• 🔴 Do your KPIs drop and no one can show which features drifted?
    We profile data continuously and pinpoint drifting features before KPIs slide.
  • 🔴 Do pipelines break silently and you learn it from angry stakeholders?
    We watch freshness, schema and volume to catch breaks early.
  • 🔴 Do executive dashboards look wrong but analysts lack evidence?
    We produce drift and anomaly evidence your leadership can trust.
🔴 Are you explaining yesterday’s miss instead of preventing today’s?
We turn firefighting into early warning with automated checks and alerts.
🔴 Do models decay between releases without anyone noticing?
We track prediction drift and stability so you retrain before loss accumulates.
💯 Practice Areas
ADG Drift & Anomaly keeps your data and models stable. We monitor schema, volume, freshness, feature and prediction drift, detect outliers, alert the right owners and deliver a monthly drift report your execs can read and act on.

🔸 Fewer bad decisions from silent data issues.
🔸 Early warnings on drift and pipeline breaks.
🔸 Clear ownership and action steps.
🔸 Executive-ready drift reports for accountability.
🔸 Lower retrain and outage costs.
🔸 Confidence that BI reflects reality.
How It Works
Targets & owners
Select KPIs, tables and models to watch. Assign alert owners so action paths are clear.
☑️ Talk with ADG
Baselines
Compute normal ranges for freshness, volume, schema, features and predictions. Store as code for repeatability.
Detectors & routes
Configure checks and anomaly models, route alerts with context and a one-line runbook per alert.
Integrate & test
Hook warehouses and BI, fire test alerts, tune thresholds to minimize noise without missing real issues.
Go live
Monitor in production, link anomalies to KPI moves so leadership sees cause-effect, not just charts.
Monthly report
Ship a concise drift summary with top incidents and fixes. Keep it consumable in 5 minutes.
Managed (optional)
We own tuning, schema change handling and stability metrics as data scales.
What you pay for
  • Launch
    Baselines for tables, features and KPIs, alert routes.
  • Standard monitoring
    Drift checks, pipeline health, anomaly alerts, monthly report.
  • Plus
    Multi-domain, on-prem, stricter SLAs, custom KPIs and ownership mapping.

General transparency note

Pricing reflects two components where applicable:
✅ Expert work
Architecture, implementation, monitoring, reporting.
✅ Resources
Compute, storage, network and third-party tooling used to meet your SLAs
On-prem and air-gapped environments are quoted due to access, security and deployment constraints.
We keep these components itemized so you see exactly what delivers the outcome.