Unsupervised Transaction Anomaly Detection

MindBridge AI Platform uses unsupervised machine learning on 260 billion transactions to detect anomalies and policy breaches. It integrates with ERP and data‑lake systems, offering continuous monitoring, explainable results, and audit support that cuts manual review and shortens audit cycles.

Anomalo automates data quality across structured, semi‑structured, and unstructured data in cloud lakes and warehouses. Using unsupervised ML, it detects anomalies, validates completeness, enforces governance without code, and offers lineage mapping and KPI tracking.

Outlier DB efficiently detects outliers in datasets, highlighting anomalies to enhance data quality and accuracy. Its advanced algorithms streamline data analysis, improving dataset reliability for informed decision-making.

Autogon is a no‑code AI platform providing real‑time fraud detection, transaction monitoring, and AML automation for banks and fintechs. It uses ML, behavioral analytics, and device data to reduce false positives, automate KYC/KYB filings, and centralize alerts for efficient investigations.

InsightAI delivers AI‑driven fraud and AML intelligence, using device fingerprints, network signals, and behavioral analytics to detect fraud before transactions, automate case summarization, spot forged documents, and provide millisecond‑level real‑time risk scoring with explainable outputs for aud

Oversight centralizes financial and compliance data, delivering continuous monitoring, fraud detection, and audit automation. Machine‑learning models achieve 95% risk‑detection and 99% duplicate‑payment prevention, integrating natively with ERP and spend‑management systems.

AnChainAI delivers AI‑powered blockchain forensics, real‑time crypto payment screening and cross‑chain analysis for 70+ blockchains. It automates transaction tracing, risk scoring, smart‑contract due diligence, and compliance reporting, cutting investigations to seconds.

Athenic AI transforms plain‑English questions into deterministic SQL and instant visual answers, letting teams explore data without coding. It offers root‑cause research, anomaly alerts, dashboards, and scheduled reports—all grounded in verified metrics for reliable insights.

Jungle AI provides real‑time performance monitoring for industrial assets using unsupervised learning. It ingests sensor data, eliminates on‑site hardware, offers context‑sensitive alarms, and predicts failures to enhance wind, solar, and maritime operations and maintenance.

Lopus Probe integrates sales, marketing, and product data for real-time GTM analytics, helping RevOps teams identify churn risks, enhance revenue forecasting, and simplify query management while providing timely insights without extensive BI requests.

BoostKPI ADA is an AI‑driven data analyst that accepts CSV, SQL, or cloud data, delivering instant, privacy‑protected insights via chat, heatmaps, and drill‑downs. It flags anomalies, encrypts data, and meets privacy regulations for analysts, scientists, and execs.

Subex is a telecom AI platform that detects fraud, ensures revenue, automates partner workflows, and delivers real‑time visibility across the revenue chain, enabling operators to reduce losses and streamline service launch.

Nanonets automatically extracts structured data from invoices, receipts, IDs, and other documents without predefined templates. It offers end‑to‑end workflows, native CRM/ERP integration, and a visual designer for rapid, no‑code deployment across finance, supply‑chain, HR, and legal operations.

Undetectable AI scans text and images for signatures of models like GPT‑4, Gemini, and Claude, combining multiple engine results into a probability score. It handles paraphrased content, supports 50+ languages, and offers a Chrome extension and API.

Unsloth Studio is a no-code web UI enabling local training, running, and exporting of open AI models like Qwen3.5 and NVIDIA Nemotron 3, simplifying experimentation for users without extensive technical expertise.

SherlockAI delivers real‑time consumer movement and behavior insights by aggregating millions of data points updated every minute. It offers block‑level global movement resolution, GDPR‑compliant privacy, and API access for actionable predictions.

Rose AI unifies 50 million time‑series entries from 30+ vendors, automatically cleansing, structuring, and anomaly‑checking data in real‑time. Natural‑language queries and visualizations enable finance teams to extract audit‑ready insights quickly.

Data On Demand consolidates structured, unstructured, and streaming data into a single source of truth, providing machine‑learning‑driven forecasting, anomaly detection, and decision optimization. It offers real‑time dashboards, AI alerts, and predictive models in a secure, collaborative workspace.

Abnormal AI provides behavior-based email and identity security for enterprises, detecting and blocking phishing, BEC, malware, quishing and account takeover attempts, automating mailbox triage and real-time response, offering in-email phishing coaching and centralized telemetry.

Athena AI consolidates SQL, NoSQL, and file data for real‑time synchronization with hashing/blockchain integrity and live query preview. It offers 21 visual charts, granular permissions, dashboards, alerts, scheduled reports, and API integration.

OpenHouse.ai consolidates sales, marketing, and operations data into a real‑time analytics engine that detects shifts in traffic, buyer behavior, pricing pressure, and sales velocity at the community level, diagnosing drivers and prescribing targeted pricing, incentive, and operational actions.

Merchanto is an AI‑powered chargeback and fraud prevention platform that delivers real‑time alerts and automated dispute resolution for Stripe, PayPal, Shopify, and Braintree. Its no‑code integration, unified dashboard, and rule‑based engine streamline global risk management.

Sauce AI aggregates real‑time customer feedback from Slack, Zendesk, Gong, Intercom, Salesforce, and CSV imports, automatically classifies feature requests and support issues, detects trend spikes, and highlights product blindspots, churn signals, and revenue‑driving insights across regions, persona

B2Metric consolidates event, transactional, and behavioral data into a single source, enabling AI‑driven segmentation, churn prediction, and LTV modeling. Real‑time funnel analytics and multichannel campaign tools optimize conversions without manual data prep.

Glean.ai automates accounts payable workflows—data extraction, coding, approvals, payments—while providing spend analytics, anomaly detection, and vendor management. It integrates with major accounting platforms and banks, and offers mobile access for real‑time approvals and budget monitoring.

NLSQL translates natural language into SQL for enterprise databases, runs fully inside corporate IT, integrates with major DBs and messaging services, delivers instant access to billions of rows, and adds real‑time anomaly detection and AI agents for quicker decisions.

Sentiance processes sensor data on-device to generate real‑time behavioral insights for drivers and mobile users, enabling safety monitoring, fraud detection, usage‑based insurance, and personalized in‑vehicle features while keeping data privacy and bandwidth minimal.

DropCSV automatically cleans and validates CSV/TSV/Excel uploads, applies AI to detect patterns, anomalies and generate natural-language explanations, builds interactive charts, dashboards and forecasts, exports reports and integrates with APIs and team workflows.

Unstract is an open‑source, no‑code platform that automates structured data extraction from unstructured documents using LLMs. It features reusable prompts, Human‑in‑the‑Loop verification, and dual‑LLM hallucination mitigation for secure, compliant use across finance, insurance, and healthcare.

LotusEye automatically learns normal sensor behavior from CSV data, scores hourly anomalies, and visualizes results in a dashboard. It supports web and API ingestion, email alerts, and multi‑user collaboration, requiring no AI expertise to deploy.

AI and data analytics platform delivering end‑to‑end solutions across multiple sectors. It accelerates experimentation to production, supports data engineering, MLOps, LLMOps, and digital engineering, integrating Databricks, Snowflake, and Google Cloud to shorten insight‑to‑action time and boost eff

Secoda centralizes data cataloging, metadata management, and lineage tracking, offering AI‑driven search, query monitoring, and quality scoring. It provides role‑based access, CI/CD impact analysis, and real‑time observability dashboards to streamline workflows.

super.AI converts unstructured documents into structured data using LLMs, guiding users through upload, classify, extract, and validate steps. It supports 500+ layouts, multiple languages, code‑free workflow building, and real‑time ERP/database sync for finance, logistics, insurance, and supply‑chai

Blue is an AI-powered revenue optimization platform for e-commerce brands. It detects revenue-impacting events in real-time, helping to identify and address revenue leaks and user engagement issues swiftly, ultimately optimizing conversion rates and maximizing revenue potential.

Tabby is AI bookkeeping for freelancers and small businesses that syncs bank/card data via Plaid, automates transaction categorization and reconciliation, provides real-time expense tracking and receipt scanning, and generates tax-ready P&L and deduction reports.

Scandilytics AI offers automated analytics for eCommerce, pulling GA4 or Adobe data, using ML to spot trends, anomalies, and optimization opportunities. It delivers concise reports and actionable insights for marketing, pricing, inventory, and risk alerts.

AutobotAI automates security alert investigation with autonomous agents governed by code‑defined policies, offering audit trails, reasoning logs, and a unified dashboard that integrates over 500 tools. It auto‑generates compliance reports, reducing analyst workload and boosting Tier‑1 resolution.

Ocrolus automates lender document processing, extracting and verifying bank statements, pay stubs, and tax returns with >99% accuracy. It delivers cash‑flow and income data for real‑time underwriting, enabling quick funding and fraud detection across verticals via API and dashboard integration.

Inscribe uses real‑time AI to detect fraud in financial documents by analyzing structure, metadata, and context. It cross‑checks claims against public and internal data, lowering false positives and speeding approval with explainable confidence scores.

Alphawatch is a real‑time market intelligence platform that uses AI agents to collect data from online streams, surveys, and phone calls, producing audit‑ready transcripts, fraud‑detection scores, and dashboards for global outreach and data‑driven decisions.

AI‑powered failure detection for 3D printers, integrated with OctoPrint/OctoEverywhere. Real‑time vision identifies adhesion loss, layer defects, shell issues, extruder blobs, then pauses prints or sends alerts, learning printer‑specific nuances over time.

Roboflow streamlines computer‑vision projects by offering a low‑code pipeline for data annotation, GPU‑accelerated training, and multi‑environment deployment. It integrates with PyTorch, TensorFlow, Hugging Face, major clouds, and meets SOC2 Type 2 and HIPAA security.

IDScan.net offers an AI‑driven identity verification platform that scans passports, driver’s licenses, and mobile IDs using UV/IR imaging and deep‑fake detection. It supports real‑time data capture, KYC/AML compliance, and APIs for integration across banking, retail, and logistics.

Donovan provides a no‑code Agent Factory that builds and connects AI agents for mission‑critical government and defense workflows. It evaluates model performance, runs on classified, air‑gapped Kubernetes environments, and offers traceable reasoning with defense‑aligned guardrails.

Roe is an AI investigation platform for AML and compliance that analyzes structured and unstructured data—transactions, documents, calls, geolocation—automates case assembly via native connectors, provides explainable evidence trails, SOP-aware analyst memory, and risk pattern detection.

KYC Hub centralizes identity verification, AML screening, and risk orchestration for banks and fintechs, offering real‑time, biometric‑enabled ID checks, no‑code workflow design, integrated sanctions and watchlist data, and instant transaction monitoring for faster onboarding.

Analyzr builds predictive models via a no‑code interface, integrating data from multiple sources. It supports clustering, propensity scoring, regression, and A/B testing, delivering transparent models through a secure API for rapid deployment and actionable insights.

Observo.ai is an AI-driven observability tool that revolutionizes security observability, cutting costs and incident resolution time. It optimizes telemetry data through intelligent pipelines, boosting security and DevOps operations while offering advanced data optimization and detection for faster

Rossum automates document processing for finance and supply‑chain teams. It ingests invoices and paperwork via email, scanners, PEPPOL, and shared drives, using an LLM to capture, validate, and infer missing data, then routes transactions and provides analytics.

Canny is a customer feedback management tool that centralizes user input, streamlines feature request tracking, and integrates with project management platforms. It helps teams make informed decisions and communicate updates through customizable roadmaps and changelogs.