The AI agent for transport & logistics: keep the delivery promise, without overloading operations
“Where is my pallet?”, “Why the delay?”, “When is my collection?”: tracking enquiries saturate operations and customer service, especially at peak times. Your AI agent absorbs those repetitive requests — shipment status, disputes, quotes, follow-ups — and passes your teams only the cases that call for a human judgement. Hosted in France, on local inference or an isolated resource: your flows, your customers and your rates stay under control. The operations manager keeps the decision.
Updated on
The 2 missing parcels stayed at the Lyon cross-dock (last scan 6.10am, not loaded). A dispute is consistent — I am preparing the record.
⛓ Sourced · transport management system + round scans + proof of delivery
Before it goes out, I leave you to confirm who bears the cost — a goodwill gesture or a recharge.
✎ Action · dispute + customer message ready — the operations manager approves
In a transport or logistics company, a Blue Lemon Agent agent absorbs the repetitive tasks — shipment tracking, customer replies, dispute handling, carrier invoices, follow-ups and quotes — drawing on your internal procedures and customs rules. It runs on local inference or is hosted in France: your flows, your negotiated rates and your customers' data are never exposed to a foreign service, architecture designed to reduce exposure to extraterritorial legislation, location alone not being enough to guarantee immunity. Your operations staff concentrate on the real judgements instead of fielding tracking calls. Live within a few weeks.
Reference points describing our offer, not results measured at a client. The scale of the gain is confirmed by a pilot on your own scope.
Why AI matters to transport — and why the sector hesitates
Shippers and consignees want real-time visibility and immediate answers, while margins stay tight and operations are short-staffed. But flows, negotiated rates and customer data are among a carrier's most strategic information.
! The issue
Operations are caught between customers demanding tracking to the minute and a load of calls and emails that explodes at the slightest hitch (delay, shortfall, delivery by appointment). Yet plugging in a consumer AI tool often amounts to entrusting your transport plans, your negotiated rates and your customer file to a third party, generally hosted outside Europe and subject to the Cloud Act.
✓ Our answer
AI is only of interest to a carrier if it is sovereign and confidential by design. Local inference or an isolated resource hosted in France, systematic human oversight, decisions reserved to the operations manager: the time saved on tracking and disputes is never paid for in lost confidentiality. The aim is not to replace your teams, but to take the noise off them so they can keep the delivery promise.
Confidentiality of your flows and your rates: sovereignty & compliance
A carrier handles strategic data: transport plans, negotiated rates, customer files, sensitive goods. Here is how the architecture of our agents protects it, flow by flow.
Local inference
The agent can run on a machine belonging to the company: no flow or customer data leaves the network, nothing passes through a cloud.
Hosting in France
Otherwise, a dedicated and isolated resource, hosted in France under French law — your data: processing and access within the European Union targeted by the architecture.
Reduced extraterritorial exposure
Architecture designed to reduce exposure to extraterritorial legislation, location alone not being enough to guarantee immunity for your flows and rates: our architecture stays out of the American hyperscalers' reach, even when hosted in Europe.
One isolated resource per company
No pooling: your negotiated rates and your customer file live in a strictly dedicated environment.
Encryption & controlled access
Encryption in transit and at rest, role-based access (RBAC), strong authentication and logging.
AI Act: governed deployment
An agent strictly in support; no dispute or credit note approved automatically; traceability and human oversight from end to end.
What depends on the architecture chosen These points are not general guarantees: they are settled deployment by deployment, in the quotation.
- The applicable location is that of the architecture set out in the quotation and verified before commissioning.
- Local execution is announced only for the configuration explicitly described and accepted in the quotation.
- The applicable isolation depends on the deployment mode set out in the quotation; no dedicated isolation is presumed.
- The encryption mechanisms in transit and at rest, their components and key management are those documented for the architecture chosen.
- Roles and permissions are configured and accepted for the identities and systems actually connected.
- The events logged, their content, their retention period and who may access them are defined for the deployment chosen.
See the agent at work
4 real situations, taken from those that come up most often. Pick one: the exchange unfolds as it would in your organisation.
A scripted demonstration. These exchanges show how the agent behaves — its sources, its refusals, what it leaves to your teams. Nothing is sent from this page, no model is queried here, and the matters named are fictional. That is precisely what we promise your data.
The behaviours shown here — monitoring, automation rules, routing and reminders — are configured with you during deployment, from your tools, your rules and your thresholds.
The architecture points named in these exchanges — location, local execution, isolation, encryption, role-based access, logging — are not a guarantee attached to the demonstration: they are those of the architecture set out in your quotation, and verified before commissioning.
· 47 delivered shipments have no scanned proof of delivery, 12 of them more than 30 days old. Without it, a claim is lost before it starts.
· A haulier has been working for 9 days on a goods insurance certificate that expired on 29/07. They have carried 14 consignments.
· Eight lines on a haulage invoice exceed the agreed rate by 12%, all with the same subcontractor.
· Your operating licence falls due in 47 days. Renewal requires financial standing evidence your accountant produces in three weeks. morning-watch_4-flags.pdf4 flags · shipments and consignments concerned
⛓ Source · proofs of delivery, subcontractor certificates, haulage invoices, regulatory deadlines
What I found:
· 35 exist on paper with three of your drivers, according to their run sheets. They are to be scanned, not reconstructed.
· 12 exist nowhere: no scan, no paper reported.
The order that matters: of the 12 that cannot be found, three relate to shipments the customer has already disputed. Those are the ones that cost today, not in thirty days.
For the 12 that cannot be found, I have prepared the only route left: a request to the customer for a delivery confirmation, drafted for each of the 12, with the date, the consignment and the recipient's name. It works, and it has a price: it means asking the party disputing to acknowledge receipt. So it is a commercial decision, and it gets signed — I have ranked the 12 by amount at stake and by age of the relationship, the three already-disputed shipments first. You point at one, two or none; the messages go out within the minute.
The list is sorted by claim deadline, with the three urgent ones first. proofs-of-delivery_47-missing.pdf35 recoverable · 12 not found, 3 urgent
⛓ Source · shipments, run sheets, open claims
Routing follows your organisation: the missing proofs to operations, with the three drivers named in the message addressed to them and nowhere else; the uninsured haulier to the haulage manager and the director, because it is a company risk; the invoice to purchasing; the licence to the director, copied to the accountant.
With a chase: 12 h on the uninsured haulier — every run adds consignments; 48 h on the proofs; 7 days on the rest. Then a weekly summary: by subject, never by driver.
What this arrangement gives you, in figures. This morning's four flags arrived with their file already built: the 47 proofs sorted by claim deadline, the uninsured haulier with his 14 consignments and the certificate request already written, the 8 invoice lines with the gap to the agreed rate line by line, and the licence renewal with the list of supporting documents to request from your accountant. Stopping a haulage job, settling an invoice, closing a claim: those three are signed, because they commit the company towards a third party. I build each one in full and hand it to you ready — you decide on a complete file, in minutes, instead of rebuilding it over two days. An arrangement made by word of mouth on the dock stays outside my view: tell me in one line and it enters the file like everything else.
✎ Proposal · watch and chases to be configured — you set the thresholds
Without those four, a quote gets redone twice. 312 requests carried all four; for the other 174, the missing question went back within the minute, in one sentence, and 149 answered within 24 hours.
· 361 fall inside your rate card — groupage, pallet, part load on your regular lanes. The quote goes out priced, with the transit time and the applicable conditions. Average response time: 4 minutes, against 1 day and 3 hours before.
· 125 fall outside it — out of gauge, regulated goods, destinations off your lanes, or volumes that warrant a negotiation. Those become a prepared sales meeting: the file reaches the salesperson with the four points, the customer's history where there is one, and the estimated cost of the lane.
Collections are planned straight away, not by hand: 212 collections booked over the quarter, each with its slot, the dock or loading address, the equipment needed — tail lift, pallet truck, straps — and the driver whose round already passes nearby. 34 were merged into an existing round, saving 610 km over the quarter.
What went wrong, and how I closed it: 19 collections were booked on a vehicle with no tail lift when the customer has no dock — 19 wasted journeys in three weeks. I was reading the round and not the vehicle record. Loading equipment is now a condition of the booking: a collection with no compatible equipment is not booked, it goes back to operations with the two vehicles that could take it. No wasted journey across the following 96 collections.
⛓ Sourced · rate card, route plan, vehicle and dock records
What I have filled, with its source: consignor, consignee, incoterm, gross and net weight, number of packages, invoiced value, declared origin — all from the commercial invoice and the purchase order.
What is missing: the commodity code for two of the five items. The other three come from your earlier entries for the same product.
Why I do not approximate them: a customs entry is a declaration — the declarant answers for it, and a "nearest" code that turns out wrong is corrected through a procedure, not an email.
What I did instead: both items go with their technical sheet, and the question is written for your customs agent, who gives a code within hours. That is faster than a correction.
The rest of the file goes without waiting. customs-entry_Verne-Switzerland.pdf3 codes carried over · 2 awaiting the agent
⛓ Source · commercial invoice, purchase order, 3 earlier entries
For the other two the check fails, and here is why: their description on the commercial invoice has changed since your earlier shipments. "Complete set" became "set without accessories" on the invoice of 03/08.
It may only be wording. But if the contents changed, the code may change with them — and that is the kind of divergence an inspection picks up across a run of shipments, not on a single one.
What I can say with certainty: the ten earlier shipments carried the old description. None was made under the new one.
The question to the agent runs to three lines, with both descriptions and the technical sheet. It costs a few hours; an amendment costs more, and it covers every shipment concerned.
A proposal, if you approve it: flag any change of description on an item between two shipments, before the entry. Over your last twelve months that covers 17 items — nine of which were never checked. description-changes_17.pdf17 items · 9 never checked
✎ Action · question to the agent ready · 3 codes carried over and verified
What is at stake: your terms and the applicable standard contract confine claims to short deadlines that cannot be recovered.
· 3 claims fall due within 7 days — including one of €14,200, the largest of the set.
· 9 are under way, with the documents gathered.
· 11 are waiting on a document, 6 of them on a proof of delivery — the same ones as this morning.
The overlap is the important point: six of your eleven blocked claims are blocked by a missing proof of delivery, and five of those six proofs exist on paper with a driver.
In other words: five claims out of eleven are unblocked by a scanner, not by a lawyer. claims_23-by-deadline.pdf3 urgent · 5 unblocked by scanning
⛓ Source · open claims, applicable terms, run sheets
· €14,200 claim — documents complete, proof of delivery scanned, customer's reservation dated. Nothing is missing: it is waiting on a signature.
· €3,400 claim — the proof exists on paper with the driver, who is on the road until Thursday. The deadline expires on Friday. It is achievable and it tolerates no slippage.
· €890 claim — no proof, no trace. The file can go without it, with a lower chance.
All three claims are written, quantified, dated, with their documents attached — the €14,200 one is waiting on nothing but your signature and goes out the minute after. A claim commits the company: you are the one who signs it, and that is what makes it enforceable against the customer. What I have taken off you is the building of the file: three files assembled, checked against the applicable deadlines, ready in one morning.
And the observation worth more than these three files: across your 23 claims, eleven lost time on a document you already held. On opening each claim I can immediately match the shipment to its proofs and flag those that exist on paper — with the driver's name and their next return to the depot. Five files out of eleven would have proceeded without waiting. urgent-claims_3-files.pdf€14,200 ready · €3,400 achievable · €890 without proof
✎ Support · 3 files ready — submission stays with the company
Eight lines exceed the agreed rate by 12% on average, all with the same subcontractor, for €2,840.
What I looked for before calling it drift: all eight lines are city-centre deliveries with an imposed time slot. Your rate card with that subcontractor does not cover that case.
What that changes: this may not be overcharging. It may be a real service your rate card does not cover, and that nobody has negotiated.
What I do not know: whether a verbal agreement exists. Your planners talk to that subcontractor daily, and none of those exchanges is in my data.
The question is written for the haulage manager, with the eight lines and the rate card clause. It is settled with one phone call. haulage_8-lines.pdf€2,840 · same cause across all 8
⛓ Source · 214 lines, transport orders, subcontractor rate card
First: all eight services were actually performed. The proofs of delivery exist, and the imposed slots appear on your own customers' transport orders. Refusing to pay for work done because it was off-rate is a choice; it is not a free one.
Second: that subcontractor handles 34% of your haulage in the Lyon area. A €2,840 disagreement is settled quickly; a disagreement that costs you a haulier in peak season is settled less quickly.
What I suggest, and it deals with both: pay the eight lines, and negotiate adding the imposed slot to the rate card going forward. The subject is not this month's €2,840: it is that they will come back every month while the rate card does not cover it.
The draft rate card variation is ready. It is neither sent nor signed. rate-card-variation_imposed-slot.pdf1 clause to add · 34% of haulage at stake
✎ Support · rate card variation prepared — payment and negotiation stay yours
Your case is not here? That is exactly what a 15-minute conversation is for. Book the free audit →
The uses of AI in transport & logistics
Each use corresponds to an agent we deploy. All of them work in support, subject to your approval.
Shipment tracking
Answering “where is my parcel?” instantly by email, chat or portal: status, estimated arrival, proof of delivery — without tying up operations.
Quote requests & collections
Qualifying incoming requests (origin, destination, volume, lead time) and scheduling the collection or the sales meeting.
Need to go further?
These agents handle a different business process, with their own owner and their own price. They are added to this one.
Chasing unpaid invoices
Chasing overdue transport invoices in multichannel sequences, restating the delivery note and the contract — to protect your cash flow.
Debt collection agent (multichannel sequences) from 587 € excl. VAT / month Debt recovery →Tender responses
Preparing responses to logistics tenders and framework contracts: reusing your templates, specifications and references, for approval.
Tender response agent (drafting) from 684 € excl. VAT / month Tenders →Project tracking
A project does not derail all at once: it slips from one deadline to the next, and you notice at the review meeting.
Project tracking agent (tasks, deadlines) from 499 € excl. VAT / month Discover the agent →AI knowledge base agent
The information exists in your company — but it is scattered across procedures, contracts, an intranet and the memory of a few people.
Document agent (FAQ, knowledge base) from 678 € excl. VAT / month Discover the agent →AI agent for invoice processing
Entering, matching, getting approval, paying: processing supplier invoices is a repetitive, high-volume process that invites mistakes.
Automated invoice processing agent (P2P) from 981 € excl. VAT / month Discover the agent →End-to-end sales
A sales cycle chains together prospecting, qualification, follow-ups, sending materials and preparing the decisive meeting.
Autonomous sales agent (prospecting → closing) from 612 € excl. VAT / month Discover the agent →AI sales & CRM agent
Every salesperson knows it: the CRM is never really up to date.
Sales agent (meeting notes, follow-ups, CRM) from 592 € excl. VAT / month Discover the agent →In 15 minutes we identify the most relevant agent — without oversizing the project.
How much time can an operations team win back?
By automating tracking replies and the opening of disputes, an operations team can aim for a reduction by half in time spent on repetitive enquiries — reinvested in handling incidents and in the shipper relationship.
The stages of your AI agent project
Audit & scoping
15 minutes to target the use case with the best return.
Quote or direct sign-up
A catalogue offer is bought online; a specific need gets a costed quote.
Design
We design the agent and its guardrails.
Integration & testing
We connect your tools to the agent, which is itself hosted in France.
Rollout
Going live and training your team.
Operation
Continuous supervision and improvement.
One agent, two packages
A tracking and customer support agent (shipments, disputes, quotes), installed and operated for you. Choose according to how you work. Prices exclude VAT — annual subscription, the time it takes for the gains to settle in.
Four guarantees that matter to a carrier
Related resources
Your questions, our answers
Can the AI agent really answer tracking requests on its own?
Are my flows, my negotiated rates and my customer file protected?
Does the agent connect to my transport or warehouse management system?
How does the agent handle disputes and damage?
Can it help with customs and regulatory procedures?
Do you have to be a large transport group to equip yourself?
Does the agent state that it is an artificial intelligence?
How long does it take to deploy an agent?
18 AI agents Blue Lemon Agent deploys for this scope
Other sectors with intense flows and exchanges
Let us estimate the potential in your operations
15 minutes to identify the use case with the best return — hosted in France, supervised, with no commitment.