Variance
Variance is an AI company that builds autonomous investigative agents for financial crime compliance, serving Fortune 500 banks and regulated institutions with KYC, KYB, AML, and transaction monitoring workflows.
- Company typePrivate
- Founded2023
- HeadquartersNew York, United States
- Headcount1–10
- GTM typeB2B
- OfferingSoftware
What Variance does
Variance (legal entity DECOY TECHNOLOGIES, INC.), originally founded as Intrinsic in December 2023 by former Apple Fraud Engineering team members Karine Mellata (CEO) and Michael Lin (CTO), is a San Francisco-based AI company that builds autonomous investigative agents for risk and compliance. The company rebranded to Variance in March 2025, pivoting from Trust & Safety content moderation into financial crime compliance, and serves Fortune 500 financial institutions regulated by FinCEN, OFAC, FDIC, OCC, SEC, and the Federal Reserve. The core platform consists of AI investigative agents that autonomously conduct KYC, KYB, AML, and transaction monitoring investigations across L1 to L3 review tiers, collecting 90% of case evidence automatically and reducing investigative cycles by 10x. Underlying infrastructure includes the Hippocampus feature store built on ClickHouse for sub-second joins over millions of events, a Context Engine for entity resolution and fraud pattern detection, first-party AI agent tools covering sanctions screening (1,400+ lists), adverse media monitoring (30+ languages), corporate registries (50+ jurisdictions), document OCR, ID verification, and forged document detection, plus proprietary sparse autoencoder interpretability for explainable policy-aligned enforcement.
Variance operates a direct enterprise SaaS model with quote-based annual subscription pricing and a demo-driven sales motion executed by account executives in San Francisco and New York. The company offers four workflow-specific modules (KYC, KYB, Transaction Monitoring, Customer Due Diligence) layered on the core AI Agents Platform, with a native Snowflake integration to ingest enterprise customer data. Revenue is generated through subscription contracts with financial institutions and large enterprises; no public pricing is disclosed. Operational scale includes processing over 70 million signals daily and petabytes of data monthly, with 99.991% uptime reported on the company status page.
The company is venture-backed, having raised a seed round in December 2023 led by Urban Innovation Fund (with Y Combinator, Okta Ventures, and 645 Ventures) and a $21.5 million Series A in March 2026 led by Ten Eleven Ventures with Y Combinator participation. Variance holds SOC 2 Type II certification and is pursuing AIUC-1 certification for AI guardrails, reflecting its focus on regulated enterprise buyers. The company operates with a small team of 1-10 employees and has no disclosed parent, subsidiary, or public market relationship.
Variance firmographics
Firmographics- Name
- Variance
- Legal name
- DECOY TECHNOLOGIES, INC.
- Website
- https://variance.com
- Company type
- Private
- Founded year
- 2023
- Operating status
- Operating
- Headcount range
- 1–10 employees
- Short description
- Variance is an AI company that builds autonomous investigative agents for financial crime compliance, serving Fortune 500 banks and regulated institutions with KYC, KYB, AML, and transaction monitoring workflows.
- Ownership category
- akta.pro rank
Variance industry classification
Industry- Product category
- RegTech AI Compliance Platform
- NAICS
- Financial Transactions Processing, Reserve, and Clearinghouse Activities (522320)
- SIC
- Finance Services (6199)
- akta.pro primary industry
- Enterprise AI Governance, Risk & Compliance Platforms (Model Risk, Audit, Policies) (HDAEANAE)
- akta.pro secondary industries
- KYC/Client Due Diligence & Participant Onboarding Controls (FSAFAKAF), Name Matching, Entity Resolution & Screening Optimization (FSAMAMAE), Consumer Identity Verification (KYC) & Fraud Risk for Credit (FSAKAKAD)
Keywords
Where Variance is headquartered
LocationHeadquarters
- HQ city
- New York
- HQ country
- United States
- HQ region
- North America
Offices1 record
Markets served
Variance business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Marketing or Sales, Infrastructure, Operations
Revenue model
- SaaS Platform Subscription: Variance operates as a SaaS platform providing AI investigative agents for risk and compliance. Based on enterprise sales motion and demo-driven acquisition, revenue is generated through subscription contracts, likely with enterprise tier pricing based on case volume, data sources, or user seats.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Subscription | Annual | Enterprise SaaS platform with quote-based pricing |
Go-to-market motion1 record
Distribution channels1 record
Marketing channels3 records
Variance product offering
Product offeringCore offering
Variance builds autonomous AI agents that conduct end-to-end risk and compliance investigations for financial institutions and Fortune 500 companies. The agents perform KYC, KYB, AML, transaction monitoring, and customer due diligence workflows, autonomously gathering evidence from sanctions lists, corporate registries, adverse media, and open-source intelligence, and producing audit-ready decisions with complete evidence trails.
Product overview
Variance offers a unified AI investigative platform built around autonomous AI agents for risk and compliance functions. The core platform (Variance AI Agents Platform) is augmented by four workflow-specific modules: Know Your Customer (KYC), Know Your Business (KYB), Transaction Monitoring, and Customer Due Diligence (CDD). Supporting infrastructure includes the Hippocampus feature store (ClickHouse-based real-time data layer) and the Context Engine (entity resolution and linkage system). The AI Agent Tools suite provides first-party tools including sanctions screening, PEP screening, adverse media, document OCR, ID verification, and forged document detection. The platform is designed for financial institutions and Fortune 500 companies regulated by FinCEN, OFAC, FDIC, OCC, SEC, and Federal Reserve.
Differentiator
Problem solved
Functional benefit
Products and services
- Variance AI Agents Platform Unified SaaS platform of autonomous AI investigative agents that conduct complex risk and compliance investigations end-to-end, gathering evidence, reasoning over policies, and producing audit-ready decisions for financial institutions and Fortune 500 companies.
- Know Your Customer (KYC) AI-powered identity verification and KYC onboarding solution that automates document review, biometric verification, sanctions screening, and AML checks, reducing onboarding time by 10x for financial institutions and regulated businesses.
- Know Your Business (KYB) Business verification and beneficial ownership discovery solution that traces corporate ownership structures across 50+ jurisdictions, identifies hidden ultimate beneficial owners, and flags nominee directors using AI investigative agents.
- Transaction Monitoring AI surveillance system that analyzes entire customer relationships including transactions, behavioral patterns, and interaction history to detect structuring, velocity anomalies, fraud, and other suspicious activity for AML compliance teams.
- Customer Due Diligence (CDD) AI-powered CDD and Enhanced Due Diligence (EDD) review solution that screens adverse media, PEP lists, and sanctions databases to surface real risk signals and prepare analyst-ready investigation briefs.
- AI Agent Tools Suite of first-party investigative tools available to the AI agents including sanctions screening (1,400+ lists), PEP screening, adverse media monitoring (30+ languages), corporate registries (50+ jurisdictions), document OCR, ID verification, liveness detection, forged document detection, and trademark/logo detection.
Quantifiable outcome
- Reduces investigative cycles by 10x
- +4 more outcomes
Companies that use Variance
Customer profileNamed customers1 record
Segments3 records
Ideal customer profiles1 record
Variance technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
Integration1 record
AI capability9 records
Feature6 records
Variance partnerships and signals
Strategic signalPartnerships
Two partnerships are on record, tiered core and minor.
- SnowflakecoreVariance offers a native Snowflake integration allowing customers to retrieve information directly from their Snowflake databases and connect existing data sources to investigative workflows.
- Calif (Penetration Testing)minorCalif is the penetration testing firm used by Variance, the same firm trusted by Anthropic and Google. They conduct regular white-box penetration testing of Variance's platform.
Scale indicators6 records
Recent moves7 records
Expansion highlights6 records
Variance competitors and assessment
Company assessmentDirect peers
- Lucinity: Lucinity builds an AI-powered AML compliance platform (Luci copilot) for case management and investigations at banks. Closely competes with Variance's AI investigative agents for AML analyst productivity.
- ComplyAdvantage: ComplyAdvantage offers AI-driven AML, KYC, sanctions screening, and transaction monitoring for financial institutions. Direct competitor in the same product categories Variance addresses.
- Silent Eight: Silent Eight applies AI to name and transaction screening, alert resolution, and AML investigations for global financial institutions. Direct competitor in AI-driven compliance investigations.
- Featurespace: Featurespace provides adaptive behavioral analytics for fraud and AML transaction monitoring at financial institutions. Overlaps directly with Variance's transaction monitoring and anomaly detection capabilities.
- Napier AI: Napier AI provides an AML compliance platform with AI-enhanced transaction monitoring, customer screening, and case management. Competes with Variance's Transaction Monitoring and CDD modules.
- Quantexa: Quantexa provides a Decision Intelligence platform with entity resolution, network analytics, and AML/KYC investigation capabilities. Highly comparable to Variance's Context Engine and CDD modules; competes for the same enterprise financial institution budget.
- Persona: Persona offers an identity verification and KYC platform with document verification, liveness detection, and KYB. Comparable to Variance's KYC/KYB modules and first-party identity tooling.
Broad incumbents
- Onfido: Onfido provides AI-based identity verification, document checks, and KYC/KYB onboarding for regulated businesses. Overlaps with Variance's ID verification and document OCR capabilities at larger scale.
- SymphonyAI: SymphonyAI's financial services division sells AI-based AML and fraud detection suites (Sensa) to banks. Broader portfolio player with overlapping capabilities in AI-driven compliance investigations.
Emerging players
- Resistant AI: Resistant AI builds AI-driven document forensics and transaction forensics for fraud and AML. Comparable to Variance's forged document detection and transaction pattern analysis, with a narrower scope.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat5 records
Key risks6 records
Key highlights7 records
Customer concentration
Variance social profiles
Digital presenceVariance compliance and trust
Trust signalCompliance3 records
Variance financial estimates
Financial estimateRevenue estimate
Valuation estimate
Variance leadership team
Management profileNumber of profiles
Profiles2 records
Variance funding detail
Funding detailFunding overview
Funding rounds1 record
Investors1 record
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Variance M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Variance
What does Variance do?
Variance builds autonomous AI agents that conduct end-to-end risk and compliance investigations for financial institutions and Fortune 500 companies. The agents perform KYC, KYB, AML, transaction monitoring, and customer due diligence workflows, autonomously gathering evidence from sanctions lists, corporate registries, adverse media, and open-source intelligence, and producing audit-ready decisions with complete evidence trails.
Is Variance a public or private company?
Variance is a private company. It is classified as venture growth investor backed and is currently operating.
When was Variance founded?
Variance was founded in 2023. It employs 1 to 10 people.
Where is Variance based?
Variance is headquartered in New York, United States, in the North America region.
How does Variance make money?
One revenue line is on record: saaS Platform Subscription.
Who are Variance's main competitors?
Direct peers on record are Lucinity, ComplyAdvantage, Silent Eight, Featurespace, Napier AI, Quantexa and Persona. Broad incumbents are Onfido and SymphonyAI. Resistant AI is listed as an emerging player.
Does Variance have an API?
No public API is recorded for Variance.
What industry is Variance in?
Variance's product category is RegTech AI Compliance Platform. Its primary akta.pro industry code is HDAEANAE, Enterprise AI Governance, Risk & Compliance Platforms (Model Risk, Audit, Policies), with a secondary code of FSAFAKAF, KYC/Client Due Diligence & Participant Onboarding Controls. Its NAICS code is 522320 and its SIC code is 6199.