thatDot
thatDot builds Quine, a real-time streaming graph engine that detects complex patterns across high-volume event streams for cybersecurity, banking, and defense customers, with Novelty Detector for anomaly detection.
- Company typePrivate
- Founded2014
- HeadquartersPortland, United States
- Headcount11–50
- GTM typeB2B
- OfferingSoftware
What thatDot does
thatDot is a Portland, Oregon-based software company that invented graph event stream processing, providing a real-time streaming graph platform for cybersecurity, banking, and defense organizations. The company's core product, Quine, is the only commercially available graph event stream processor, combining a graph-structured data model, an asynchronous actor-based computational model (built on Apache Pekko), and standing queries to process millions of events per second with sub-millisecond latency. Native categorical data handling (IP addresses, usernames, file paths) without one-hot encoding and time-unbound analysis across unlimited time windows are core technical differentiators.
The product portfolio includes Quine Open Source (free, Apache 2.0, distributed via JAR, Docker, and GitHub), Quine Enterprise (clustered deployment with RBAC, OIDC, SP 800-53 audit logging, and commercial support), and Novelty Detector (anomaly detection built on Quine using Information Theory to identify novel events with near-zero false positives). Revenue is generated through enterprise subscription licensing for Quine Enterprise, usage-based billing for Novelty on AWS Marketplace, and on-premise licensing, with an open-source-led go-to-market feeding enterprise and government sales. Named customers include the U.S. Navy, U.S. Air Force, Fortune 500 banks, and CrowdStrike, with foundational R&D funded by DARPA's Transparent Computing program and strategic capital from In-Q-Tel and the CrowdStrike Falcon Fund.
thatDot firmographics
Firmographics- Name
- thatDot
- Legal name
- thatDot, Inc.
- Website
- https://thatdot.com
- Company type
- Private
- Founded year
- 2014
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Short description
- thatDot builds Quine, a real-time streaming graph engine that detects complex patterns across high-volume event streams for cybersecurity, banking, and defense customers, with Novelty Detector for anomaly detection.
- Ownership category
- akta.pro rank
thatDot industry classification
Industry- Product category
- Streaming Graph Analytics Software
- akta.pro primary industry
- Graph Databases (HDAEAAAE)
- akta.pro secondary industry
- Data Platforms, BI/Reporting & Player Analytics (CDP/Attribution) (MPAEAKAI)
Keywords
Where thatDot is headquartered
LocationHeadquarters
- HQ city
- Portland
- HQ country
- United States
- HQ region
- North America
Offices1 record
Markets served
thatDot business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Marketing or Sales, Infrastructure, Operations
Revenue model
- Quine Enterprise Licensing: Commercial enterprise licensing for Quine Streaming Graph with clustered, resilient deployment, commercial support, and advanced enterprise features (RBAC, OIDC authentication, SP 800-53 audit logging). License key required to run.
- Novelty Detector (AWS Marketplace): Novelty Detector available as managed service on AWS Marketplace with hourly/usage-based billing. Commercial product requiring license key.
- On-Premise Licensing: On-premise software licensing for Quine Enterprise and Novelty Detector with clustered deployment support across multiple availability zones.
- Quine Open Source: Open source version of Quine available free for download at quine.io with Apache License 2.0. Serves as community building and top-of-funnel for commercial products.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Usage-based | Pay-as-you-go | Novelty on AWS Marketplace - pay-as-you-go usage |
| Freemium | Monthly | Quine Open Source - free tier |
| Subscription | Annual | Quine Enterprise - commercial license |
Go-to-market motion3 records
Distribution channels3 records
Marketing channels6 records
thatDot product offering
Product offeringCore offering
thatDot develops and sells the Quine Streaming Graph, a real-time graph event stream processor that ingests high-volume event streams and applies continuous standing-query pattern matching against a graph data model to detect sophisticated threats, fraud rings, and operational anomalies with sub-millisecond latency. The commercial portfolio includes Quine Enterprise (clustered deployment with RBAC, OIDC, and SP 800-53 audit logging) and Novelty Detector (categorical anomaly detection using Information Theory), sold via direct enterprise sales and AWS Marketplace alongside a free open source edition.
Product overview
thatDot is a Portland, Oregon-based software company that invented graph event stream processing, offering a platform-plus-products architecture centered on Quine Streaming Graph. The portfolio includes Quine (available as open source and Enterprise commercial editions) as the core real-time streaming graph engine, with Novelty Detector as a complementary commercial add-on for categorical anomaly detection. Quine processes high-volume event streams into graph data models enabling sub-millisecond pattern detection across billions of events, while Novelty uses Information Theory to identify novel/anomalous behaviors without predefined signatures. Both products share graph data model foundations and support enterprise features including RBAC, OIDC authentication, and cluster deployment.
Differentiator
Problem solved
Functional benefit
Brands
- Quine: Open source streaming graph software - the industry's only real-time streaming graph engine
- Quine Enterprise
- Novelty Detector
Products and services
- Quine Streaming Graph Real-time streaming graph engine that turns high-volume, complex data streams into insights and automated actions. The only graph event stream processor capable of sub-millisecond response times, enabling continuous pattern detection across billions of events over extended time periods. Used by cybersecurity vendors, banks, and defense agencies.
- Quine Enterprise Commercial version of Quine with clustered, resilient deployment supporting hot spares, multi-availability zone distribution, RBAC, OIDC authentication, API V2, SP 800-53 audit logging, and enterprise support. Scales to millions of events per second for production cybersecurity, banking, and defense workloads.
- Novelty Detector Anomaly detection product built on Quine Enterprise that finds novel events or patterns when users don't know what to look for (unknown unknowns). Uses Information Theory-based categorical analysis to score the novelty of incoming data in real time with near-zero false positives.
- Quine Open Source Open source edition of the Quine streaming graph engine, freely available for download at quine.io under Apache License 2.0. Provides core streaming graph capabilities without enterprise clustering, RBAC, or commercial support, serving as the community and developer-facing edition.
Quantifiable outcome
- Sub-5ms access to complete trace history for blockchain and transaction analysis
- +2 more outcomes
Companies that use thatDot
Customer profileNamed customers5 records
Segments5 records
Ideal customer profiles3 records
thatDot technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration12 records
AI capability2 records
Feature6 records
thatDot partnerships and signals
Strategic signalPartnerships
Three partnerships are on record, tiered foundational and key.
- Apache Software Foundation (Pekko)foundationalQuine is built on Apache Pekko, the open-source fork of Akka hosted by the Apache Software Foundation. thatDot migrated from Akka to Pekko after Lightbend changed Akka's license to commercial in 2022. This migration maintained open source licensing while gaining access to active community development.
- ConfluentkeyQuine integrates natively with Apache Kafka through Confluent's platform. thatDot participated in Confluent's Current 2024 conference and provides native Kafka ingest source for Quine. Integration enables Quine to consume from and publish to Kafka topics.
- AWSkeyNovelty Detector is available on AWS Marketplace as a managed service. AWS infrastructure is used for hosting Novelty deployments. thatDot provides AWS-specific deployment documentation and Terraform modules for EKS.
Scale indicators5 records
thatDot competitors and assessment
Company assessmentDirect peers
- Neo4j: Leading native graph database platform used for connected-data analytics, fraud detection, and real-time recommendations. Neo4j is the closest direct competitor to Quine in the graph database space, though it historically focused on batch workloads rather than streaming.
- TigerGraph: Enterprise native graph database with a focus on deep-link analytics, fraud detection, and customer 360. TigerGraph competes with thatDot for the same enterprise graph analytics workloads in banking and cybersecurity.
- Memgraph: In-memory, streaming-capable graph database built on C++ for real-time analytics. Memgraph overlaps with Quine's streaming-graph positioning, particularly for real-time fraud and network analytics use cases.
- ArangoDB: Multi-model database combining graph, document, and search in one engine. ArangoDB competes with Quine for graph-powered enterprise applications where customers want flexibility across data models.
Broad incumbents
- AWS Neptune: Managed graph database service from AWS supporting property graph and RDF models. Neptune is the most direct hyperscaler incumbent to Quine, with deep integration into the AWS ecosystem where Novelty Detector is already sold.
- Splunk: Enterprise SIEM and observability platform with broad cybersecurity analytics capabilities. Splunk competes with thatDot for security analytics budget, especially in Fortune 500 and government accounts, though its core architecture is search-based rather than graph-based.
- Databricks: Unified data and AI platform with Delta Lake and GraphFrames for graph processing over large datasets. Databricks competes for enterprise analytics budget and is increasingly adding streaming-graph capabilities that could overlap with Quine's wedge.
Emerging players
- Stardog: Knowledge graph platform focused on data fabric and unified data access for enterprises. Stardog is comparable in addressing complex connected-data use cases in banking and government, though it emphasizes semantic graph rather than streaming.
- Materialise (Materialize): Streaming SQL database that incrementally updates results in real time. Materialize overlaps with Quine in the real-time event processing category, particularly where customers want SQL-style interfaces over streaming data.
Others
- Confluent: Data streaming platform built around Apache Kafka. Confluent is an infrastructure enabler and current integration partner for Quine rather than a competitor, but it represents the broader real-time event-processing category thatDot plays in.
Market position
Strengths5 records
Weaknesses5 records
Key risks6 records
Key highlights6 records
Customer concentration
thatDot social profiles
Digital presencethatDot compliance and trust
Trust signalCompliance1 record
thatDot financial estimates
Financial estimateRevenue estimate
Valuation estimate
thatDot leadership team
Management profileNumber of profiles
Profiles3 records
thatDot funding detail
Funding detailFunding overview
Funding rounds3 records
Investors2 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
thatDot 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 thatDot
What does thatDot do?
thatDot develops and sells the Quine Streaming Graph, a real-time graph event stream processor that ingests high-volume event streams and applies continuous standing-query pattern matching against a graph data model to detect sophisticated threats, fraud rings, and operational anomalies with sub-millisecond latency. The commercial portfolio includes Quine Enterprise (clustered deployment with RBAC, OIDC, and SP 800-53 audit logging) and Novelty Detector (categorical anomaly detection using Information Theory), sold via direct enterprise sales and AWS Marketplace alongside a free open source edition.
Is thatDot a public or private company?
thatDot is a private company. It is classified as venture growth investor backed and is currently operating.
When was thatDot founded?
thatDot was founded in 2014. It employs 11 to 50 people.
Where is thatDot based?
thatDot is headquartered in Portland, United States, in the North America region.
How does thatDot make money?
Four revenue lines are on record. Quine Enterprise Licensing is the primary driver. The others are novelty Detector (AWS Marketplace), on-Premise Licensing and quine Open Source.
Who are thatDot's main competitors?
Direct peers on record are Neo4j, TigerGraph, Memgraph and ArangoDB. Broad incumbents are AWS Neptune, Splunk and Databricks. Emerging players are Stardog and Materialise (Materialize). Confluent is listed as an others.
Does thatDot have an API?
Yes. REST API V2 serves as the integration foundation for Quine Enterprise, following Google API style guides. It supports RBAC, allows JavaScript data transformation for ingest, and includes a deadletter queue for error handling. The Novelty product exposes REST API endpoints for streaming observations (POST /api/v1/novelty/{context}/observe for single, POST /api/v1/novelty/{context}/observe/bulk for bulk) and read-only scoring endpoints (POST /api/v1/novelty/{context}/read and /read/bulk). Developer documentation is at docs.thatdot.com.
What industry is thatDot in?
thatDot's product category is Streaming Graph Analytics Software. Its primary akta.pro industry code is HDAEAAAE, Graph Databases, with a secondary code of MPAEAKAI, Data Platforms, BI/Reporting & Player Analytics (CDP/Attribution).