Paper-first coaching that shows why a child lost the mark, across three syllabuses, and a workforce system for the schools that run them. This is where we have real users today.
What each one does, how it connects to your systems, and what you are handed at the end of it.
The child works on paper, because that is where the examination happens. A photograph of the page is marked, every mistake is tagged by its cause, and the next set of practice is built around the pattern rather than the score.
Payroll, leave, claims, training and people records for schools and small employers, with every computed figure traceable to the rule that produced it and a complete history behind each change.
Parents see one child. Teachers see their roster. Heads of department see the patterns across a cohort without any individual learner being identifiable to them.
Sectors are where the work lands. These are the engines behind them, and the reason a chilled-water plant and a pharmaceutical utility block are the same problem wearing different clothes.
Efficiency, drift and failure-mode analysis on plant and utilities equipment, measured against a baseline the engineer can inspect and disagree with.
A documented model of a plant: the assets, the points each one needs, what those readings become, and how each failure mode announces itself before it becomes an outage.
Marking work by the cause of each error rather than the count, then building the next task around the pattern. Held to the method the learner was actually taught.
Payroll, leave, claims and people records where every figure can be traced to the rule and the approval that produced it.
Generating training data where real examples are scarce or restricted, and filtering it through a verifier so that only material which passes a check is ever used.
Producing several workable courses of action with their trade-offs stated, then replaying them against varied conditions so a person can choose on evidence.
Nothing here needs a platform decision on day one. Every product is entered the same way, whether it is a chilled-water plant or a primary classroom.
One system, one site, a fixed number of weeks. A published data requirement, agreed before anyone starts, so the cost of the exercise is known at the outset.
From a historian export or a photographed page, never a live write-back into plant control or a school record system. Advisory from end to end.
You keep the findings and the gap list whatever happens next, including if you decide not to continue. That is the point of a fixed scope.
Two products are in service and the rest are in conversation. We list the kind of organisation rather than the name, because a name on a company site reads as a reference, and that is theirs to give.
Problems we are working on where the method matters as much as the result. Each one feeds a technique back into the products rather than standing on its own.
Some detection models need far more examples than real annotated material can supply. We generate synthetic medical imaging and pass it through a verifier, so only material that survives a check is ever used for training. Realism is judged by a subspecialty consultant rather than by us.
Software that reads a developing situation, produces several workable responses, states the trade-offs of each, and stress-tests them against varied conditions. The operator chooses, and every option arrives with the reasoning that produced it.
Cooling is the largest controllable energy load in most critical facilities. The work is on measuring recovered efficiency in a way that holds up: a saving has to be attributable to one change and visible in the plant data, rather than modelled after the fact.
LUMO-ELAB PTE. LTD. is a Singapore software company working on applied artificial intelligence for learning, workforce and plant operations. The products are meant for daily use by teachers, payroll administrators and reliability engineers, so they are built to fit an existing routine rather than to replace one.
Education and workforce are in service today. The industrial work is further back, and the sectors beyond it are directions we are building toward rather than things you can buy. Every page here says which is which.
Product enquiries, pilots and partnerships all reach the same inbox, and the reply comes from someone who builds the software.