Connected stack
Northwind Health
01
Keep model health, data quality, and release checks in one place.
02
Northwind Health
03
Vertex Rail
04
Orion Bank
AI OBSERVABILITY
Track Drift, Fix Causes Fast
Watch data drift, anomaly spikes, and model health in one place. Get alerts fast, trace the cause, and keep every release on track.
Northwind Health
Vertex Rail
Orion Bank
BluePeak Retail
Cedar Grid
Atlas Energy
CORE PRODUCT
Track drift and fix causes
Watch live feature shifts and catch problems before release notes pile up.
Drift Checks
Watch live feature shifts and catch problems before release notes pile up.
Anomaly Alerts
Send Slack and email alerts when metrics jump, drop, or stall.
Model Dashboards
See accuracy, latency, loss, and error rate in one view.
01
Root-Cause Paths
Trace a bad result to the feature, slice, or release that changed.
02
Data Quality Rules
Check missing values, bad types, and range breaks before they ship.
03
Experiment Tracking
Compare runs, versions, and metrics to see which change won.
WHO IT HELPS
Built for fast teams
Catch drift early and link each spike to the model or feature that caused it.
01
Drift Checks
Watch live feature shifts and catch problems before release notes pile up.
02
Anomaly Alerts
Send Slack and email alerts when metrics jump, drop, or stall.
03
Model Dashboards
See accuracy, latency, loss, and error rate in one view.
04
Root-Cause Paths
Trace a bad result to the feature, slice, or release that changed.
Use case 01
For ML Engineers
Catch drift early and link each spike to the model or feature that caused it.
Use case 02
For Product Analysts
Watch key metrics, spot odd jumps, and share clean reports with the team.
Use case 03
For Platform Teams
Keep one view of health across jobs, services, and release windows.
500+
signals per model
500+
signals per model
5 min
to root cause
24/7
drift watch time
99.9%
alert delivery
PRICING
Plans for every team
1 model or dataset\nDaily drift checks\nBasic anomaly alerts\n7-day event history\nEmail support
per workspace
Free
£0
1 model or dataset\nDaily drift checks\nBasic anomaly alerts\n7-day event history\nEmail support
Most popularPopular
Pro
£89
Up to 20 models\nLive drift checks\nSlack and email alerts\nRoot-cause drilldowns\nModel health dashboards\n90-day history
annual contract
Enterprise
Custom
Unlimited models and teams\nSSO and role controls\nCustom alert rules\nExperiment and release reports\nData quality rule packs\nDedicated onboarding call
Proof
What teams say
Verified
“We cut release triage from hours to minutes after the first week.”
Maya Clarke
Head of ML @ Northwind Health
Verified
“The alert paths tell us what changed and where to look first.”
Ethan Ward
Platform Lead @ Vertex Rail
Verified
“Product teams can see bad data fast, with less back-and-forth.”
Priya Shah
Analytics Manager @ BluePeak Retail
Integrations
Slack
Keep model health, data quality, and release checks in one place.
Slack
Slack
Keep model health, data quality, and release checks in one place.
GitHub
GitHub
Keep model health, data quality, and release checks in one place.
Jira
Jira
Keep model health, data quality, and release checks in one place.
Datadog
Datadog
Keep model health, data quality, and release checks in one place.
The Map
The Map
Journal
Latest product notes
Arts & EntertainmentAug 2, 2026
Professional Resource Directory
Questions
Common questions
Quick answers before visitors choose a product, service, or next step.
01What does Why Labs monitor?+
It watches data drift, anomalies, data quality, and model health across live runs so teams spot issues fast.
02Can it find root causes?+
Yes. It links a spike to the feature, slice, release, or experiment that changed first in production, so you know where to look.
03Is it made for product teams?+
Yes. Product teams use it to spot bad inputs, failed releases, and drops in key metrics without waiting on data tickets.
04Do you send alerts?+
Yes. Send Slack and email alerts when drift, quality, or performance crosses your limit for any model.
05Can we start free?+
Yes. The Free plan gives core checks for one model or dataset, with no card needed, so you can test the flow first.
06Does it fit UK teams?+
Yes. Why Labs is built for UK SaaS teams and works across local and global data stacks from one dashboard.
Get product updates
Get one short email a month with drift tips, alert setup notes, and new product changes.