Precision niche services

Focused engagements for teams that need layer-level accuracy — not generic AI slide decks. All engagements quoted in CAD.

Stack flavour audit

We baseline every layer — data ingest through ops monitoring — and score module health against your precision targets. Deliverables include a layer diagram, drift report, and prioritized bean roadmap.

Layer mappingDrift scoringCAD proposal
Machine learning stack layers under precision audit

Hyperparameter precision lab

Grid search and Bayesian tuning beans run in reproducible sandboxes. Every trial logged with manifests your science leads can diff — no black-box sweeps.

Grid beansBayesian tuningManifest lineage
Hyperparameter grid tuning workspace

Accuracy metrics programme

Define flavour thresholds per layer: mAP, F1, latency, and business KPIs on one precision screen. QA and compliance review the same dashboard.

SLO dashboardsQA gatesExport packs
Accuracy metrics dashboard for model layers

Module integration studio

Bean contracts for ERP, warehouse, vector DB, and lakehouse targets. We ship adapters with integration maps your platform team owns post-handoff.

API beansPIPEDA reviewHandoff docs
Software bean module integration diagram

Managed stack monitor

24/7 observability beans with rollback playbooks. P95 latency, error budgets, and flavour drift alerts routed to your on-call channel.

Ops beansRollback pathsOn-call hooks
Stack monitoring console with precision alerts

Match a service to your stack

Tell us which layer needs flavour first — we respond with scope, timeline, and CAD options within two business days.

Tune your stack