# Lanework > Lanework is an applied AI research lab for logistics and supply chain, covering > freight, fulfillment, and warehousing. We turn the operational data operators > already hold into independent research, and into > software when it proves out. Canonical site: https://lanework.ai ## For LLMs - Full-text corpus of all research in Markdown: https://lanework.ai/llms-full.txt - Any white paper, benchmark, or note is also available as Markdown by appending `/llms.txt` to its URL (e.g. `https://lanework.ai/research//llms.txt`). ## White papers - [One in Six Miles Earns $0](https://lanework.ai/research/one-in-six-miles-earns-zero): Why the trucking industry's deadhead problem is structural, expensive, and solvable, and why every fix tried so far has failed to close the gap. - [Driver Retention is a Data Problem](https://lanework.ai/research/driver-retention-is-a-data-problem): Why the trucking industry's most expensive operational failure is hiding in plain sight, and what it would take to finally fix it. ## Field work Deployments where the research met a live operation, and the software that remained. - [Driver turnover cut from 92% to 51%](https://lanework.ai/field-work/rapid-relay-orchestration): Long-haul lanes rebuilt as coordinated regional relays, so the trailer keeps moving and drivers stay regional and home. (Product: Rapid Relay, Domain: Network & lanes, Status: live). Measured: 92% → 51% driver turnover, 350-truck carrier; 52% → 81% asset utilization, 175-truck fleet; 2.5d → 18h LA–Dallas transit time; 38% → <12% empty miles, +$3M revenue. - [One board for a fragmented spot market](https://lanework.ai/field-work/rapid-load-aggregation): Spot freight scattered across five systems consolidated into a single deduplicated board dispatchers actually work from. (Product: Rapid Load, Domain: Freight & pricing, Status: live). - [Synchronizing REPOWR capacity across spot markets](https://lanework.ai/field-work/repowr-spot-market-integration): Trailer-pool capacity brought into the aggregated board, with a synchronization layer that keeps inventory consistent across markets. (Product: Rapid Load + TaaS, Domain: Assets & capacity, Status: pilot). ## Notes - [Notes index](https://lanework.ai/blog): shorter-form analysis of logistics trends, relay operations, and fleet optimization. - [What Makes a Lane Profitable? (It’s Not Just Rate Per Mile)](https://lanework.ai/blog/what-makes-a-lane-profitable): A Complete Breakdown of What Makes a Freight Lane Truly Profitable, Beyond RPM, Including Deadhead, Fuel Costs, Time, Backhauls, and Driver Constraints - [Permits: Essential Annual Costs for Trucking Operations](https://lanework.ai/blog/permits-essential-annual-costs-for-trucking-operations): The Costs and Compliance of Permits in Trucking Operations: A Look at the International Registration Plan (IRP) and the International Fuel Tax Agreement - [Financial Strategies for Small Trucking Businesses](https://lanework.ai/blog/financial-strategies-for-small-trucking-businesses): A Friendly Guide in Some of the Essential Financial Strategies for Small and Startup Carriers to Stay Competitive, Profitable, Up-To-Date, and Relevant - [Decoding the Operational Costs of Owning a Trucking Business](https://lanework.ai/blog/decoding-the-operational-costs-of-owning-a-trucking-business): Comprehensive Guide to Managing Trucking Costs: Fuel, Maintenance, Salaries, Insurance, Depreciation, Overhead, Health and Safety, and Strategies for Profit - [The Impact of Powerloop on Shippers and Their Docks](https://lanework.ai/blog/the-impact-of-powerloop-on-shippers-and-their-docks): The Transformative Impact of Powerloop and Industry-Wide Drop-and-Hook Models on Shippers, Dock Efficiency, and Overall Supply Chain Performance - [Aurora's Trailblazing Path to Autonomous Trucking](https://lanework.ai/blog/aurora-trailblazing-path-to-autonomous-trucking): Aurora's Trailblazing Expedition Unveils the Blueprint for the Autonomous Trucking Revolution; Accelerating the Pulse of Global Freight Through Innovation - [Intermodal Growth: Quantum Launch and Walmart Acquisition](https://lanework.ai/blog/intermodal-growth-quantum-launch-and-walmart-acquisition): Strategic Decisions: Analyzing J.B. Hunt\'s Intermodal Dominance through Quantum Service Launch and Walmart Fleet Acquisition Amidst 2023\'s Market Dynamics - [Flock Freight: Pioneering a New Path in Freight Shipping](https://lanework.ai/blog/flock-freight-pioneering-a-new-path-in-freight-shipping): Revolutionizing Logistics: How Flock Freight\'s Shared Truckload Service is Redefining Efficiency, Sustainability, and Cost-Effectiveness in Freight Shipping - [Motive's Revolutionary Impact on the Trucking Sector](https://lanework.ai/blog/motive-revolutionary-impact-on-the-trucking-sector): Innovative Logbooks to AI-Driven Safety: Motive's Journey in Shaping the Future of Trucking with Groundbreaking Technologies and Strategic Market Expansion - [AscendTMS's Rise in Transportation Management](https://lanework.ai/blog/ascendtms-rise-in-transportation-management): Streamlining the Transportation Industry: How AscendTMS's Unique Customer-Centric Strategy and Free Software Model Are Redefining Logistics Management - [Hirschbach Evolution Pioneering Innovation in Cold Logistics](https://lanework.ai/blog/hirschbach-evolution-pioneering-innovation-in-cold-logistics): Revolutionizing the Road: Hirschbach\'s Dynamic Journey from Classic Carrier to Prominent Industry Trailblazer in Temperature-Controlled Transportation - [Navigating the Logistics Data Banks through a look at Sonar](https://lanework.ai/blog/navigating-the-logistics-data-banks-through-a-look-at-sonar): Charting New Waters in Logistics: An Analysis of How Sonar by FreightWaves is Transforming Freight Market Intelligence with Advanced Market Data Analytics - [The Roles of vHub, Wabash, Repowr, and FreightVana](https://lanework.ai/blog/the-roles-of-vhub-wabash-repowr-and-freightvana): Revolutionizing and Developing Trailer Utilization through More Streamlined Drop and Hook Business Models: The Roles of vHub, Wabash, Repowr, and FreightVana - [Lanework’s Take on Logistics Investments and Developments](https://lanework.ai/blog/lanework-take-on-logistics-investments-and-developments): A Lanework Take on Venture Capital and Sustainability: Steering the 2024 Logistics Industry Towards Technological Innovation and Efficient Last-Mile Delivery - [Uber Freight's API Leap and Effects It Has on Human Elements](https://lanework.ai/blog/uber-freight-api-leap-and-effects-it-has-on-human-elements): Potentially Removing Human Resources Through as Uber Freight Ushers Innovative Scheduling API in a New Era of Efficiency in a Fragmented Trucking Industry - [Introduction of Truck Relaying in North America](https://lanework.ai/blog/introduction-of-truck-relaying-in-north-america): The Rise of Truck Relaying in North America and Its Impacts on FTL Lead Times - [The Dawn and Regulations of Autonomous Trucking in the US](https://lanework.ai/blog/the-dawn-and-regulations-of-autonomous-trucking-in-the-us): Revolutionizing the Interstates through Pushing Autonomous Trucking in the United States - [UPS to cut jobs and expand layoffs for cost saving measures](https://lanework.ai/blog/ups-to-cut-jobs-and-expand-layoffs-for-cost-saving-measures): UPS to cut 12,000 jobs, explore options for Liquidation/Sales of Subsidiaries - [Flexport's Strategic Conundrum: Balancing Expansion](https://lanework.ai/blog/flexport-strategic-conundrum-balancing-expansion): Flexport's Navigation of Tumultuous Seas in Logistics Technology and Operations - [Insights into a Data-Driven Perspective on Forestry](https://lanework.ai/blog/insights-into-a-data-driven-perspective-on-forestry): Insights into Effective Freight Management in the Forestry Sector - [A Comprehensive Guide to Setting Up Quality Carriers](https://lanework.ai/blog/comprehensive-guide-to-setting-up-quality-carriers): A Comprehensive Guide to Setting Up Quality Carriers - [BOLs in Relay Shipments and Explanations of Need](https://lanework.ai/blog/bols-in-relay-shipments-and-explanations-of-need): Demystifying the Bill of Lading: Key Role in Trucking Relay Shipments - [Regulation: An Introduction to the FMCSA and DOT](https://lanework.ai/blog/regulation-an-introduction-to-the-fmcsa-and-dot): Understanding the Federal Motor Carrier Safety Administration (FMCSA) Within the US Department of Transportation (DOT) - [Harnessing ELD Data for Efficiency and Safety in 2023](https://lanework.ai/blog/harnessing-eld-data-for-efficiency-and-safety-in-2023): Optimizing Trucking Operations Through Electronic Logging Devices (ELDs) and Advanced Data Mining Strategies in 2023 - [Electronic Logging Device and Compliance in Trucking](https://lanework.ai/blog/electronic-logging-device-and-compliance-in-trucking): Streamlining Compliance: A Comprehensive Guide to Electronic Logging Devices in the Trucking Industry - [The Evolution of Asset Sharing and Trailer Pools in Trucking](https://lanework.ai/blog/the-evolution-of-asset-sharing-and-trailer-pools-in-trucking): Navigating Trailer Pools in Pursuit of Efficient Logistics ## Company - [About](https://lanework.ai/about): who Lanework is, and how a study, an embedded engagement, and a build fit together. - [Engagements](https://lanework.ai/engagements): how to work with us, from a free network readiness snapshot through network assessments and operational due diligence for investors. - [Careers](https://lanework.ai/careers): open roles in engineering, operations, and research. - [Contact](https://lanework.ai/connect): start a conversation.