Best AI Tools for Anomaly Detection in 2026
Anomaly detection organizes tables, assumptions, trends, and exceptions so data can guide decisions.
Top Anomaly Detection AI tool recommendations
These Anomaly Detection AI tools are ranked by Anomaly Detection fit score first, with free access and latest usage signals as secondary checks.
The platform provides machine learning-based anomaly detection to prevent data quality issues.
It detects model drift, data integrity issues, outliers, and anomalies in unstructured data models.
It features no-code data monitoring and real-time schema change alerts to catch data health issues early.
Best Free Anomaly Detection AI Tools
Start with free Anomaly Detection AI tools that cover practical Anomaly Detection workflows before comparing paid pricing plans.
| Tool | Fit | Free status | Pricing | Why it fits | Website |
|---|---|---|---|---|---|
| Data Observability v2 by Metaplane | 95 | Free option | Free, Pro with usage-based plans | The platform provides machine learning-based anomaly detection to prevent data quality issues. | Visit |
| Fiddler AI | 85 | Free option | Custom pricing, with a free Guardrails trial available. | It detects model drift, data integrity issues, outliers, and anomalies in unstructured data models. | Visit |
| Secoda AI | 80 | Free option | Free, Core with 14-day Free Trial | It features no-code data monitoring and real-time schema change alerts to catch data health issues early. | Visit |
Compare pricing for Anomaly Detection AI tools
Compare plan names, prices, and short pricing notes for the top Anomaly Detection AI tools before opening each official website.
| Tool | Fit | Pricing plans | Website |
|---|---|---|---|
Data Observability v2 by MetaplaneFree option | 95 | Free$0 Free forever plan including 10 monitored tables, 4 users, automated data monitoring, and column-level lineage. ProUsage-based Pay for what you use per monitored table. Includes 12 users, unlimited viewers, Data CI/CD, Data Insights, and Cost & Performance Monitoring. EnterpriseCustom Pricing Customized plans for enterprise scale. Features include custom integrations, SSO (Okta, AD, SAML), AWS/Azure PrivateLink, and premium CSM support. | Visit |
Fiddler AIFree option | 85 | LiteContact for Pricing Ideal for individual practitioners launching AI efforts. Includes up to 10 models, up to 500 features, up to 10 user seats, and 3 months of raw data retention. BusinessContact for Pricing Ideal for teams scaling production use cases. Includes custom models, unlimited features, unlimited user seats, custom data retention, advanced analytics, fairness monitoring, and a dedicated CSM. PremiumContact for Pricing Ideal for AI-forward enterprises with business-critical deployments. Adds cloud/on-premise deployment options, custom explanations, and white-glove onboarding services. | Visit |
Secoda AIFree option | 80 | StarterFree Get started with simple cataloging, monitoring, and AI. Includes data catalog, lineage, observability, data requests, and up to 3 teams. CoreFree Trial Deploy Secoda's all-in-one solution. Everything in Starter, plus automated workflows, API access, importing/exporting, analytics, SSH tunnels, and unlimited teams. Free for 14 days. PremiumContact Sales Manage and measure your governance impact. Everything in Core, plus data quality score, PII scanning, SCIM, access request management, groups, guest accounts, and VPC peering. EnterpriseContact Sales Built for bigger teams with security or deployment needs. Everything in Premium, plus unlimited integrations, custom user roles, RBAC, SIEM logging, custom integrations, self-hosting, and audit logs. | Visit |
anomalo.comPaid-first | 100 | Free Data Quality AnalysisFree Complimentary initial analysis of data quality for selected tables Enterprise PlanContact for Pricing Full access to AI-powered monitoring, custom validation rules, data lineage, and dedicated support | Visit |
ExcelmaticPaid-first | 85 | Free$0 Free forever. Includes 10 chat messages/mo, 20 image to excel actions/mo, 2 uploaded files per chat, a 5MB file upload limit, 30 days of chat history retention, simple analysis, basic charts, and community support. Essential$9.90/mo Billed monthly. Includes 150 chat messages/mo, 150 image to excel actions/mo, 5 uploaded files per chat, a 50MB file upload limit, 180 days of chat history retention, basic analysis, full charts, download capabilities, and standard email support. Professional$29.90/mo Billed monthly. Includes unlimited chat messages, unlimited image to excel actions, 10 uploaded files per chat, a 100MB file upload limit, 360 days of chat history retention, model analysis, predictive modeling, full charts with custom themes, and priority support. | Visit |
DatadogPaid-first | 82 | Infrastructure Monitoring Free$0 Core collection and visualization features, one-day metric retention, and up to five hosts. Infrastructure Monitoring ProStarting at $15 per host per month Annual pricing; $18 per host per month on demand. Includes centralized infrastructure monitoring, 1,000+ integrations, dashboards, and 15-month metric retention. Infrastructure Monitoring EnterpriseStarting at $23 per host per month Annual pricing; $27 per host per month on demand. Adds machine-learning alerts, Live Processes, and advanced administrative controls. Application Performance MonitoringStarting at $31 per host per month Annual pricing with Infrastructure Monitoring attached; $36 on demand. Includes distributed tracing, service maps, service health metrics, and trace analytics. Log ManagementStarting at $0.10 per ingested or scanned GB per month Standard indexing starts at $1.70 per million log events per month. Flex Storage starts at $0.05 per million events stored per month. Cloud SIEMStarting at $5 per analyzed GB per month Annual pricing; $7.50 per analyzed GB on demand. Includes real-time detection, threat hunting, security analytics, and 12-month security data retention. Real User MonitoringStarting at $0.15 per 1,000 sessions per month Annual pricing; $0.22 on demand. RUM Investigate starts at $3 per 1,000 filtered sessions per month. Synthetic TestingStarting at $5 per 10,000 API test runs per month Browser Testing starts at $12 per 1,000 test runs, and Mobile App Testing starts at $50 per 100 test runs. Incident ResponseStarting at $20 per seat per month On-Call starts at $20, Incident Management at $30, and the Incident Response bundle at $40 per seat per month with annual billing. Workflow AutomationStarting at $10 per 100 workflow executions per month Annual pricing; $14 on demand. Includes workflow blueprints, integrations, branching logic, and automated actions. Cloud Cost ManagementFree for Datadog Cost Visibility; Pro from $5 per $1,000 of cloud or SaaS spend per month Enterprise starts at $10 per $1,000 of cloud or SaaS spend per month. Annual pricing is shown. Agent ObservabilityFree tier available; Pro from $160 per month Annual Pro pricing includes 100,000 LLM spans per month. Additional LLM spans are billed separately. Code SecurityStarting at $40 per committer per month Annual pricing; $57.60 on demand. Includes static and runtime code analysis plus static and runtime software composition analysis. Database MonitoringStarting at $70 per database host per month Annual pricing; $84 on demand. Requires Infrastructure Monitoring and includes normalized query monitoring and database performance insights. Datadog Disaster RecoveryCustom quote Pricing is based on the scope of observability coverage and disaster recovery requirements. | Visit |
Graphite NotePaid-first | 65 | Sprout$295/mo Starter plan for individuals and micro teams. Includes 1 user, CSV uploads only, up to 3 models created, and 1M total dataset rows. Growth$995/mo Designed for small teams. Includes 3 users, CSV and database connectors (such as PostgreSQL, MySQL, MS SQL, Redshift), up to 10 models created, and 10M total dataset rows. EnterpriseCustom For larger teams requiring custom limits on models, users, and rows. Offers dedicated server options, custom API access, and a dedicated account manager. Additional 1M dataset rows (Add-On)$95/mo Add an extra 1 million total dataset rows to your active plan. Additional User (Add-On)$95/mo Add an extra user seat to your active plan. Data Scientist Services (Add-On)$495/mo Get dedicated expert support for preparing and managing your data, limited to 1 hour per week. | Visit |
Latest Anomaly Detection AI tool overview
Rank the best online AI tools for Anomaly Detection by free access, pricing, Anomaly Detection task fit score, and the practical reason each tool belongs on this page.
| Tool | Free | Starting price | Task fit score | Why it fits | Visit |
|---|---|---|---|---|---|
| mimindbridge.ai | No | Contact for Pricing | 100 | The platform specializes in comprehensive anomaly detection within financial ledgers and transactions. | Visit |
| ananomalo.com | No | Free Data Quality Analysis available, contact for enterprise pricing | 100 | The platform corely focuses on automated AI-driven anomaly detection to identify abnormal data patterns. | Visit |
| DaData Observability v2 by Metaplane | Yes | Free, Pro with usage-based plans | 95 | The platform provides machine learning-based anomaly detection to prevent data quality issues. | Visit |
| VeVectra | No | Contact for Pricing | 85 | The tool leverages machine learning to identify anomalous behavior and attacker movements. | Visit |
| ExExcelmatic | No | Free, Essential from $9.90/mo | 85 | Features explicitly include an anomaly detection mechanism to automatically discover abnormal data patterns and risks. | Visit |
| FiFiddler AI | Yes | Custom pricing, with a free Guardrails trial available. | 85 | It detects model drift, data integrity issues, outliers, and anomalies in unstructured data models. | Visit |
| DaDatadog | No | Free tiers and trials available, paid products from $0.10 per GB or $15 per host/mo | 82 | Watchdog and cloud cost features detect anomalies across applications, infrastructure, and operational data. | Visit |
| SeSecoda AI | Yes | Free, Core with 14-day Free Trial | 80 | It features no-code data monitoring and real-time schema change alerts to catch data health issues early. | Visit |
| GaGamma.ai | No | Contact for Pricing | 75 | The engine dynamically detects active employee data breaches, shared security blunders, and unusual data exposures. | Visit |
| GrGraphite Note | No | Free Trial available, Sprout from $295/mo, Growth from $995/mo | 65 | The tool assists users in easily exploring patterns, data problems, and associations within their datasets. | Visit |
AI tool categories that work for Anomaly Detection
See which AI tool categories appear most often in the strongest Anomaly Detection matches.
| Category | Matching tools | Free plans | Average fit | Top tool |
|---|---|---|---|---|
| AI For Data Analytics | 7 | 2 | 86 | |
| AI Monitor | 5 | 2 | 84 | |
| AI Detector | 4 | 1 | 89 | |
| AI Developer Tools | 2 | 1 | 90 | |
| AI Assistant | 2 | 1 | 83 | |
| Large Language Models (LLMs) | 2 | 2 | 83 |
Popular tools with strong fit for Anomaly Detection
Compare usage signals with fit score so popular Anomaly Detection tools do not outrank better workflow matches by traffic alone.
| Tool | Traffic signal | Fit | Price | Why it belongs |
|---|---|---|---|---|
| Datadog | 5.7M/mo | 82 | Free tiers and trials available, paid products from $0.10 per GB or $15 per host/mo | Watchdog and cloud cost features detect anomalies across applications, infrastructure, and operational data. |
| Vectra | 176K/mo | 85 | Contact for Pricing | The tool leverages machine learning to identify anomalous behavior and attacker movements. |
| Excelmatic | 78K/mo | 85 | Free, Essential from $9.90/mo | Features explicitly include an anomaly detection mechanism to automatically discover abnormal data patterns and risks. |
| Gamma.ai | 78K/mo | 75 | Contact for Pricing | The engine dynamically detects active employee data breaches, shared security blunders, and unusual data exposures. |
| Fiddler AI | 57K/mo | 85 | Custom pricing, with a free Guardrails trial available. | It detects model drift, data integrity issues, outliers, and anomalies in unstructured data models. |
| Secoda AI | 49K/mo | 80 | Free, Core with 14-day Free Trial | It features no-code data monitoring and real-time schema change alerts to catch data health issues early. |
| mindbridge.ai | 26K/mo | 100 | Contact for Pricing | The platform specializes in comprehensive anomaly detection within financial ledgers and transactions. |
| Data Observability v2 by Metaplane | 22K/mo | 95 | Free, Pro with usage-based plans | The platform provides machine learning-based anomaly detection to prevent data quality issues. |
Anomaly Detection FAQ
Compare the latest ranked AI tools for Anomaly Detection
Review top free and paid online AI-powered tools for Anomaly Detection, pricing signals, and fit scores before choosing a Anomaly Detection workflow.