every build is the same engine: reconcile the feeds, keep the lineage, surface the figure, defend it on demand. what changes is whose challenge it has to survive.
your figures live in systems that don't agree — meters, erps, spreadsheets, loggers, csv drops. the data layer reconciles them into a single governed source of truth, and keeps the lineage: every figure traceable to the reading it came from.
dashboards for the people who watch the number. a lineage explorer for the people who challenge it. a report generator that produces the monthly pack, the verification bundle, or the lp report in one click.
assistants, document pipelines, and automation built on the data layer, where every answer can cite its source. that is the difference between ai you demo and ai you put into production.
reporting runs, verification cycles, monitoring, support — under a published scope per order, not open-ended retainer hours. the figure stays defensible after the build, because the challenges don't stop.
every build is scoped from the assessment. two weeks, fixed price, a costed roadmap — then the build is quoted against the stake, not the hours. we don't quote blind, and you don't buy blind.
you own the hosting, the data, and the code. data stays in the jurisdiction unless there is a written reason otherwise. if we disappear tomorrow, your engine keeps running.
a survey of available residency postures: afrihost, xneelo, oracle joburg, hyperscaler sa regions, in-house. cost, latency, audit posture. tabled by sector.
two weeks, a working paper, a costed roadmap. You choose what we build.