery technology maturity gaps. Critical market assessments questioned eVTOL business model fundamentals: maintenance economics, market projections, and cash burn sustainability. Peer-reviewed research advanced UAM trajectory prediction and airspace integration analysis. Battery technology, maintenance reliability, and financial viability remained primary constraints on scaled deployment beyond military operations.

  • 2025-Q2: Joby executed piloted eVTOL flights in Dubai with DXB vertiport construction targeting Q1 2026 completion and 2026 commercial service launch. Archer progressed UAE deployment with Palantir manufacturing AI integration and Etihad pilot training partnership. Joby FAA certification advanced: 43% Stage 4 completion, validated noise performance (1/10th helicopter), five aircraft operational. European UAM infrastructure collapsed from 95 to 74 programmes due to Lilium/Volocopter/Airbus setbacks and Paris Olympics service failure. Peer-reviewed research identified critical battery testing gaps (anode plating, thermal runaway, cycle-life degradation) unaddressed by automotive protocols. Market data showed only ~40 cities globally infrastructure-ready; business model sustainability questioned due to maintenance economics.

  • 2025-Q3: Joby demonstrated autonomous flight at scale via REFORPAC exercise (7,000+ miles, 40+ hours, remote ground control 3,000+ miles away), validating operational maturity. Archer achieved three of four critical FAA certifications (Part 135, 145, 141); Type Certification targeted for late 2025. Industry consolidation accelerated: Lilium bankruptcy (second filing), Volocopter insolvency, Supernal pause, Rolls-Royce electric propulsion exit—seven of 32 tracked companies abandoned programs. European UAM infrastructure continued decline. NASA/Purdue quantitative research on vertiport throughput; FAA released standardized 2025 framework for vertiports, UTM, and safety protocols enabling 30%+ infrastructure growth through 2030. Battery maturity and market demand remained primary constraints on global scaling.

  • 2025-Q4: Joby and L3Harris conducted first autonomous hybrid VTOL test flight with SuperPilot technology; 2026 operational demonstrations planned. Archer acquired Hawthorne Airport for $126M as operational hub and AI-powered ground operations testbed. Public adoption research (TU Delft, 1,613 respondents) revealed 60% manned vs. 30% autonomous willingness—critical demand barrier. Airbus suspended CityAirbus NextGen citing battery technology evolution needs, signaling industry maturity concerns. Market forecasts remained bullish (31.17% CAGR through 2032) but infrastructure scaling, battery performance, and demand validation remained binding constraints on commercial expansion beyond lead markets.

  • 2026-Jan: Market reached $5.84B with 31.79% CAGR through 2032, signaling strong adoption momentum. Joby and Archer entered Type Inspection Authorization phase with 2026 targeting for Type Certification and commercial service launch. FAA SFAR and eIPP program framed 2026 as industry inflection point. Industry consolidation accelerated with seven of 32 tracked companies exiting; only ~40 cities globally infrastructure-ready. Battery maturity, maintenance reliability, and public acceptance remained binding constraints despite regulatory clarity.

  • 2026-Jan: Joby reported record 18-point FAA stage 4 progress increase in Q4 2025, with certification flight testing imminent. Dubai and US initial passenger operations targeted for 2026. Joby and L3Harris completed first autonomous hybrid VTOL demonstration with SuperPilot technology.

  • 2026-Feb: Regulatory framework matured with US National AAM Strategy (40 recommendations across 7 pillars) released and FAA eIPP program targeting early 2026 launch for state-local partnerships enabling revenue operations. UAE released hybrid operations framework supporting eVTOL-helicopter infrastructure co-use targeting 2026 commercial services. Industry collaboration advanced on Automated Flight Rules (AFR) standards via SkyGrid-Wisk Aero white paper, proposing certified automation for high-density conflict management in urban airspace. NASA continued AI/ATM research with LLM-agent and transformer-model publications. Geographic diversification accelerated: Vertical Aerospace Japan (Marubeni partnership, 2026 flights), Singapore (emergency medical trials H2 2026); Amazon 5.3% BETA Technologies stake supporting cargo-focused validation in Norway. However, critical negative signals persisted: Leeham News documented seven additional company exits (Lilium bankruptcy, Volocopter insolvency, Supernal pause, Airbus CityAirbus NextGen suspension, Textron Nexus halt, Overair exit), leaving only 2 Chinese manufacturers with type certifications (EHang, AutoFlight). Operational reality remained narrow: 10-15 minute missions in fair weather only, not the originally promised longer-range urban air taxi operations. Market consolidation thus accelerated from 32 tracked companies to ~25; only 2 certified globally outside China. Infrastructure readiness remained at ~40 cities. Battery maturity, maintenance economics after 1,000-3,000 operating hours, and public acceptance (60% manned, 30% autonomous willingness) remained binding constraints on scaled deployment despite regulatory progress.

  • 2026-Mar: Archer achieved critical certification milestone: first eVTOL manufacturer to achieve 100% FAA Means of Compliance acceptance (March 2), unlocking path to Type Inspection Authorization and 2026 commercial operations in US and UAE. Joby flew first FAA-conforming aircraft (N547JX) for TIA testing (March 11), demonstrating manufacturing roadmap (4 aircraft/month in 2027, scaling to 500/year). US government formally launched eVTOL Integration Pilot Program (eIPP) across 26 states with 8 selected operators (Archer, Joby, Electra, BETA, Elroy Air, Reliable Robotics, Wisk) for pre-certified commercial operations beginning H2 2026. However, detailed infrastructure analysis revealed persistent bottlenecks: electrical grid capacity constraints (NREL data showing transformer overload and 90+ day utility interconnection timelines), aging ATC infrastructure and controller workforce shortages, vertiport siting challenges affecting travel time benefits, and only ~40 cities globally demonstrating infrastructure readiness. International Federation of Airworthiness outlined 2026 as pivot year with 80+ vertiports in development and EHang/AutoFlight conducting routine commercial operations in China, but identified scaling as dependent on technology maturation, autonomous flight reliability, and commercial viability beyond lead markets. Market sizing projects $3.58B (2023) to $29.19B (2030) at 34.2% CAGR, with software (36% CAGR) and cabin systems (33.4% CAGR) as fastest-growing segments, but warned of "certification tourism" risk and need for Part 23/CS-23 regulatory adaptation for distributed-propulsion architectures.

  • 2026-Apr: Hard infrastructure and regulatory frameworks advanced alongside persisting technical constraints. The FAA officially launched the eVTOL Integration Pilot Program (eIPP) on April 26, selecting Joby, Archer, and Beta Technologies for real-world operational testing across 26 states; Dubai completed the world's first commercial air taxi vertiport (3,100m², 170k annual passenger capacity) at DXB. The UK CAA published its eVTOL Delivery Model (CAP 3169) targeting commercial passenger operations by end-2028 with harmonized international certification standards. Joby began flight testing its first FAA-conforming aircraft (N547JX) and announced a 500-aircraft/year manufacturing target; Vertical Aerospace completed a two-way piloted transition flight milestone under UK CAA oversight. Market projections reached $5.6B (2025) growing to $78.9B by 2035 at 30.3% CAGR, with 40+ US cities active. However, battery technology remained the binding technical constraint: patent landscape analysis identified anode plating, thermal runaway, and cycle-life degradation as critical unresolved gaps, while Honeywell and NREL confirmed aging ATC infrastructure and 90+ day grid interconnection delays as infrastructure bottlenecks mismatched against certification progress.

  • 2026-May: Certification and operational deployment accelerated toward inflection point. Joby completed Q1 2026 with SR3 FAA audit pass, USD 2.5B cash position, and manufacturing scale-up (4 aircraft/month in 2027, 500/year target); partnered with Air Space Intelligence for AI-powered 4D modeling platform integrating air taxis into national airspace system with H2 2026 demonstrations. Operational prototypes validated in real airspace: Joby conducted FAA-authorized demonstration flights from JFK to Manhattan heliports (May 2-10, 2026) achieving 200 mph speed, 150-mile range, 45 dB noise with commercial partnerships in place (Delta booking, Uber integration, Toyota manufacturing). Infrastructure build-out expanded across multiple jurisdictions: Skyports Downtown Heliport Manhattan operational (April 2026), UrbanV nationwide network progressing across NY/FL/CA/TX, Beta's 54 certified sites across 24 states, Orlando planning 2028 launch, Archer acquired Hawthorne Airport (LA) as 2028 Olympic hub. International regulatory harmonization advanced: UK CAA released eVTOL Delivery Model targeting 2028 commercial ops with standardized type certification, pilot licensing, and airspace integration frameworks aligned across US, UK, EASA, Canada, Australia. Archer advanced UAE pathway via Restricted Type Certificate program enabling limited commercial operations before full type certification, Abu Dhabi deployment contracted with Abu Dhabi Aviation. FAA launched SMART (Strategic Management of Airspace Routing Trajectories) AI system with $12.5B Congressional allocation targeting 2026 deployment, extending conflict prediction from 15 minutes to 2-hour horizon with three vendors competing (Palantir, Thales, Air Space Intelligence). Yet critical bottlenecks persisted. Battery constraint remained binding: 5-year gap identified between business-case requirement (400 Wh/kg at pack level, peer-reviewed ACS Energy Letters 2018) and available aviation-certified density (180–200 Wh/kg, NASA 2021), with irreversible degradation mechanisms (electrolyte oxidation, active material dissolution, solid-electrolyte interphase growth) limiting cycle-life in operational conditions. Insurance gap emerged as post-certification operational barrier: industry analysis documented four unresolved problems (lithium-ion fire risk over populated areas, absent loss data for underwriting, multi-operator UTM liability frameworks, autonomous-pilot liability ambiguity) potentially delaying revenue operations despite regulatory approval; FAA eIPP data-collection mechanism identified as critical dependency for commercial underwriting.