Vendor list · AI for logistics & supply chain
AI for logistics and supply chain, scored on the published rubric.
Cohort inclusion criteria
- Real-time visibility & freight tracking: multimodal (road / ocean / rail / air) shipment visibility, predictive ETA, exception detection, IoT shipment-condition monitoring.
- Transportation management & dispatch: TMS, route and dispatch optimization, last-mile sequencing, freight procurement and rating.
- Warehouse, yard & inventory execution: WMS, warehouse robotics orchestration, yard management, inventory and fulfillment workflows.
- Fleet operations & safety: telematics, AI dashcams, driver-safety scoring, ELD / HOS compliance, fleet maintenance.
- Supply-chain planning & resilience: demand and network planning, disruption prediction, supply-chain analytics.
This vendor set is deliberately broad: a pure warehouse-management system does not do fleet safety, and a telematics platform does not do warehouse execution. Each vendor is scored on its actual coverage of every dimension - a dimension a vendor's product category structurally does not address scores zero, not a penalty for missing evidence.
Rubric (7 dimensions)
- Real-time visibility + predictive ETA (20%) - multimodal real-time tracking with ML-based predictive ETAs, exception detection, and a connected carrier / telematics network.
- Route + dispatch optimization (15%) - dynamic re-routing, ML dispatch, capacity / load optimization, and last-mile sequencing.
- Warehouse + inventory execution (15%) - WMS depth (receiving to pick / pack / ship), AI slotting and labor optimization, or warehouse robotics orchestration.
- Ease of data integration + accuracy (25%) - pre-built connectors across carriers / ELDs / EDI / TMS / WMS / ERP with normalized, high-quality data and documented APIs. The heaviest-weighted dimension.
- Fleet safety + compliance (10%) - AI dashcams, driver-safety scoring, ELD / HOS compliance, and DVIR with measurable safety outcomes.
- Network planning + disruption resilience (5%) - demand / supply forecasting, network and inventory optimization, and disruption / risk prediction.
- Cost economics + time-to-value (10%) - pricing transparency, documented ROI / payback evidence, and onboarding speed.
Platforms in scope
Each platform below is scored against the rubric above. The score is the weighted total across the seven dimensions, after integration, scale, and pricing-transparency penalties.
01 project44 Multimodal supply-chain visibility and decision-intelligence TMS. Cross-industry 73 /100
Top strength Category-leading data integration (4/4) and multimodal visibility (4/4): API-first connectivity across WMS/ERP/TMS/OMS, 1400+ telematic integrations, 267K carriers, and a 1.5B+ shipments/year network with AI-driven data blending and validation.
Top gap No fleet safety or compliance scope (0/4): no ELD, HOS, dashcam, or driver-safety - project44 connects to carriers' telematics rather than managing fleet safety. Warehouse capability is yard management, not full WMS execution.
Best for Enterprise shippers and LSPs that need real-time multimodal supply-chain visibility, AI-driven TMS automation, and carrier-scale integration across a fragmented ecosystem.
02 FourKites Multimodal supply-chain visibility + AI control tower. Cross-industry 56 /100
Top strength Multimodal visibility (3/4) over the largest network in the bundle: 3.2M shipments/day, 1.1M carriers, 98% of ocean traffic across road/rail/ocean/air, with Dynamic ETA ML and one-integration-unlocks-1,600+ connectivity.
Top gap No fleet safety/compliance (0/4): no ELD/dashcam/driver scope. Warehouse is yard + inventory visibility, not full WMS. Integration rests on network effects, not an enumerated public API catalog.
Best for Enterprise shippers and 3PLs needing multimodal real-time visibility, predictive ETAs, and AI-driven exception automation across road, ocean, rail, and air.
03 Samsara Connected Operations fleet telematics + AI dashcam safety. Cross-industry 54 /100
Top strength Fleet safety + compliance (4/4): AI dash cams with 30+ risk detections, FMCSA-approved ELD/HOS, DVIR, and measurable outcomes (81% collision-risk reduction). 300+ pre-built integrations + open API (4/4).
Top gap Visibility is own-fleet GPS, not multimodal third-party freight (2/4). No warehouse/WMS (0/4) and no supply-chain network planning (0/4): a fleet-operations platform, not freight orchestration.
Best for Fleets and physical-operations businesses needing AI driver-safety, ELD/HOS compliance, real-time fleet GPS, and telematics-data integration.
04 Blue Yonder End-to-end AI supply-chain platform (TMS + WMS + planning). Cross-industry 51 /100
Top strength Supply-chain planning (the cohort's raw=4 reference): AI demand/supply forecasting, control tower, and disruption resilience, plus a named WMS (fulfillment + labor optimization) and TMS on a common data cloud. $1.36B revenue, 3,000+ customers.
Top gap Key product pages were unavailable, so multimodal-tracking depth and the named-connector catalog are thinly evidenced. No fleet/ELD scope. Enterprise-only, quote-only pricing (carve-out applied).
Best for Large retailers and manufacturers needing an integrated end-to-end supply-chain platform spanning planning, warehouse, and transportation execution.
06 Onfleet Last-mile delivery management + AI route optimization. Cross-industry 50 /100
Top strength Route + dispatch optimization (3/4): continuous AI route re-optimization trained on 400M+ deliveries with auto-dispatch, plus published tiered pricing, ROI evidence, and 2-4 week onboarding (cost 4/4).
Top gap Single-network last-mile only: visibility is the buyer's own deliveries, not multimodal freight (2/4). No warehouse (0/4), fleet safety/ELD (0/4), or network planning (0/4).
Best for Last-mile delivery operations running their own drivers or hybrid courier networks that need AI route optimization and branded customer tracking.
07 Trimble Transportation Enterprise TMS + freight network for carriers, brokers, 3PLs. Cross-industry 50 /100
Top strength Data integration breadth (500+ partners across ELD/telematics, OEM, fleet, shipper/carrier TMS) and a deep TMS lineage (TMW Suite + the Transporeon freight network) with AI dispatch and mapping/routing across the order-to-cash workflow.
Top gap No WMS (structural). Telematics/fleet-safety was divested to Platform Science (Sept 2024), so native ELD/dashcam is no longer in scope. Visibility/planning depth is thinly evidenced (JS-rendered pages). Quote-only, enterprise (carve-out).
Best for Large carriers, brokers, and 3PLs wanting an enterprise TMS with a built-in freight network and deep telematics/ELD partner integration.
08 Manhattan Associates Enterprise WMS + TMS supply-chain commerce platform. Cross-industry 49 /100
Top strength Warehouse execution (4/4): full cloud-native WMS with labor, slotting, and yard, an 18-time Gartner WMS Leader, plus AI demand-planning modules (3/4). 1,200+ customers, 600 go-lives in 2024.
Top gap Not a freight-visibility platform (1/4): inventory/order visibility only, no multimodal carrier-network tracking. No fleet/ELD scope (0/4). Named integration-connector catalog absent from the public surface.
Best for Large enterprises needing integrated WMS, TMS, and demand planning on a unified cloud-native platform with proven scale.
09 CartonCloud Combined WMS + TMS for 3PLs and transport operators. Cross-industry 48 /100
Top strength Warehouse execution (the cohort's raw=3 reference): a full 3PL WMS (receiving to pick/pack incl. batch/wave, lot/serial/expiry, 3PL billing) plus a TMS with run-sheet/route planning, and a heavy integration layer (open API, EDI, named e-commerce/accounting/carrier connectors,...
Top gap No multimodal freight visibility, fleet safety/ELD, or supply-chain network planning (structural/thin). Routing is run-planning, not a dynamic engine. Pricing quote-only usage-based (soft penalty).
Best for 3PLs, warehouses, and transport operators (SMB to mid-market) wanting combined WMS + TMS with 3PL billing and broad e-commerce/accounting integrations on one platform.
10 FarEye Intelligent delivery management for last-mile + first-mile. Cross-industry 48 /100
Top strength Route + dispatch optimization (AI route optimization at scale, real-time re-route, carrier rate-shopping, agentic PILOT dispatcher) plus order-to-door Control Tower visibility with AI ETAs, on a low-code platform with 40+ named partners.
Top gap No warehouse execution or fleet safety/ELD (structural). Network planning is a narrow capacity forecaster. Connector breadth/data-normalization and pricing are thinly evidenced (quote-only, soft penalty).
Best for Retailers, e-commerce brands, and carriers needing AI-driven last-mile + first-mile delivery orchestration with branded customer tracking.
11 Adiona AI last-mile route optimization + fleet simulation (FlexOps). Cross-industry 45 /100
Top strength Route + dispatch optimization (the cohort's raw=3 reference): ML dynamic daily routing up to 10,000 stops with in-flight re-routing and EV/territory/emissions objectives, plus a Fleet Simulator for network/scenario planning (3/4) and published per-stop pricing.
Top gap Own-fleet ETAs, not multimodal freight visibility (2/4). No warehouse execution or fleet safety/ELD (structural). Integration is an open API with a handful of named partners but no connector count or normalization evidence (2/4).
Best for Shippers and carriers optimizing last-mile delivery routes at scale, including EV and emissions-aware fleets, who want a route-optimization API plus fleet simulation.
12 Shipwell AI-integrated TMS with agentic shipment + carrier automation. Cross-industry 44 /100
Top strength Multimodal freight visibility (TL/LTL/IM/drayage/parcel + ocean/rail) with responsive ETAs and an always-on Track & Trace AI worker, plus TMS load optimization and an EDI + real-time JSON API integration layer.
Top gap No warehouse execution or fleet safety/ELD (structural). Network planning is thin (market/rate intelligence, not demand forecasting). Connector enumeration was unavailable; pricing quote-only (soft penalty).
Best for Shippers and brokers of any size wanting an AI-automated TMS with multimodal visibility and agentic exception handling.
13 Wise Systems Autonomous dispatch + route optimization (self-optimizing). Cross-industry 44 /100
Top strength Route + dispatch optimization (the cohort's raw=4 reference): continuous live re-sequencing on ML models, automated on-demand dispatch, and a Dynamic Optimization Engine, with own-network delivery tracking and live ETAs.
Top gap No warehouse execution, fleet safety/ELD, or supply-chain network planning (structural). Integration breadth and security certifications are thinly evidenced; pricing quote-only (soft penalty).
Best for Distribution and delivery fleets (beverage, food-service, last-mile) that want autonomous, self-optimizing routing and dispatch.
05 DispatchTrack Enterprise last-mile for scheduled, appointment-based delivery. Cross-industry 50 /100
Top strength Route + dispatch optimization and own-delivery visibility: AI route optimization that adapts in seconds, appointment-window management, predictive customer comms, and AI driver briefings, built for white-glove furniture/appliance/big-and-bulky last-mile.
Top gap Own-delivery tracking, not multimodal third-party freight visibility. Warehouse depth is thin (DT WMS newly launched); no fleet safety/ELD or supply-chain network planning. Pricing quote-only (soft penalty).
Best for Retailers and 3PLs running scheduled, appointment-based last-mile delivery of large, high-touch items who need AI routing and proactive customer communication.
14 Motive AI fleet operations: dashcam safety, ELD, fleet management. Cross-industry 40 /100
Top strength Fleet safety + compliance (top strength): AI Dashcam/Omnicam, FMCSA-registered ELD (US + Canada), HOS/DVIR/IFTA, and AI driver coaching with customer safety-outcome metrics, consolidating fleet and spend management.
Top gap Visibility is own-fleet GPS, not multimodal third-party freight. No warehouse/WMS and no supply-chain network planning: a fleet-operations platform, not freight orchestration. Pricing quote-only (soft penalty).
Best for Fleets and physical-operations businesses needing AI driver-safety, ELD/HOS compliance, fleet management, and spend management in one platform.
15 Beacon AI supply-chain workspace: multimodal freight visibility. Cross-industry 39 /100
Top strength Multimodal visibility (the cohort's raw=2 reference): real-time ocean/air/road tracking across 160+ carriers with automated milestones, ETAs, and exception alerts, on an overlay integration model (3/4) that pulls live data from carriers/forwarders/ERPs with no rip-and-replace,...
Top gap No route/dispatch optimization, warehouse execution, or fleet safety/ELD (structural). Network planning is plan-vs-actual reporting, not predictive forecasting (2/4).
Best for Shipper and forwarder teams wanting a freight-visibility and collaboration workspace that layers on top of existing carrier and ERP systems.
16 Fleetio Cloud fleet management: maintenance, inspections, parts. Cross-industry 34 /100
Top strength Fleet-stack data integration (3/4): public API + 50+ webhooks and named telematics/fuel-card/ERP connectors (Geotab, Samsara, Motive, QuickBooks, NetSuite), plus published per-vehicle pricing ($4/$7/$10/mo) with a self-serve free trial.
Top gap Not a freight platform: no multimodal visibility, routing, WMS, or supply-chain planning (structural). Compliance is maintenance/DVIR/FMCSA-template (2/4); native ELD/HOS and AI dashcam are partner-integration territory.
Best for Fleets needing cloud preventive-maintenance, inspections, parts inventory, and fuel management with broad telematics and accounting integrations.
17 GreyOrange AI warehouse-robotics orchestration (GreyMatter / WES). Cross-industry 33 /100
Top strength Warehouse execution (the cohort's raw=4 robotics reference): the GreyMatter WES orchestrates AMRs, conveyors, pick stations, labor, and inventory in real time at 99%+ inventory accuracy, vendor- and robot-agnostic.
Top gap Outside the warehouse it is a structural absence: no multimodal freight visibility, vehicle routing/dispatch, fleet safety, or supply-chain network planning. No documented API/EDI connector catalog (integration 2/4).
Best for Large warehouse and 3PL operators automating fulfillment with AMRs and goods-to-person robotics under a single orchestration layer.
18 Tourmo Device-agnostic AI fleet-ops + safety-scoring layer. Cross-industry 31 /100
Top strength Data integration (3/4): device-agnostic normalization across any telematics/ELD/video hardware with data-quality correction, plus context-aware AI safety scoring and video analytics over existing cameras (3/4 fleet safety).
Top gap Own-fleet status signals, not multimodal freight visibility (1/4). No routing, warehouse, or supply-chain network planning (structural). Pricing quote-only (soft penalty); native ELD-of-record is partner territory.
Best for Enterprises with mixed telematics hardware wanting one AI layer to normalize fleet data, score driver safety, and surface workforce/operational intelligence.
19 Tive IoT-tracker shipment visibility + condition monitoring. Cross-industry 28 /100
Top strength Real-time visibility (3/4): device-on-shipment IoT location and condition data (temperature/shock/light) across road/air/ocean/rail with exception alerting; SOC 2 Type 2 + ISO 27001; ~$100M booked ARR, 1,200+ orgs.
Top gap Narrow scope: no route optimization (0/4), warehouse (0/4), fleet safety (0/4), or network planning (0/4). Integration is API/webhooks without an enumerated named-connector catalog (2/4); pricing is quote-only (soft penalty).
Best for High-value and cold-chain shipment visibility where real-time location plus condition data and exception response are required.
20 Logiwa Cloud-native AI warehouse management for DTC/B2B/3PL. Cross-industry 25 /100
Top strength Warehouse execution (the cohort's raw=3 reference): a full cloud WMS chain (receiving to ship) with AI labor and workflow optimization for high-volume DTC, B2B, and 3PL fulfillment.
Top gap Narrow: no multimodal freight visibility, vehicle routing, fleet safety, or network planning (structural). The integrations directory rendered empty, so no named connector is evidenced (integration 2/4); pricing quote-only (soft penalty).
Best for High-volume DTC, B2B, and 3PL fulfillment operations needing a cloud-native AI WMS that scales rapidly.
Missing a platform we should evaluate? Submit it here. We add platforms that meet the inclusion criteria above and score them on the published rubric. Vendors that submit are not given preferential treatment - methodology is published in plain sight.