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GCC · India · UK · North America

AI for logistics, end to end.

Know what every trip earns.Know what each pallet costs.Know what's been billed.Then act on it.

Data Semantics shows transport, warehousing and freight businesses what every job, trip and customer really earns, and puts AI agents to work on the follow-up: billing what was delivered, processing carrier invoices, answering customers and collecting cash, on the systems you already run.

For transport and fleet operators, warehousing and 3PL providers, freight forwarders and last-mile networks.

14+ yearsbuilding enterprise data and AI
400+professionals, from Dubai and Bengaluru
200+enterprises served

In short

Data Semantics provides analytics, automation and AI agents for 3PL, transport, freight forwarding and courier operators. We connect contracts, jobs, trips, warehouses, invoices and payments into one view of profitability by job, customer, lane and site. AI agents then find and bill unbilled work, process carrier invoices and follow up receivables, with people approving what matters. Start with either analytics or automation.

Works with
  • SAP
  • Oracle Fusion & EBS
  • Microsoft Dynamics 365
  • Salesforce
  • TMS & WMS
  • Telematics & GPS
  • and others on request
The logistics lifecycle

Margin leaks between the move and the money.

Sales, operations, warehouses, fleet, customer service and finance each run on different systems. Every gap between them is where margin, service and cash leak.

  1. 01 / QUOTEA rate is agreedContracts, tariffs, quotes and surcharges
  2. 02 / BOOKA job is bookedOrders, bookings, accruals and documents
  3. 03 / EXECUTEGoods moveTrips, carriers, warehouses and handling
  4. 04 / DELIVERService is provenMilestones, POD, exceptions and claims
  5. 05 / BILLService becomes revenueCharges, accessorials and carrier costs
  6. 06 / COLLECTRevenue becomes cashDisputes, credit terms and collections
Who we serve

Built for everyone who moves, stores and delivers.

Four operating models, one foundation: connect the data, model the business, then automate the decisions that matter. Buying and selling the goods yourself? See trading and distribution.

01 / CONTRACT

3PL and contract logistics

Warehousing and contract logistics for manufacturers, OEMs and retailers, priced per activity, pallet or trip.

Where we help
  • Cost to serve by client and activity
  • Storage and handling billed correctly
  • SLA and order accuracy by client
02 / TRANSPORT

Transportation and fleet operators

Road transport and dedicated fleets moving goods for OEMs, distributors and retailers, often on long-term contracts.

Where we help
  • Profit per trip, route and vehicle
  • Empty running and backhaul
  • Fuel, toll and maintenance cost
03 / FORWARD

Freight forwarders and customs brokers

Ocean, air and multimodal forwarders managing jobs across carriers, agents and borders.

Where we help
  • Job and lane profitability
  • Carrier invoices matched to job accruals
  • Bills of lading and trade documents
04 / DELIVER

Courier, express and last-mile

High-volume parcel and last-mile networks where every failed delivery and customer call costs money.

Where we help
  • First-attempt delivery and failure reasons
  • Hub and route productivity
  • "Where is my shipment?" queries handled by AI
What we do

See it clearly. Then let AI act on it.

We combine industry understanding with the technical know-how to build what you need, from analytics and automation to AI agents that act. These are the most common starting points, and the last card in each row covers everything else.

See itAnalytics and decision intelligence: one trusted view, and what to do next.
Across the lifecycleAnalytics

Job & Customer Profitability Intelligence

Job and customer profitability intelligence connects rates, accruals, actual costs, surcharges and billed revenue to show what each job, trip, lane, customer and contract really earns.

  • Job, trip and lane margin
  • Customer and contract profitability
  • Quote versus actual cost
  • Margin leakage alerts
Execute · DeliverAnalytics

Shipment & Service Intelligence

Shipment and service intelligence combines milestones, tracking events, PODs and commitments to show which shipments are at risk and which customers will feel it, building on the tracking you already have.

  • ETA and SLA risk alerts
  • Exceptions ranked by customer and cost impact
  • Carrier and subcontractor performance
  • POD and claims tracking
ExecuteAnalytics

Fleet & Warehouse Intelligence

Fleet and warehouse intelligence connects trips, vehicles, fuel, telematics, labor and warehouse activity to show where capacity is used, idle or wasted.

  • Vehicle utilization and empty running
  • Fuel, toll and maintenance cost per trip
  • Warehouse space and labor productivity
  • Capacity planning by lane and site

Need something else analyzed or automated? Talk to an expert →

Act on itAutomation and AI agents that do the work, with people approving what matters.
Bill · CollectAutomation

Billing & Collections Automation

Billing and collections automation finds delivered work that hasn't been billed, then uses AI agents to invoice, follow up, resolve disputes and reconcile payments.

  • Unbilled jobs and accessorials
  • Detention and waiting-charge recovery
  • Disputes resolved with POD evidence
  • Collections and cash application
Book · BillAutomation

AP & Document Automation

AP and document automation validates carrier, agent and subcontractor invoices against job accruals and agreed rates, and reads trade documents such as bills of lading and certificates of origin.

  • Carrier invoices matched to job accruals
  • Rate and surcharge validation
  • Bills of lading and certificates of origin
  • Posting straight into the ERP
DeliverAutomation

Customer Service Automation

Customer service automation answers shipment status, delivery, rescheduling and POD questions across chat, voice and messaging, and hands complex cases to your team with full context.

  • "Where is my shipment?" queries
  • Rescheduling and failed deliveries
  • POD and document requests
  • Hand-off to your team with full context
Talk to an expert

Which of these would make the biggest difference?

Tell us where your teams lose the most time today. We’ll show you what we would fix first, on the systems you already run.

Talk to an expert
Semantics is in our name

AI is only as good as its understanding of your business.

A logistics ontology is a shared model of your business: the contracts, customers, jobs, trips, vehicles, carriers, invoices and payments, how they relate, and which system each lives in. Your transport system knows the trip, your telematics knows the truck and your ERP knows the carrier invoice. The ontology knows they're the same job for the same customer.

Explore our ontology and knowledge graph services

From insight to action

A dashboard tells you. Our agents act on it.

Two workflows logistics teams often start with.

Billing & Collections Intelligence

From delivered to paid.

Work you've done but haven't billed is the cheapest margin you'll ever recover.

  1. FindDelivered jobs, trips and handling activity are compared with what has been invoiced.
  2. PriceContract rates, surcharges, detention and accessorials are applied from the agreed tariff.
  3. BillDraft invoices with the POD attached go for approval, then into the ERP.
  4. Follow upAI agents remind, track promises to pay and route disputes with the evidence.
  5. ReconcilePayments are applied and the cash forecast updates on its own.
AP & Document Automation

From carrier invoice to closed job.

Every carrier, agent and subcontractor invoice checked against what you agreed and what was moved.

  1. CaptureCarrier and agent invoices, bills of lading and certificates of origin are read automatically.
  2. MatchEach charge is matched to the job accrual and the agreed rate.
  3. ResolveOver-charges and missing documents go to operations with the evidence attached.
  4. ApproveClean invoices route for approval by rule, entity and value.
  5. PostApproved costs post into the ERP and the job margin is final.
Results

Measured in your numbers.

We don’t borrow results from other industries. Every logistics engagement starts by measuring today’s baseline, and success is proven against it. These are the measures we track most often.

  • Unbilled revenue
  • Margin per job and trip
  • On-time delivery
  • Days sales outstanding
  • Cost per carrier invoice
  • Customer query resolution time
Client work

What we've built for logistics.

A GCC 3PL operator

Warehouse activity connected to billing and client profitability

Storage, handling and labor data brought together, so each client contract shows what it earns and what it costs.

Job & Customer ProfitabilityFleet & WarehouseERP
A logistics provider

Bills of lading and certificates of origin read and validated automatically

Trade documents and carrier invoices captured with Serina, checked against job records and posted, with exceptions routed to operations.

AP & Document AutomationSerinaERP
Common questions

Frequently asked questions

About logistics AI

What is a logistics ontology, and why does it matter?

A logistics ontology is a shared model of your business: contracts, customers, jobs, trips, vehicles, carriers, invoices and payments, and how they relate, mapped to the systems where each lives. It gives every report and every AI agent the same definitions and full context, which is what makes their answers and actions trustworthy.

Profitability and billing

What is job profitability intelligence?

Job profitability intelligence connects contract rates, accruals, actual carrier and operating costs, surcharges and billed revenue, so you can see what each job, trip, lane, customer and contract really earns, not just what it billed.

How do you find unbilled revenue?

Data Semantics compares delivered jobs, trips, PODs and handling activity with what has been invoiced, apply the agreed tariff for surcharges, detention and accessorials, and raise draft invoices for approval. Zebo then follows up and reconciles payment.

Can you automate carrier invoices and trade documents?

Yes. Serina captures carrier, agent and subcontractor invoices and matches them to job accruals and agreed rates. It also reads trade documents such as bills of lading and certificates of origin, configured to your documents and rules.

Systems and data

Which logistics systems do you work with?

SAP, Oracle Fusion and EBS, Microsoft Dynamics 365 and AX and Salesforce are the most common, plus transport, warehouse, freight-forwarding, telematics and banking systems. If your data is in a system, we can usually connect it.

Do we need to replace our TMS, WMS or tracking platform?

No. Data Semantics builds on what you run today, including your ERP, transport, warehouse and tracking systems, and Microsoft Fabric, Databricks or Snowflake if you use one. Where data needs cleaning or moving, DataPrep 360 handles it as part of the work.

Where is our logistics data hosted?

Our solutions run on Microsoft Azure and can be deployed in your own tenant and preferred region, so your data stays under your control.

Getting started

How do logistics companies start with AI?

Yes, and we recommend it. Common starting points are unbilled revenue, carrier invoice automation, job and customer profitability, and shipment-status customer service. Each new use case reuses the same ontology, so it goes live faster.

Where does AI fit in a logistics business, and who stays in control?

AI agents flag at-risk shipments and margin leaks, match invoices, draft bills, answer customers and follow up on payments within guardrails you set. Decisions such as rerouting, rate changes, credit holds and write-offs stay with accountable people, and every action is logged.

How do you measure AI success in logistics?

Against a baseline measured with you at the start, such as unbilled revenue, cost per invoice, margin per job or trip, on-time delivery, days sales outstanding or customer contact volume.

Start the conversation

Bring us the problem costing you most.

Unbilled jobs, carrier invoices, margin or collections. We'll show you what it looks like automated, on your own data.

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