Vendor list · AI for logistics & supply chain
AI for logistics and supply chain, scored on the published rubric.
How we score
Four stages, evidence-graded throughout.
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Inclusion criteria
Public pricing. Integrations doc. Ten or more customers. Self-serve path.
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Weighted rubric
Each dimension scored zero to four. Every cell tagged MEASURED, CITED, or ESTIMATED.
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Total score
Weighted sum out of one hundred. Seven-day right-of-reply window before publishing.
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Ranked and published
Updated when new vendors qualify or when fact-check replies land corrections.
This cohort's rubric
- Real-time visibility + predictive ETA20%
- Route + dispatch optimization15%
- Warehouse + inventory execution15%
- Ease of data integration + accuracy25%
- Fleet safety + compliance10%
- Network planning + disruption resilience5%
- Cost economics + time-to-value10%
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.
A quick read on the top of the rubric. Each card links into the full scorecard in the next tab.
- 01 project44 73 /100
- 02 FourKites 56 /100
- 03 Samsara 54 /100
- 04 Blue Yonder 51 /100
- 05 DispatchTrack 50 /100
- 06 Onfleet 50 /100
- 07 Trimble Transportation 50 /100
- 08 Manhattan Associates 49 /100
- 09 CartonCloud 48 /100
- 10 FarEye 48 /100
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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.
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.
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, 150+ carriers).
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.
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, plus published pricing.
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.
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