AI-native data reliability for the ML & AI era.
Detect data problems. Understand their impact. Investigate with AI. Keep analytics, models and AI applications reliable.
Healthy datasets
142
Datasets at risk
7
Freshness issues
3
Schema changes
2
Volume anomalies
1
Open incidents
4
Open incidents
Freshness · delayed 2h 14m
Schema · VARCHAR → INTEGER
Volume · +48% above baseline
All values shown are fictional demonstration data.
The problem
Data problems rarely start in the dashboard.
By the time a number looks wrong in a report, the problem started hours or days upstream. Anthophora is an early-warning reliability layer that sits between your data platform and the decisions built on it.
Data arrives late
Schemas change unexpectedly
Data volumes suddenly change
Validation rules fail
Pipelines keep running while quality deteriorates
Business users notice before the data team does
Product
Everything you need to trust your data today.
Seven capabilities, available now in the Anthophora MVP.
Data Discovery
Automatically discover datasets, schemas and metadata.
Data Validation
Define and execute data validation rules.
Freshness Monitoring
Detect delayed, stale or unexpectedly late data.
Schema Change Detection
Detect structural changes in datasets.
Volume Anomaly Detection
Detect unusual changes in data volume.
Reliability Incidents
Centralize reliability problems into incidents.
Alerts
Notify teams when reliability problems are detected.
See them working together
Open the demo workspaceData reliability → ML impact → AI impact
See how data problems reach your models and AI applications.
Anthophora is not an MLOps or model-training platform. It follows your data reliability signals downstream so you know which features, models and AI applications are affected.
Feature Reliability
Freshness, missing values, distribution, cardinality and range checks on the features your models use.
Data Drift
Plain-language explanations when distributions shift from their historical baseline.
Model Input Health
Answers one question: can I trust the data currently being supplied to this model?
AI-Powered Investigation
AI connects related changes, explains likely causes and suggests next steps.
Product philosophy
The Anthophora reliability loop.
The current MVP covers Observe → Learn → Detect. AI-powered Investigate is in preview; Explain → Act is where Anthophora is headed next.
Observe
Learn
Detect
Investigate
Explain
Act
AI-native, honestly
Use reliable detection to find the problem. Use AI to understand what happened and what to do next.
Reliable detection first.
Deterministic rules, statistical methods and learned baselines — where predictability and explainability matter most. Not every detection needs a language model.
AI where reasoning adds value.
- Investigation
- Incident understanding
- Root cause analysis
- Correlation
- Impact analysis
- Recommended actions
- Future remediation
How it works
From connection to detection in four steps.
Connect
Connect your data platform.
Discover
Anthophora discovers datasets and metadata.
Learn
Anthophora learns expected patterns and reliability baselines.
Detect
Anthophora identifies freshness, schema, volume and validation problems.
Next on the roadmap: Investigate → Explain → Act
Not just a dashboard
Anthophora watches how your data behaves.
It continuously observes data behavior and flags the changes that could affect trust — in plain language your team can act on.
Freshness
"Orders data normally arrives every 30 minutes. Current delay: 2h 14m."
Schema
"Column customer_status changed from VARCHAR to INTEGER."
Volume
"Today's transaction volume is 48% above the learned baseline."
Validation
"3.2% of records failed the customer_id validation."
Example signals use fictional demo data.
Available now vs coming soon
Clear about what's shipped — and what's next.
- Data Discovery
- Data Validation
- Freshness Monitoring
- Schema Change Detection
- Volume Anomaly Detection
- Reliability Incidents
- Alerts
- Root Cause Analysis
- Incident Correlation
- Impact Analysis
- AI Reliability Agent
- Automated Remediation
Integrations
Works with the platforms you already run.
Built for
For the people accountable for trusted data.
Especially teams running Databricks, PostgreSQL and modern cloud data platforms.
Pricing
Explore → Pilot → Enterprise.
Start with your own tables, prove value in your environment, then scale.
Explore
Try Anthophora with your data
Free
- Up to 10 tables
- Limited-time access
- Hosted in Anthophora public cloud
- All current MVP capabilities
- Self-service
Pilot
Most common pathRun Anthophora in your environment
Custom Pilot
- Customer environment / premises
- Agreed pilot scope
- Real datasets
- Guided onboarding
- Current MVP capabilities
- PostgreSQL / Databricks
- Defined pilot period
- Pilot support
Enterprise
Scale Anthophora across your data platform
Let's Talk
- Enterprise-scale deployment
- Customer environment / private cloud
- Custom scope
- Enterprise security requirements
- Advanced integrations
- Future AI capabilities
- Dedicated support