Research dated 2026-09-05. Business value remains unmeasured. Software descriptions are documented capabilities; each project must verify fit, rights and outcomes before adoption.
United States research pilot; carrier, safety, hours-of-service, privacy, contract and state requirements require qualified owner review.
What the evidence supports
49 CFR Part 395 establishes hours-of-service and recordkeeping requirements that bound any dispatch assistant. Vendor pages show workflow capabilities, not an automation rate, adoption prevalence or achieved savings; regulated and commercial authority remains human.
[ecfr-hos] [descartes-tms] [onfleet-platform]
Processes to test
Customer load-intake and shipment-record completeness review
Capture requested pickup, delivery, commodity, equipment and contact fields; flag missing or contradictory fields for review. Do not quote binding terms, classify regulated goods or accept a shipment without authorized review.
- Measure
- Net human minutes per accepted complete load record including review, rework and exception handling; missed-critical-field rate
- Reject the idea if
- Reject if unsafe or regulated details are silently accepted, correction/rework rises, critical fields are missed or private data crosses an unauthorized boundary.
- Human authority
- Authorized operations staff determine acceptance, terms, commodity treatment and customer commitments; qualified safety and compliance personnel retain authority.
[descartes-tms] [repo-fleetbase]
Dispatch packet preparation and driver/carrier confirmation
Assemble approved load details, contact records and timestamps; draft confirmation requests and surface missing acknowledgements. Do not select carriers, assign unsafe work, alter hours-of-service records or issue binding instructions without human approval.
- Measure
- Net human minutes per accurately acknowledged dispatch packet including review and rework; missing-acknowledgement and unsafe-instruction rate
- Reject the idea if
- Reject if an acknowledgement is mistaken for legal or safety clearance, HOS records are changed or obscured, rework offsets time saved, or an unapproved instruction is sent.
- Human authority
- Dispatcher and designated carrier/safety authority approve assignment, instructions, records and escalations; the system is not a carrier-authority substitute.
[onfleet-platform] [ecfr-hos] [repo-fleetbase]
Shipment-status exception detection and approved follow-up
Normalize status events, flag stale or contradictory milestones and draft follow-ups to verified recipients. Do not infer fault, promise delivery, change routing or send customer claims responses without human review.
- Measure
- Net human minutes per accurately triaged and approved exception; stale-event, duplicate-send, missed-escalation and privacy-error rates
- Reject the idea if
- Reject if stale or incorrect status causes a customer commitment, routing or claims error, review/rework is not reduced, or an escalation is missed.
- Human authority
- Operations lead approves status interpretation, customer commitments, routing changes and claims/escalations; verified recipients and channel controls remain mandatory.
[onfleet-platform] [descartes-tms] [repo-fleetbase]
Proof-of-delivery and freight-billing evidence reconciliation
Match approved delivery events, signed or electronic proof, accessorial evidence and invoice fields; surface mismatches for review. Do not approve payment, waive claims, alter invoices or determine contractual liability.
- Measure
- Net human minutes per correctly reconciled invoice packet including exception review; false-match, missed-mismatch and duplicate-payment rates
- Reject the idea if
- Reject if a mismatch is silently accepted, payment or claim authority is bypassed, false matches/rework rise, or evidence is unavailable for audit.
- Human authority
- Authorized finance and operations staff approve invoices, accessorials, claims and contractual interpretations; the workflow only organizes evidence.
[onfleet-platform] [descartes-tms] [repo-greaterwms]
Existing software
Descartes Transportation Management
Vendor advertises transportation-management capabilities for planning, execution, visibility and freight workflows.
No current quote, billing basis, avoided spend or implementation cost verified.
[descartes-tms]
Onfleet
Vendor advertises delivery management, dispatch, tracking, notifications and proof-of-delivery workflows.
No current quote, billing basis, avoided spend or implementation cost verified.
[onfleet-platform]
Reusable code candidates
fleetbase/fleetbase
Repository presents an open logistics and supply-chain operating system with orders, fleet and shipment-oriented workflows.
- Possible reuse
- Read-oriented load, order and status sidecar over redacted fixtures; preserve incumbent dispatch/TMS authority and human approval for external actions.
- Limits
- Repository capability is not evidence of carrier authority, regulatory compliance, security, availability, integrations or production fitness.
- Rights
- Coverage inventory records AGPL-3.0 with high reuse risk; verify current license, dependencies, security and deployment obligations before reuse.
[repo-fleetbase]
Revision: unverified
GreaterWMS/GreaterWMS
Repository presents a warehouse-management application with inventory and warehouse workflow capabilities.
- Possible reuse
- Inventory and fulfillment evidence prototype only, using synthetic or redacted records; no authority over freight release, routing or customer commitments.
- Limits
- README capability is not evidence of warehouse controls, carrier compliance, scan accuracy, integrations, support or production operation.
- Rights
- Coverage inventory records Apache-2.0; verify current repository license, dependencies, security and deployment obligations before reuse.
[repo-greaterwms]
Revision: unverified
Business value and a falsifiable pilot
No firm baseline, achieved automation rate, review/rework data, operating cost, displacement proof or eligible-population measurement. Null is not zero.
Within one authorized freight operator, compare matched redacted or synthetic loads, dispatches, exceptions and invoice packets under the incumbent and supervised candidate workflows; pre-register HOS, privacy, approval and rollback gates.
- Human time including review/rework is not lower than matched baseline.
- Any HOS, carrier-authority, routing, payment or customer commitment action occurs without authorized human approval.
- Private shipment, driver or customer data crosses an unauthorized boundary or a critical exception is missed.
- Measured first-year net cash is not positive for a cash-savings offer; capacity gains alone are not cash.
Read the shared value modelLimits
- This is not transportation, safety, customs, legal, regulatory or carrier-authority advice, product admission or an industry-wide forecast.
- Current software adoption prevalence and subscription prices were not verified; named offerings are not assumed installed.
- No generic repository is claimed to replace a TMS, WMS, carrier records, HOS records, contractual authority or professional judgment.
- Rights, security, retention, restoration, integrations, accessibility, data quality, claims handling and state/local requirements remain product-owner gates.
Sources
- 49 CFR Part 395 — Hours of Service of Drivers · Electronic Code of Federal Regulations
Supports hours-of-service and recordkeeping boundaries; does not authorize software to make safety, routing or carrier decisions and is not legal advice.
- Transportation Management · The Descartes Systems Group
Vendor capability claims only; no installation prevalence, price, accuracy, security or outcome measurement.
- Onfleet delivery management platform · Onfleet
Vendor capability claims only; no installation prevalence, price, accuracy, security or outcome measurement.
- fleetbase/fleetbase repository · Fleetbase
Repository was accessible; revision and production behavior remain unverified. Coverage inventory records AGPL-3.0 and high reuse risk, subject to current rights review.
- GreaterWMS/GreaterWMS repository · GreaterWMS
Repository was accessible; revision and production behavior remain unverified. Coverage inventory records Apache-2.0, subject to current rights review.