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AI for data quality and observability

Every product we track in data quality and observability, with its pricing, what it does and where it ranks on public evidence.

47 products23 companies1 rankingUpdated Oct 27, 2026

Where they rank. Scored out of 100 on public evidence.

All rankings

Across industries

Detect data anomalies

  1. 1Anomaly DetectionBigeye
  2. 2ProcIndex FP&A AgentProcIndex
  3. 3Anomaly DetectionTelmai
13 products reviewedUpdated Oct 20

Products

47 products from 23 companies

  • Anomaly Detection by Bigeye

    ML-driven data anomaly detection that alerts data teams when data needs attention.

    Free trialAlso from Bigeye: AI Trust Platform, Data Lineage, Data Monitoring and 3 more

    #1 in Detect data anomalies

  • Salsify Blocked Product Fix List by Rastro AI

    Upload a SupplierXM export and recipient template.

    Free planAlso from Rastro AI: PDF to ETIM Classifier

    #2 in Detect data anomalies, manufacturing and industrial

  • Anomaly Detection by Telmai

    ML-driven, no-sampling anomaly detection on column values and business metrics with self-evolving thresholds.

    Also from Telmai: Data Health Analysis, Data Layer Consistency, Data Quality and 2 more

    #3 in Detect data anomalies

  • Velum Platform by Velum Labs

    The semantic control plane for data quality.

    Free plan

    #4 in Detect data anomalies

  • DataSeen

    Data visualization platform for analytics, reporting, and business intelligence that helps organize enterprise data with supervised AI, including document sorting…

    #4 in Classify documents

  • SimSage Categorise by SimSage

    Automates categorisation by auto-tagging documents so they can be filed and found more easily.

    Also from SimSage: SimSage Audit, SimSage IIM Platform

    #5 in Classify documents

  • Datamonk Platform by Datamonk

    A data quality engine for medical imaging that analyzes, cleans, and normalizes metadata at scale.

    #4 in Clean data, healthcare and life sciences

  • Anomaly Detection by Datafold

    ML-driven monitoring across all dimensions of data quality.

    Also from Datafold: Data Diff, Data Knowledge Graph, Data Quality Platform

    #7 in Detect data anomalies

  • Augmented Data Engineering (Sense) by Aible, Inc.

    Auto data validation and structured outcome evaluation.

    Free planFrom $99/user/month

  • Aiven for DataHub by Aiven

    Unified governance tool for data discovery, documentation, and lineage.

    Free plan

  • Stream Governance by Confluent

    Democratize access to high-quality data.

  • Unity Catalog Semantics by Databricks

    Open, adaptive semantics layer for consistent answers across BI assets, developer tools and AI agents.

    Free trial

Showing 12 of 23 companies

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