AI SolutionsService
AI for freight documentation and classification
How to evaluate the tools, and what they really cost to run.
Kaelo Global is a Dubai company licensed in Meydan Free Zone, with over 100 clients served so far.
At a glance
What it is
Extraction accuracy on a clean sample tells you very little. The cost sits in the most difficult tenth of your document flow.
A principal, Kaelo Global AI solutions
There is no shortage of software promising to read your bills of lading and classify your goods. There is very little neutral writing about how you would tell whether any of it is good enough to put into an operating process, such as what accuracy makes automated classification usable, what a wrong classification actually costs, and where a person has to stay involved. That is the question a forwarder is trying to answer, and vendors cannot answer it neutrally.
AI freight document automation works well on clean, familiar documents and struggles on the rest. We help you test it against your own paperwork, including the difficult items, set a confidence threshold that reflects what an error would cost you, and design the review step so that uncertain cases reach a person quickly with the reasoning attached.
We do not sell software. We evaluate what is available, build only where a bespoke tool is genuinely better, and say so plainly when an off-the-shelf product would serve you well.
What's included
Six areas of scopeDocument extraction, evaluated properly
Bills of lading, commercial invoices, packing lists and certificates arrive as scans, photographs and inconsistent PDFs. Extraction accuracy on a clean sample tells you very little. What matters is accuracy on the most difficult tenth of your real document flow, because that is where exceptions and costs come from.
Classification and the threshold question
Automated HS classification is useful above a confidence threshold and risky below it. Setting that threshold is a commercial decision instead of a technical one, because it depends on what a wrong classification costs you in duty, delay and penalties, and that varies by trade.
A review step designed from the start
Full automation is rarely the right target. The realistic aim is to let confident cases pass straight through and to put uncertain ones in front of a licensed person, with the reasoning attached so the review is quick.
What it costs at real volume
The cost of running the model on every document at production volume, rather than at demonstration volume, plus the review time that exceptions consume. Many business cases in this area are built on the easy documents and quietly leave out the exception queue.
Fitting into the systems you already use
How the tool connects to your forwarding or customs system, where files are stored and who can see them, so the process is workable for your operations team.
Data protection and confidentiality
Where documents are processed and stored, what a provider may do with them, and which customer data must stay inside your own systems, all agreed before any pilot begins.
How the work runs
Document sample
A real sample of your documents, including the difficult ones, instead of a tidy selection.
Baseline measurement
Current handling time, error rate and the cost of rework, so there is something to compare against.
Evaluation harness
The tools scored against your own documents, with the confidence threshold discussed and agreed openly.
A pilot with the review step in place
The new process run alongside the existing one before anything is replaced.
When to come to us
- 01You process enough documents that handling time is a real cost.
- 02You can provide a genuine sample, including the messy documents.
- 03You have licensed staff who can take part in the review step.
- 04A provider has shown you an impressive demonstration and you want it tested against your own paperwork.
What we do not do
- Providing customs classification as a service. We build and evaluate tools, and the classification decision stays with your licensed broker.
- Quoting accuracy figures from a vendor's marketing material.
- Promising a level of automation before we have seen your most difficult documents.
Plenty of products, very little neutral evaluation.
Search for AI in freight and you find vendor pages, marketplace listings and press releases. Independent guidance on how to evaluate any of it is much harder to find, which is one reason we wrote this page.
Related reading
The test dataset, the scoring method and what the score has to mean.
Cost for each unit of work at real volume, including the exceptions nobody prices.
Tender design, carrier selection and cost baselining, explained as a practical method.
Our specialist practice for freight forwarders, customs brokers, carriers, 3PLs and removals companies in the UAE.
Common questions
