neural intelligence.
For the problems where applied intelligence is not enough — custom models, tight feedback loops, and systems that improve with every interaction.
overview
When off-the-shelf models don't fit your domain, the answer is rarely to train a bigger one — it is to design the loop. Neural intelligence engagements are for organisations with proprietary data, a measurable feedback signal, and a real economic reason to own the model. We build the full stack: feature store, training pipeline, evaluation harness, serving tier, and the human-in-the-loop interface that keeps your team in the loop. The goal is a system that gets smarter while you sleep without surprising you in the morning.
what we deliver
every engagement leaves behind artefacts your team can extend without us. the list below is typical — not a menu.
- check_small feature store and data contracts with clear ownership
- check_small model architecture selected against baseline and cost targets
- check_small reproducible training pipeline with full lineage
- check_small shadow deployment and champion/challenger evaluation
- check_small serving tier with hardware fit-for-purpose (GPU, CPU, edge)
- check_small drift detection and automated retraining triggers
- check_small ML platform runbook your engineers can operate solo
how we engage
discovery
we audit your data, feedback signals, and existing models. if the problem is actually a rules engine, we say so.
architecture
we design the training and serving stack around your latency, freshness, and cost targets — not around a favoured framework.
build
we ship the first model end-to-end and prove its lift against a baseline measured in dollars, not f1 scores.
operate
we run the loop for two quarters, then hand over a platform your team extends without us.
clients, in their words
"our recommender was 14% better in a month. the platform around it is what kept it 14% better six months later."
"arkavix knew when to stop. they handed back a boring system — which is what you want in production."
ready to engage?
we respond to every inquiry within one business day. tell us the shape of the problem; we'll tell you whether we're the right fit.
start a project