AI anomaly and fraud detection
Software that flags outliers, errors and fraud in your data automatically, compared on cost, time-to-value and implementation effort.
146 solutions found · showing 1–48
Finout
FinOps platform for cloud and AI spend, with agents that find savings and act on them
- Time-to-Value
- First anomaly in ~48 hours
- Typical TCO
- On request
- Time-to-Value
- Minutes to connect; days to first savings
- Typical TCO
- On request
Jeeves
One platform for spend management, payables, cross-border payments and corporate cards — built for companies that operate across borders.
- Time-to-Value
- Days to first card and first payment
- Typical TCO
- On request
Order.co
Simplify buying for your business — centralized procurement, AP and spend management
- Time-to-Value
- About 1 month
- Typical TCO
- On request
- Time-to-Value
- 1–3 days
- Typical TCO
- $48k/yr
Q2 Digital Banking
Digital banking solutions for banks and credit unions to grow deposits, revenue and account-holder relationships
- Time-to-Value
- 6-12 months
- Typical TCO
- On request
![Collective[i] logo](https://uzjbruxsjhvitgaecakz.supabase.co/storage/v1/object/public/vendor-logos/collective-i-cc15cc3bed.webp)
Collective[i]
Enterprise AI that studies how the world does business, turning network-scale intelligence into sales forecasting, pipeline insight and automated CRM upkeep.
- Time-to-Value
- Under a day (vendor cites 30–45 min onboarding)
- Typical TCO
- $9k/yr
CybSafe
Adaptive human risk management that cuts risky security behaviours and proves impact with data
- Time-to-Value
- Not published by vendor
- Typical TCO
- On request
Lumos
The autonomous identity platform: agents that continuously govern access for every human, machine and AI.
- Time-to-Value
- Under 90 days
- Typical TCO
- On request
Reco
AI agent security platform: see every agent, its access and its risk.
- Time-to-Value
- 48 hours to deployment
- Typical TCO
- On request
- Time-to-Value
- Connect in ~15 minutes; savings within days
- Typical TCO
- $18k/yr
Josys
Discover, govern and secure every identity — human, machine and AI agent — on one AI-native identity governance platform.
- Time-to-Value
- About 2 weeks
- Typical TCO
- $24k/yr
Zluri
Identity governance and administration for human and non-human identities, powered by the IRIS identity intelligence layer.
- Time-to-Value
- 2–4 weeks
- Typical TCO
- On request
Mesh Payments
T&E so intelligent, it becomes invisible: cards, expenses and travel for global enterprises
- Time-to-Value
- About 1 month to first production value
- Typical TCO
- $23k/yr
Xelix
AI-powered accounts payable control centre that bolts onto your ERP to cut leakage, prevent duplicate payments and automate AP workflows.
- Time-to-Value
- 1–4 weeks (customers cite day-one ROI)
- Typical TCO
- On request
Afi
Backup and recovery for Microsoft 365, Google Workspace, Azure, AWS and Kubernetes
- Time-to-Value
- 1-3 days (self-serve trial)
- Typical TCO
- $18k/yr
Nightfall AI
AI-native DLP that controls how sensitive data moves across AI agents, MCP servers, endpoints and SaaS.
- Time-to-Value
- Hours to first detections; under 1 month full rollout
- Typical TCO
- On request
Cohesity
AI-powered data security and management for the AI-ready enterprise
- Time-to-Value
- 2–6 weeks (30-day free trial)
- Typical TCO
- On request
Flagright
An AI-native financial crime compliance platform unifying transaction monitoring, screening, case management and regulatory filing.
- Time-to-Value
- ~2 weeks to integrate, live shortly after
- Typical TCO
- On request
Candid Health
Revenue cycle automation that detects, fixes and prevents medical billing issues before they cost you
- Time-to-Value
- 6–8 weeks to first production value
- Typical TCO
- On request
Soraban
AI tax workflow platform that connects client intake, workpaper prep, data entry and return delivery for accounting firms.
- Time-to-Value
- Under 4 weeks
- Typical TCO
- On request
Astrix Security
Identity security for AI agents and non-human identities (NHIs)
- Time-to-Value
- 3-4 weeks (estimate)
- Typical TCO
- On request
CloudEagle
AI governance and SaaS management platform that unifies SaaS spend, identity and shadow-AI control in one command center.
- Time-to-Value
- Same day; first insights in ~30 minutes
- Typical TCO
- On request
- Time-to-Value
- 1–2 weeks (self-serve onboarding)
- Typical TCO
- $1k/yr
Unit21
AI risk infrastructure for fraud and AML: agents that detect, investigate and file.
- Time-to-Value
- ~30 days (no published figure)
- Typical TCO
- On request
Zest AI
AI-automated underwriting, fraud detection and lending intelligence for banks and credit unions.
- Time-to-Value
- About 3 months (estimated)
- Typical TCO
- On request
75F
IoT-based building management system that automates HVAC control to cut energy use, lift comfort and improve indoor air quality.
- Time-to-Value
- ~2-3 months
- Typical TCO
- On request
DTEX
Risk-adaptive insider risk platform unifying human, data, and AI risk in one behavioral intelligence engine.
- Time-to-Value
- About 2 weeks
- Typical TCO
- On request
Chargeflow
AI chargeback platform that recovers lost revenue and prevents disputes automatically, with pay-only-when-you-win pricing.
- Time-to-Value
- 1 day (24-hour activation)
- Typical TCO
- On request
Rocketlane
Agentic, all-in-one PSA platform that unifies project delivery, resourcing, finances and customer experience for services teams.
- Time-to-Value
- 2-4 weeks
- Typical TCO
- $41k/yr
Guidewheel
Clip-on machine sensors plus AI-powered FactoryOps software that turns any machine into real-time uptime, OEE, production and energy data.
- Time-to-Value
- Under 1 week (install in as little as a day)
- Typical TCO
- On request
Vantage
Multi-cloud cost management and FinOps platform that finds waste, prevents overruns and builds cost efficiency into engineering teams.
- Time-to-Value
- Under a week on self-serve tiers
- Typical TCO
- $2k/yr
Canopy
All-in-one accounting practice management with embedded AI for CPA and tax firms
- Time-to-Value
- Days, not months
- Typical TCO
- $9k/yr
Ramp
All-in-one spend management platform: corporate cards, expenses, accounts payable, travel, procurement, and accounting automation.
- Time-to-Value
- Up to 30 days to full rollout
- Typical TCO
- $18k/yr
Rho
Business banking built for the AI era — banking, cards, spend and treasury in one place
- Time-to-Value
- Same day — account opens in minutes, go live today
- Typical TCO
- On request
Pearl
FDA-cleared dental AI for diagnosis, operations and revenue across practices, DSOs and dental schools
- Time-to-Value
- About 1 month
- Typical TCO
- On request
Unravel Data
Autonomous optimization for Databricks, Snowflake, and BigQuery: continuously tunes queries, jobs, and infrastructure to cut cost and hold SLAs.
- Time-to-Value
- Hours–3 days SaaS; 1–2 weeks VPC/on-prem
- Typical TCO
- On request
Tines
The secure environment where every team builds AI agents, apps and automations with IT governance.
- Time-to-Value
- 2–4 weeks (free tier + library)
- Typical TCO
- On request
AppOmni
Prevent SaaS and AI security breaches with posture management, threat detection and response.
- Time-to-Value
- Hours to first findings
- Typical TCO
- On request
Salt Security
Agentic AI security platform that maps every AI agent, MCP server, and API in your environment so you can stop them when they overstep
- Time-to-Value
- 2-4 weeks (free scan in ~5 minutes)
- Typical TCO
- On request
BuildOps
Mission control for commercial contractors: connect projects, service and financials in one AI-native platform.
- Time-to-Value
- ~1-3 months with guided onboarding
- Typical TCO
- On request
HYCU
AI Resilience that brings your business back up — one platform to prevent, uncover and recover across 100+ workloads.
- Time-to-Value
- 1–2 weeks
- Typical TCO
- $24k/yr
Pleo
Smarter spending for your business: cards, bills and reimbursements with books that sync themselves
- Time-to-Value
- 2–4 weeks
- Typical TCO
- $22k/yr
- Time-to-Value
- ~2 weeks to first production extraction
- Typical TCO
- $6k/yr
ITILITE
One platform for corporate travel, expense and cards that cuts travel spend
- Time-to-Value
- 3-5 business days
- Typical TCO
- $16k/yr
Brex
Modern finance platform for cards, banking, expenses, bill pay and accounting across 120+ countries.
- Time-to-Value
- Under 2 weeks (free self-serve start)
- Typical TCO
- $14k/yr
Loop Returns
The operations platform built for retention: returns, exchanges, tracking and fraud in one connected system.
- Time-to-Value
- 15–45 days
- Typical TCO
- $4k/yr
CaptivateIQ
A unified platform that connects compensation, planning, and AI in a way legacy tools can't replicate.
- Time-to-Value
- 2 weeks to 3 months
- Typical TCO
- On request
Questions to ask before you buy
- What is the false-positive rate, and who reviews the flags?
- Can we tune the thresholds to our own risk appetite?
- Is every flag explained, so an auditor can follow it?
Each tool page shows what the vendor’s own pages say about training on your data, model providers and AI pricing, and “Not recorded” where they say nothing. How we record AI