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Top 10 Best AI R Cargo Management Software of 2026

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Top 10 Best AI R Cargo Management Software of 2026

Compare ai r cargo management software options for freight teams, with practical tradeoffs for air cargo handling and reporting.

19 min readUpdated Editorially scoped research
How we ranked these tools
01Editorial Scope

Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.

02Source Research

AI search agents find sources, extract figures with provenance, and aggregate written reviews. They also transcribe video reviews and podcasts.

Read our full methodology →

Framework: Features 40% · Ease 30% · Value 30%

Gitnux may earn a commission through links on this page — this does not influence rankings. Editorial policy

Cargo teams need software that can model shipment processes, automate cargo messaging, and integrate with airline and logistics systems through API and configurable workflows. This comparison helps decision-makers weigh enterprise capabilities like provisioning, RBAC controls, audit logs, and throughput against implementation effort across air cargo operations and forwarding.

IBS iCargo is the best pick for airlines that need controlled cargo operations across stations, departments, and partners because its modular suite links commercial, warehouse, revenue, and operational control in one configurable environment, whereas Kale UPLIFT fits airlines, handlers, and forwarders that want shared operational coordination through a common operating model.

Editor’s top 3 picks

Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.

Editor pick
1

IBS iCargo

Its modular iCargo suite connects cargo commercial, warehouse, revenue, and operational control processes within one configurable environment.

Best for: Fits when airlines need controlled cargo operations across multiple stations, departments, and external partners.

2

Kale UPLIFT

Editor pick

UPLIFT’s shared operating model coordinates cargo processes across airlines, ground handlers, forwarders, and warehouse teams.

Best for: Fits when airlines, handlers, and forwarders need shared operational control across connected cargo facilities.

3

SITA Cargo

Editor pick

SITA's aviation network infrastructure connects cargo operations with airline, airport, and ground-handling systems.

Best for: Fits when airlines and handlers need shared cargo data across complex aviation networks.

Comparison Table

1
IBS iCargoBest overall
enterprise
9.1/10
Overall
2
vertical specialist
8.7/10
Overall
3
enterprise
8.6/10
Overall
4
vertical specialist
8.5/10
Overall
5
enterprise
8.3/10
Overall
6
enterprise
7.8/10
Overall
7
API-first
7.4/10
Overall
8
vertical specialist
7.2/10
Overall
9
6.8/10
Overall
10
vertical specialist
6.5/10
Overall
#1

IBS iCargo

enterprise

Enterprise cargo management software for airlines, handlers, and logistics operations.

9.1/10
Overall
Features9.1/10
Ease of Use9.1/10
Value9.1/10
Standout feature

Its modular iCargo suite connects cargo commercial, warehouse, revenue, and operational control processes within one configurable environment.

IBS iCargo is designed for airlines, ground handlers, and cargo divisions that need one operating model across commercial and operational teams. Modules support shipment booking, rate management, capacity control, acceptance, warehouse activity, document handling, and shipment milestone updates. Configuration tools allow organizations to adapt workflows, permissions, and business rules across stations.

The suite is most suitable for large networks that can fund structured deployment, integration testing, and process governance. Its breadth can create a heavier administrative burden than narrower cargo applications. A global airline can use iCargo to connect sales offices, handling stations, revenue teams, and external partners through a shared operational record.

Pros
  • +Broad modular coverage for airline cargo commercial and operational processes
  • +Configurable rules support station-specific workflows and organizational controls
  • +Integration architecture connects external partners and legacy enterprise systems
  • +Supports shared processes across airline networks and handling locations
Cons
  • –Large deployments require extensive process design and integration governance
  • –Interface complexity can slow adoption for occasional operational users
  • –Module scope may exceed the needs of smaller cargo operators
  • –Data migration from fragmented legacy systems can require substantial preparation
Use scenarios
  • Global airline cargo divisions

    Coordinate multi-station cargo operations

    Consistent network-wide processes

  • Air cargo revenue teams

    Manage rates and cargo revenue

    More controlled commercial decisions

Show 2 more scenarios
  • Ground handling organizations

    Standardize station handling workflows

    Fewer station process variations

    Station teams can configure acceptance, warehouse, documentation, and exception workflows within shared operational controls.

  • Cargo technology administrators

    Connect enterprise cargo applications

    Lower duplicate data entry

    Integration capabilities support data exchange with partner systems, enterprise applications, and existing airline technology estates.

Best for: Fits when airlines need controlled cargo operations across multiple stations, departments, and external partners.

#2

Kale UPLIFT

vertical specialist

Air cargo community and operations software for airlines, handlers, agents, and regulators.

8.7/10
Overall
Features8.7/10
Ease of Use8.7/10
Value8.7/10
Standout feature

UPLIFT’s shared operating model coordinates cargo processes across airlines, ground handlers, forwarders, and warehouse teams.

Air cargo operators needing coordinated handling across warehouses, terminals, and airline partners can use Kale UPLIFT for unified operational control. Its cargo management suite connects shipment processing, warehouse activities, flight planning, and partner collaboration in one operating environment.

The system supports air waybill processing, booking workflows, status updates, and exception handling. Its strongest distinction is the UPLIFT operating model, which links operational data across stakeholders instead of limiting control to a single cargo department.

Pros
  • +Connects airline, ground-handler, and forwarder workflows through one operational environment
  • +Supports air waybill, booking, warehouse, and flight-management processes
  • +Provides configurable workflows for cargo events and operational exceptions
  • +Offers integration options for external cargo and enterprise systems
Cons
  • –Implementation requires detailed process mapping across participating organizations
  • –User experience can feel dense for occasional warehouse or airline users
  • –Advanced intercompany workflows may require significant configuration
  • –Public documentation provides limited detail on API governance and audit controls
Use scenarios
  • Air cargo operations managers

    Coordinating warehouse and flight partner updates

    Fewer missed handoffs

  • Air waybill processing teams

    Processing AWBs with booking workflows

    Faster shipment processing

Show 2 more scenarios
  • Exception and incident coordinators

    Managing delays and operational exceptions

    Quicker issue resolution

    Exception handling links impacted shipments to responsible partners for coordinated investigation and resolution.

  • Freight forwarder coordination staff

    Synchronizing partner collaboration and milestones

    Better execution visibility

    Partner collaboration maintains shared operational milestones from booking through flight planning and updates.

Best for: Fits when airlines, handlers, and forwarders need shared operational control across connected cargo facilities.

#3

SITA Cargo

enterprise

Air transport technology supporting cargo messaging, shipment processes, and airline operations.

8.6/10
Overall
Features8.6/10
Ease of Use8.6/10
Value8.6/10
Standout feature

SITA's aviation network infrastructure connects cargo operations with airline, airport, and ground-handling systems.

Cargo operations teams use SITA Cargo to coordinate shipment processing, messaging, and operational data across airline and ground-handling environments. Its portfolio connects cargo workflows with airport and airline systems through industry messaging and integration services.

Coverage includes shipment records, electronic air waybill processing, status events, and partner data exchange. The main distinction is SITA's infrastructure reach across aviation stakeholders, although implementation can require significant coordination.

Pros
  • +Strong connectivity across airlines, airports, handlers, and cargo partners
  • +Supports electronic air waybill processing and shipment event exchange
  • +SITA infrastructure reduces fragmentation between operational stakeholders
  • +Suitable for large-scale aviation environments with complex integration requirements
Cons
  • –Implementation can require extensive stakeholder coordination
  • –User experience may vary across connected SITA modules
  • –Advanced workflows often depend on local configuration and integration work
  • –Less suitable for small forwarders needing rapid self-service deployment
Use scenarios
  • Airline cargo operations managers

    Coordinate EAWB processing across partners

    Fewer data mismatches

  • Ground handling supervisors

    Transmit status updates for ULD movements

    Faster exception handling

Show 2 more scenarios
  • Shipment data integration teams

    Exchange partner shipment information securely

    Lower manual workload

    Routes industry data between airline and handling systems to reduce manual reconciliation effort.

  • Cargo control tower staff

    Track shipments through multi-stop journeys

    Improved departure readiness

    Consolidates shipment records and status events to maintain real-time operational visibility.

Best for: Fits when airlines and handlers need shared cargo data across complex aviation networks.

#4

CHAMP Cargospot

vertical specialist

Air cargo software covering reservations, handling, warehouse operations, and messaging.

8.5/10
Overall
Features8.5/10
Ease of Use8.5/10
Value8.5/10
Standout feature

Cargospot’s modular airline architecture connects commercial, operational, warehouse, and revenue processes within one configurable environment.

Cargospot combines airline cargo sales, operational control, revenue functions, and warehouse workflows through connected modules. Configuration supports carrier-specific products, handling rules, flight schedules, customer accounts, and operational milestones. Its integration surface supports external systems used by freight forwarders, customs services, finance teams, and airport operations.

Pros
  • +Covers airline sales, operations, warehouse activity, and revenue workflows
  • +Supports Cargo-XML, Cargo-IMP, and external community-system integrations
  • +Configurable rules accommodate carrier products, stations, and handling processes
  • +Provides dedicated controls for irregularities and operational exceptions
Cons
  • –Implementation requires extensive process mapping and administrator training
  • –The broad module structure can feel complex for smaller carriers
  • –Advanced integrations may require specialist technical resources
  • –User experience varies across modules and configured workflows
Use scenarios
  • Multi-station airlines

    Coordinate cargo across network stations

    Consistent network operations

  • Airline cargo operations teams

    Control daily shipment execution

    Fewer manual handoffs

Show 2 more scenarios
  • Ground handling organizations

    Coordinate warehouse and airline work

    Improved station coordination

    Handlers align warehouse tasks, shipment records, acceptance processes, and airline communications through configured workflows.

  • Cargo IT departments

    Connect external cargo systems

    Broader system interoperability

    Technical teams exchange operational data through supported industry messages and configured interfaces with surrounding applications.

Best for: Fits when airlines need coordinated cargo operations across stations, handlers, and external messaging systems.

#5

Accelya Cargo

enterprise

Airline cargo software covering distribution, pricing, sales, and operational processes.

8.3/10
Overall
Features8.3/10
Ease of Use8.3/10
Value8.3/10
Standout feature

Integrated cargo revenue management links demand, pricing, capacity, and booking decisions within the airline cargo stack.

Cargo operations teams use Accelya Cargo to manage airline cargo processes across booking, documentation, rating, and revenue workflows. Its product family includes cargo management, revenue management, and digital distribution capabilities rather than a single lightweight application.

Pros
  • +Covers booking, rating, documentation, revenue, and operational cargo workflows.
  • +CargoWise integration extends forwarding data exchange beyond airline systems.
  • +Cargo-XML and EDI support fit established airline messaging environments.
  • +Revenue management capabilities connect capacity decisions with cargo demand data.
Cons
  • –Implementation requires specialist airline process knowledge and configuration.
  • –User experience can vary across modules within the broader product portfolio.
  • –Small operators may use only a fraction of the available functionality.
  • –Public material gives limited visibility into granular RBAC and audit controls.

Best for: Fits when airlines need integrated cargo operations and revenue workflows across established enterprise systems.

#6

CargoWise

enterprise

Global logistics software with air freight management, forwarding, customs, and finance functions.

7.8/10
Overall
Features7.8/10
Ease of Use7.9/10
Value7.7/10
Standout feature

Unified global forwarding database connecting shipment, compliance, warehouse, transport, and financial transactions.

CargoWise gives freight forwarders a shared record across bookings, house and master shipments, declarations, documents, billing, and operational events. Air cargo teams can coordinate carrier interactions, shipment status updates, warehouse activities, and compliance tasks without maintaining separate records for each department. Its integration framework supports external carriers, customs systems, community networks, and enterprise applications through APIs and message-based connections.

Pros
  • +Unifies forwarding, customs, warehousing, transport, and finance records
  • +Extensive API and integration options for enterprise ecosystems
  • +Supports multi-branch operations with shared workflows and controls
  • +Deep documentation and compliance coverage for complex shipments
Cons
  • –Implementation requires substantial process design and administration
  • –Broad configuration can create inconsistent workflows between branches
  • –Interface density can slow onboarding for occasional users
  • –Advanced integrations may require specialist technical resources
Use scenarios
  • Multinational freight forwarders

    Coordinate cross-border air shipments

    Consistent global execution

  • Air cargo operations teams

    Manage consolidated export shipments

    Fewer duplicate records

Show 2 more scenarios
  • Customs and compliance departments

    Process regulated cargo movements

    Better compliance visibility

    Integrated declarations, screening steps, documents, and shipment data support controlled cross-border processing.

  • Enterprise integration teams

    Connect logistics applications

    Reduced manual re-entry

    APIs and message interfaces connect CargoWise records with carriers, customs services, warehouses, and corporate systems.

Best for: Fits when multinational forwarders need shared operational control across air cargo, customs, warehousing, and finance.

#7

CargoAI

API-first

Digital air cargo platform for rates, capacity, booking, and API-based integrations.

7.4/10
Overall
Features7.4/10
Ease of Use7.4/10
Value7.4/10
Standout feature

CargoAI’s digital airfreight marketplace combines carrier capacity discovery with booking connectivity and programmable data access.

Air cargo management systems typically center on shipment execution, while CargoAI focuses on market intelligence and digital booking connectivity. Its platform aggregates schedules, capacity, rates, and carrier data to support freight procurement and booking decisions.

Pros
  • +Aggregates airline schedules, capacity, and rates in one procurement workspace
  • +Digital booking connectivity reduces repeated carrier-portal work
  • +API access supports integration with forwarding and procurement systems
  • +Market data improves carrier comparison and routing decisions
Cons
  • –Does not replace warehouse handling, ULD control, or full airline operations software
  • –Data quality depends on participating carriers and connected sources
  • –Advanced workflows require integration planning and configuration
  • –Operational visibility is narrower than end-to-end shipment execution suites

Best for: Fits when freight teams need multi-carrier airfreight procurement, booking connectivity, and market data through integrated workflows.

#8

Hermes Cargo

vertical specialist

Cargo management software for airlines and ground handling companies.

7.2/10
Overall
Features7.2/10
Ease of Use7.1/10
Value7.3/10
Standout feature

Cargo workflow configuration tailored to freight forwarding operations rather than general-purpose transport management.

Hermes Cargo differentiates itself through cargo-focused operational workflows built for freight forwarding and air logistics teams. The software supports shipment booking, document handling, cargo status updates, and coordination across forwarding activities.

Pros
  • +Cargo-focused workflows align with forwarding and logistics operations
  • +Supports shipment documentation and status handling
  • +Suitable for centralized operational coordination
  • +Specialized scope avoids unnecessary general business modules
Cons
  • –Public technical details provide limited API and integration depth
  • –Advanced airline messaging standards are not clearly documented
  • –Configuration may require process mapping before deployment
  • –Governance and audit controls are not prominently specified

Best for: Fits when freight teams need dedicated cargo operations software with configurable workflows.

#9

Magaya

SMB

Logistics management software with forwarding, warehouse, documentation, and air freight capabilities.

6.8/10
Overall
Features6.8/10
Ease of Use6.8/10
Value6.8/10
Standout feature

Magaya Digital Freight Portal connects customer bookings, shipment documents, tracking events, and operational data in one shared workflow.

Air cargo systems commonly cover bookings, shipment records, status events, and forwarding workflows. Magaya adds a unified logistics data model that connects forwarding, warehouse, customs, accounting, and customer-facing processes.

Pros
  • +Unified shipment, warehouse, customs, accounting, and customer data
  • +Configurable workflows automate document creation and operational handoffs
  • +API and EDI connectivity support external systems and partner exchanges
  • +Customer portal provides shipment visibility and document access
Cons
  • –Broad configuration surface can require structured implementation governance
  • –Some specialized airline functions may need partner or custom integrations
  • –Reporting depth depends on data configuration and operational discipline
  • –Complex deployments can require substantial user training

Best for: Fits when freight forwarders need one operating system across air cargo, warehousing, customs, and finance.

#10

Riege Scope

vertical specialist

Cloud forwarding software supporting air freight, shipment control, documents, and accounting.

6.5/10
Overall
Features6.5/10
Ease of Use6.5/10
Value6.5/10
Standout feature

A modular forwarding architecture links air shipment execution with customs, document management, accounting, and other transport modes.

Freight forwarders and logistics operators managing European air and multimodal shipments get the clearest fit from Riege Scope. Its modular workspace combines forwarding operations with shipment records, document handling, customs processes, and accounting functions.

Pros
  • +Modular forwarding suite connects air freight operations with customs, documents, finance, and road transport.
  • +Shipment records support house and master air waybill workflows.
  • +Integrated customs and compliance functions reduce dependence on separate operational systems.
  • +Configurable workflows support different branches, transport modes, and organizational structures.
Cons
  • –Advanced ULD and warehouse handling depth is less evident than in cargo-specific systems.
  • –Complex configuration can require experienced administrators and structured implementation governance.
  • –Airline capacity allocation and flight planning are not the product's clearest specialization.
  • –Integration outcomes depend on carrier, customs, and external system connectivity.

Best for: Fits when freight forwarders need one configurable system for air freight, customs, documents, finance, and multimodal operations.

Conclusion

After evaluating 10 ai r cargo management software, IBS iCargo stands out as our overall top pick — it scored highest across our combined criteria of features, ease of use, and value, which is why it sits at #1 in the rankings above.

Our Top Pick
IBS iCargo

Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.

Frequently Asked Questions About Ai R Cargo Management Software

How do air cargo management platforms handle API and EDI integrations for messaging and rate data exchange?
CargoWise supports APIs and message-based connections for carriers, customs systems, community networks, and enterprise applications. Magaya offers API access and EDI connectivity tied to its logistics data model. CargoAI focuses on aggregating schedules, capacity, and rates with APIs that help connect market data to booking workflows.
Which tools support SSO and role-based access controls for multi-team cargo operations?
IBS iCargo is built for airlines with coordinated commercial and operational teams and supports configurable permissions across stations and business rules. CargoWise is designed around user permissions and data governance that support distributed forwarder operations. SITA Cargo coordinates partner data exchange across aviation stakeholders, which typically requires governed access controls and controlled provisioning.
What data migration patterns work when replacing a legacy cargo system with Accelya Cargo, CHAMP Cargospot, or SITA Cargo?
Accelya Cargo typically supports migration through structured cargo operations data such as bookings, documentation, rating, and revenue workflows, which aligns with its integrated operational model. CHAMP Cargospot and IBS iCargo both require mapping process milestones, station rules, and operational events into their configuration-heavy environments. SITA Cargo often drives migration around shipment processing, electronic air waybill processing, and status event exchange so that partner messaging stays consistent.
How do these systems model air waybills and document workflows when processing house and master shipments?
Magaya supports house and master shipment records, consolidation workflows, document generation, and milestone visibility within a unified logistics data model. Riege Scope covers house and master air waybills plus consolidation records and carrier communications for multimodal operations. CargoWise also maintains shipment records and documents across house and master shipments while coordinating operational events.
What admin controls matter most when multiple stations, warehouses, or partners share one cargo operating model?
Kale UPLIFT uses an operating model that links operational data across airlines, ground handlers, forwarders, and warehouse teams, which makes shared controls and exception handling central. CHAMP Cargospot configures carrier-specific products, handling rules, customer accounts, and operational milestones across stations. IBS iCargo and SITA Cargo both emphasize coordinated governance for multi-stakeholder data exchange and station-level workflow behavior.
How do workflow automation and exception handling differ between warehouse-centric tools and airline-centric tools?
Kale UPLIFT ties warehouse activity to shipment processing, flight planning, and partner collaboration through its shared operating model. Accelya Cargo connects booking, documentation, rating, and revenue workflows, which shifts automation emphasis toward airline commercial and operational integration. Magaya includes automation and milestone visibility that spans forwarding, warehouse, customs, and accounting, which can expand exception scope across functions.
What configuration effort is typical when the same platform must support different cargo processes across customers or handling partners?
CHAMP Cargospot and IBS iCargo are configuration-heavy when station rules, permissions, and interfaces must reflect partner-specific handling and milestone behavior. Hermes Cargo places more weight on configuring cargo workflows to match forwarding operations, which can reduce breadth but increases process mapping work. CargoWise requires sustained ownership for process design, user permissions, and governance so that the shared record stays consistent across branches and legal entities.
How do these platforms support shipment status updates and partner communication without creating duplicate operational records?
CargoWise is designed around a shared record for bookings, house and master shipments, declarations, documents, billing, and operational events. SITA Cargo focuses on coordinating shipment processing and messaging across airline and ground-handling environments, which supports consistent status event exchange with partners. CargoAI concentrates on structured capacity and booking connectivity, which reduces the number of manual lookups across carrier portals when orchestration is integrated.
Which tools are better aligned with multimodal Europe-focused forwarding where customs and accounting must stay coupled to air freight execution?
Riege Scope targets European air and multimodal shipments with a modular workspace that combines forwarding operations, customs processes, documents, and accounting. Magaya similarly connects forwarding, warehouse, customs, and accounting through a unified logistics data model, though its broader scope can add implementation complexity. CargoWise also spans customs and operational events through its shared operational backbone, which fits multinational forwarders that need one data model across functions.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Ai R Cargo Management Software

In ai r cargo management software, the separation usually comes from how decisions move from data to actions: integration depth with your systems, the data model that ties shipments to events, and the automation and API surface behind routing, exceptions, and status updates.

Automation rules for exceptions

Why it matters

Automation rules for exceptions decide whether delays and handling issues get triaged consistently or bounced back to manual work. This matters because cargo operations run on time-critical exceptions, not only planned moves.

How to check

Ask for a demo scenario: a late scan plus a missed handoff. Check whether the system proposes or triggers a clear action path (task creation, escalation, reroute) and whether you can adjust thresholds without engineering.

Shipment event data model fidelity

Why it matters

A strong shipment event data model fidelity keeps scans, handoffs, and milestones connected so status stays trustworthy. For this category, mismatched events cause wrong ETAs, duplicate tasks, and confusing customer visibility.

How to check

Bring a sample set of shipment events (at least 10 milestones) and ask how the tool maps them. Verify in the demo that each event updates the right shipment lifecycle state and that historical timelines remain auditable.

Integration depth with carrier and ops systems

Why it matters

Integration depth with carrier and ops systems reduces re-entry and keeps planning aligned with real moves. In practice, the winner is the one that can ingest and reconcile operational messages predictably.

How to check

Ask what the system does for inbound data (orders, scans, booking updates) and how it reconciles conflicts. Request a demo that shows end-to-end flow from an inbound message to updated shipment status and tasks.

API and extensibility for workflows

Why it matters

API and extensibility for workflows lets your team connect cargo activities to internal tools and automate custom steps. When automation is only inside the UI, you lose control over edge cases and reporting needs.

How to check

On demo, ask to view the API documentation and confirm what operations are exposed (shipments, events, tasks, exceptions). Request an example call sequence that creates an exception workflow and updates outcomes.

Task throughput with configurable work queues

Why it matters

Task throughput with configurable work queues matters because exception work can spike during disruptions. If queues and routing are rigid, teams see delays even with good automation logic.

How to check

Ask for a demo where multiple exceptions are generated quickly. Check whether work queues can be configured by lane, priority, or region, and whether assignees and SLAs are tracked in a way you can audit.

Audit log and role-based access

Why it matters

Audit log and role-based access determine whether operations can prove what changed, when, and by whom. For cargo management, this reduces operational disputes when exceptions trigger rebooking or handling changes.

How to check

Ask the demo team to show an exception action lifecycle: create, rule-trigger, assign, update, and close. Verify the audit trail fields and that roles limit who can change routing or shipment fields.

Red flags

  • Exception handling is largely manual despite promised automation
  • Status and timeline accuracy breaks when events arrive out of order
  • APIs and workflow changes cannot be demonstrated in a realistic scenario

Fit by situation

  • If your operations team deals with frequent disruption cases, prioritize automation rules for exceptions.
  • If your team must trust scan-to-milestone history across systems, prioritize shipment event data model fidelity.
  • If you need to connect the system to internal planning and reporting, prioritize API and extensibility for workflows.
Commissioned Research

Funding and competing interests

This study was co-funded by several of the vendors assessed in it. No single vendor funded it. Funders could propose the market studied.

They had no role in selecting vendors, setting or weighting criteria, analysing data or drawing conclusions, and they received the same factual-accuracy check as every other vendor assessed.

Market definition, inclusion rules and criteria weights were fixed by an editor before research began and did not change afterwards. Editorial process →

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