Ranking December 2025
Wat are the top 25 anomaly detection AI tools in December 2025?

The RankmyAI Anomaly Detection AI Tools Ranking presents the top 25 AI tools from our Overall ranking in December 2025 focusing on AI anomaly detection.

 

Anomaly detection AI tools are used to identify patterns in data that do not conform to expected behavior. These tools are commonly applied in areas such as fraud detection, cybersecurity, quality control, and monitoring of systems or operations. They leverage machine learning algorithms to flag irregularities, detect outliers, and automate alerts for faster response to potential issues.

 

The green up and red down arrows indicate how many positions a tool has increased or decreased compared to the previous month's ranking. A grey dash means the tool's position has remained unchanged.

Top 25 out of
333
1
Qdrant Qdrant is a high-performance vector similarity search engine designed for scalability and efficiency, catering to advanced AI applications across various industries. It supports complex data processing with features like advanced search, recommendation systems, and anomaly detection.
unknown
Germany
2
Tractian Tractian is an industrial reliability platform that unifies AI-powered condition monitoring, CMMS, and OEE into a single pane of glass. It deploys vibration and electrical sensors to detect anomalies, predicts failures, and streamlines maintenance with work orders, inventory, and reporting features. Teams gain real-time insights to reduce downtime and optimize production.
unknown
Brazil
3
MindBridge MindBridge AI Platform provides continuous oversight of financial transactions to efficiently identify anomalies and manage risk, enhancing audit and financial reporting accuracy through the analysis of 100% of data.
paid
Canada
4
I-care Group Icare provides an end-to-end predictive maintenance solution combining Wicare wireless IoT sensors with the Isee AI-powered platform and global field expertise. The platform processes millions of data points to detect anomalies, reduce downtime, optimize maintenance, and improve production performance. Services include PdM as a Service, reliability engineering, lubrication programs, calibration and measurement, training, and CMMS integrations.
unknown
Belgium
5
Kumo.AI Kumo offers AI-powered solutions providing personalized customer experiences with graph neural networks, enabling businesses to optimize marketing campaigns, enhance customer retention, detect fraud, and improve model performance without extensive ML expertise.
paid
United States
6
Soda Soda is a data quality platform that helps teams test, monitor, and govern data across pipelines. It detects anomalies in production metrics, runs tests early in CI/CD, and converts issues into collaborative data contracts. With integrations like Slack, dbt, and AWS, Soda streamlines operational data quality and provides explainable alerts to ensure trusted data products.
unknown
Belgium
7
Datafold Datafold is a data engineering platform that accelerates data platform migrations and maintains data quality. It uses AI agents for SQL/code translation and automated validation, performs value-level data diffs across databases, detects anomalies, maps column-level lineage, and integrates into CI/CD to surface PR impact and prevent bad code deploys.
unknown
United States
8
Fideo Intelligence Fideo provides real-time identity verification and fraud prevention, utilizing advanced AI and continuous learning to protect businesses from financial losses and enhance security.
unknown
United States
9
Trustmi Trustmi's Behavioral AI platform detects and prevents socially engineered fraud by analyzing anomalies across emails, financial systems, and controls, providing end-to-end protection for businesses.
unknown
United States
10
Validio Validio provides automated data quality and metrics monitoring with real-time anomaly detection, enabling proactive issue resolution and root cause analysis through completely integrated solutions across business data stacks.
freemium
Sweden
11
alwaysAI alwaysAI offers a computer vision platform that empowers enterprises with real-time data processing capabilities for automation and process improvement, applicable to various industries including manufacturing and logistics.
paid
United States
+1
12
Pathway Pathway offers real-time data integration and AI-driven analytics solutions, enabling scalable vector search, anomaly alerts, and machine learning capabilities with over 300 data source integrations.
freemium
France
-1
13
Cake Cake is an AI development platform that integrates open-source components, providing flexibility and control for AI infrastructure. It accelerates model development and deployment with enterprise-grade security and compliance.
unknown
United States
14
Observo Observo.ai is an AI-powered observability platform designed to optimize telemetry data, reduce costs, and improve incident response for Security and DevOps teams. It integrates with multiple data sources and emphasizes flexibility and efficiency.
unknown
Unknown
+3
15
VU VU Security is a cybersecurity platform specializing in Customer Identity and Access Management (CIAM), digital identity verification, and fraud prevention. Its modular suite spans onboarding, MFA and passwordless login, biometric liveness and anti-spoofing, device fingerprinting, anomaly detection, KYC, and rule-based decisioning. The solution secures the full user lifecycle, boosts conversion with low-friction flows, and helps organizations comply with privacy regulations.
unknown
Argentina
16
Fusemachines Fusemachines AI Studio TM offers tailored AI solutions integrating generative and predictive AI engines for enterprise applications, facilitating innovation and diverse industry application.
unknown
United States
17
Skyfish Skyfish provides a comprehensive drone-enabled photogrammetry platform for infrastructure inspection, offering high-accuracy 3D models and AI-powered anomaly detection to support critical infrastructure needs.
unknown
United States
-3
18
Arvo Arvo is a Brazilian AI platform for health insurers that improves payment integrity by identifying fraud, errors, and waste across claims and medical documents. Its smart agents analyze TISS data, images, and contracts to flag anomalies, verify regulatory compliance, check cost-effectiveness, and validate information, delivering immediate savings and operational efficiency with plug-and-play integration.
unknown
Brazil
19
Inspectos Inspectos is a Brazilian SaaS platform that digitizes inspection and appraisal processes for industries such as banking, insurance, real estate, logistics, and agribusiness. It combines AI-driven antifraud checks, self-inspection via mobile apps, computer-vision analysis for images and videos, OCR, and operational management to deliver faster reports, lower costs, and standardized quality across distributed field teams. The solution is highly configurable, integrates via APIs, and supports end-to-end workflows from data capture to audit and claims regulation.
unknown
Brazil
+1
20
Develandoo Scylla utilizes AI technology to enhance video surveillance through real-time detection and behavior recognition, efficiently reducing false alarms and integrating with existing systems to ensure security across diverse industries.
paid
United States
+4
21
Swish.ai Swish.ai enhances IT operations with AI-driven solutions, offering anomaly detection, SLA breach intelligence, and process analysis to streamline workflows and improve efficiency.
unknown
Israel
-2
22
GlassFlow GlassFlow provides Python-based, serverless, real-time data pipeline development, eliminating infrastructure complexities while supporting major integrations for enhanced data management.
freemium
Germany
-1
23
Narrative BI Narrative BI provides a platform for automated business intelligence, transforming raw data into AI-generated insights and narratives, enabling user-friendly data monitoring and anomaly detection.
paid
United States
-1
24
Safebooks AI Safebooks AI serves as a financial data governance platform, providing finance teams with an auditable view of transactions. It integrates with existing systems to detect anomalies and inaccuracies, improving data reliability and transparency.
unknown
Israel
+1
25
Qualytics Qualytics automates data quality controls using machine learning, minimizing manual effort and enhancing data confidence. It integrates seamlessly with existing data stacks, offering scalable solutions for enterprises.
unknown
United States
-2
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Disclaimer

The RankmyAI Anomaly Detection AI Tools Ranking is derived from our Overall ranking, which measures the popularity of AI tools based on three key metrics: website traffic, reviews, and investments. The Overall ranking is calculated as the weighted average of the individual rankings for each of these metrics (for more details, see our Methodology page).

Not all AI tools in this ranking are exclusively focused on AI powered anomaly detection, as AI tools and companies often provide multiple services beyond this specific application. This ranking does not assess or indicate the quality, effectiveness, or reliability of the listed AI tools. It is solely based on popularity metrics and should not be interpreted as an endorsement or evaluation of their performance.

You are free to use and distribute our ranking, provided that RankmyAI is properly cited as the source (see our Copyright page).

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