What CogniFrame Inc does

CogniFrame Inc. is a Toronto-based private company operating in the quantum and near-quantum optimization space. The company sells a hybrid classical-plus-quantum software stack that combines machine learning methods (GAN, qGAN, Neural Networks, Decision Trees) with proprietary QUBO reformulation and pre-processing to address NP-Hard, non-convex, and stochastic optimization problems. Its flagship commercial product is FirstQ Store, a patent-pending, plug-and-play aggregator quantum application store distributed as a desktop application on Windows, Mac, and Linux, providing access to production-grade Ising solvers and 100-qubit gate simulators alongside pre-built use cases. CogniFrame also offers Near Quantum solutions delivered through partner hardware (notably Toshiba Simulated Bifurcation Machines) and Hybrid Quantum custom engagements for financial services (collateral optimization, credit decisioning, portfolio optimization) and healthcare/life sciences (drug discovery, via the QuAccel joint venture with OICR).

The business model combines subscription access to the FirstQ Store, Near Quantum licensing through channel partners, and custom enterprise/professional services engagements on multi-year contracts. Pricing is opaque and quote-based for enterprise customers. Go-to-market is hybrid: direct enterprise field sales targeting financial institutions and healthcare organizations, co-development partnerships with hardware providers (D-Wave, Toshiba Digital Solutions, OQC), and channel distribution via Stefanini (a USD 1.2B global IT services firm with 650+ enterprise customers) and Telus in Canada. CogniFrame is a founding member of Quantum Industry Canada, has received a commercial contract from the Government of Canada as part of the National Quantum Strategy, and was selected as an Airbus-BMW Group Quantum Computing Challenge finalist in 2024. The team is small (approximately 8 listed members) including a Founder & CEO (Vish R.), a Quantum Research Scientist (Dr. Isaiah Hull), and a Board member (Jonathan Briggs, formerly of CPP Investment Board and Barclays Global Investors).

Name

CogniFrame Inc

Legal name

CogniFrame Inc.

Website

https://cogniframe.com

Company type

Private

Founded year

2019

Operating status

Operating

Headcount range

1–10 employees

Short description

CogniFrame Inc. is a Toronto-based quantum software firm that sells FirstQ Store, a plug-and-play quantum application marketplace, alongside hybrid ML-plus-quantum optimization solutions for financial services and healthcare enterprises.

Ownership category

akta.pro rank

Product category

Quantum Computing Software

NAICS

Software Publishers (5132), Computer Systems Design Services (541512)

SIC

Services-Computer Programming Services (7371)

akta.pro primary industry

Multi-Provider Quantum Aggregators & Marketplaces (HDAGAIAC)

akta.pro secondary industries

Quantum Development Frameworks & Libraries (HDAGACAB), Hybrid Algorithm Frameworks & Libraries (VQE/QAOA/QML Tooling) (HDAGANAC), Classical Pre/Post-Processing & Data Pipelines for Quantum Workloads (HDAGANAD), Domain-Specific Hybrid Application Platforms (Optimization/Finance/Chemistry/Logistics) (HDAGANAJ), Quantum IDEs, Toolchains & Debugging (HDAGACAC)

Keywords

• Quantum computing software
• Hybrid machine learning
• Optimization solutions
• Quantum application marketplace
• Financial services analytics

Headquarters

HQ city

Toronto

HQ country

Canada

HQ region

North America

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Infrastructure, Marketing or Sales, Operations

Revenue model

1. FirstQ Store Platform Access: Revenue generated from access to the FirstQ plug-and-play quantum application store. Users pay for access to pre-defined commercial-scale solutions, QUBO submission, and quantum hardware/gate simulator access via desktop application.
2. Near Quantum Solution Licensing: Near Quantum solutions commercialized through partnerships with Toshiba Digital Solutions using Simulated Bifurcation Machines (SBM), enabling clients to access quantum-type results without requiring quantum hardware.
3. Custom Enterprise Engagements: Work with financial services and healthcare institutions to seamlessly integrate quantum within their business processes, delivering custom solutions and professional services for specific optimization and simulation problems.
4. Hybrid Quantum Optimization Services: Solving multi-period stochastic optimization problems using Hybrid Classical+Quantum model for financial services and healthcare clients, addressing NP-Hard problems, sampling, and simulation at commercial scale.

Pricing tiers

Go-to-market motion3 records

Distribution channels6 records

Marketing channels6 records

Core offering

CogniFrame develops and commercializes hybrid classical-quantum machine learning software that solves NP-Hard, non-convex, and stochastic optimization and simulation problems for financial services and healthcare institutions. Its flagship offering, FirstQ Store, is the world's first plug-and-play aggregator quantum application store delivered as a cross-platform desktop application providing access to pre-built use cases, production-grade Ising Solvers, and 100 Qubit Gate Simulators. Complementary Hybrid Quantum and Near Quantum platforms provide full Pure Quantum, Hybrid Quantum, and Quantum-Inspired approaches for collateral optimization, feature selection, anonymization, clustering, cryptographic key generation, and drug discovery.

Product overview

CogniFrame Inc is The Hybrid Machine Learning Company offering a unified portfolio of quantum and near-quantum solutions. The core platform consists of two integrated offerings: FirstQ Store (the flagship plug-and-play quantum application marketplace) and the CogniFrame Operating Environment (encompassing Hybrid Quantum and Near Quantum platforms). FirstQ aggregates quantum and near-quantum applications, providing access to production-grade Ising Solvers and 100 Qubit Gate Simulators via desktop applications. The Hybrid Quantum Platform delivers pure quantum, quantum-inspired, and hybrid approaches for NP-Hard optimization and simulation problems. The Near Quantum Platform uses proprietary algorithms with HPC hardware for cost-effective quantum-type results. Together, these products serve financial services, healthcare, and other institutions seeking improved outcomes through machine learning, quantum optimization, and simulation.

Differentiator

Problem solved

Functional benefit

Brands

• FirstQ: The world's first plug-and-play quantum application store, providing access to near quantum and quantum ready applications, Ising solvers, and gate simulators via desktop applications.

Products and services

• FirstQ Store The world's first plug-and-play quantum application store (patent pending) that aggregates near quantum and quantum ready applications. Provided as a cross-platform desktop application (Windows, Mac, Linux). Users can access pre-built use cases, submit QUBOs, access quantum hardware and 100 Qubit Gate Simulators, monitor job status in real-time, and download results via simple APIs. Registration available via cogniframe.com or firstqstore.com.
• Hybrid Quantum Platform Operating environment for solving intractable non-convex and stochastic optimization and simulation problems via Pure Quantum, Quantum-Inspired, and Hybrid Quantum approaches using the most powerful quantum hardware available. Includes OTP generator (quantum random number generator) and cryptographic secret key generation capabilities.
• Near Quantum Platform Near Quantum (Quantum Inspired) platform using proprietary algorithms, QUBOs, and specialized digital optimization software with HPC hardware to deliver quantum-type results. Scalable platform for feature selection, anonymization, and clustering; accessible via simple APIs and works alongside Hybrid Quantum for optimal business outcomes. Commercialized through partnership with Toshiba Digital Solutions using Simulated Bifurcation Machines (SBM).
• Collateral Optimization Solution Solution that solves the collateral management and allocation problem in centralized collateral environments, minimizing cost associated with trades and collateral deployment while maximizing profitability. Targeted at financial institutions.
• Drug Discovery Solution Solution developed in collaboration with a leading global research institution designed to potentially significantly reduce drug discovery efforts and costs using quantum optimization approaches. Targeted at pharmaceutical companies and life sciences research institutions.
• Optimal Feature Selection (OFS) Solution Optimal Feature Selection (OFS) solution that solves NP-Hard problems due to high dimensionality, reducing features without losing quality of outcome and improving Machine Learning training time. Targeted at institutions with ML pipelines and feature-rich datasets.
• Anonymization Solution Privacy-preserving Anonymization solution that transforms high-sensitivity datasets into privacy-preserving, low-risk data that can be safely shared while ensuring individual identities are non-distinguishable among other records, without sacrificing information quality.
• Near Quantum Clustering Solution Near Quantum solution that solves NP-Hard clustering problems with high dimensionality, finding optimal clusters for client needs by overcoming the limitations of traditional clustering techniques. Targeted at institutions with complex clustering requirements.

Quantifiable outcome

• Potentially significant reduction in drug discovery efforts and costs when working with a leading global research institution
• +3 more outcomes

Named customers2 records

Segments4 records

Ideal customer profiles3 records

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

AI capability4 records

Feature10 records

Partnerships

Eight partnerships are on record, tiered core and minor.

• Oxford Quantum Circuits (OQC)coreTechnology or Integration · 29 July 2023OQC, the leading enterprise-ready quantum solution company, partnered with CogniFrame to fuel FirstQ, the world's first plug-and-play quantum application store accessed via desktop apps. The partnership enables users to test drive quantum through the FirstQ platform. Announced July 29, 2023.
• Government of CanadacoreOthers · 23 January 2023The Government of Canada announced a commercial contract award to CogniFrame as part of the National Quantum Strategy. This represents a government partnership for quantum technology commercialization.
• Toshiba Digital Solutions CorporationcoreStrategic or Co-development Partner · 28 September 2020CogniFrame collaborates with Toshiba Digital Solutions to co-develop and commercialize Near Quantum algorithms and solutions using Toshiba's Simulated Bifurcation Machines (SBM). Through this partnership, CogniFrame commercializes its Near Quantum solutions on Toshiba's SBM platform for financial institutions globally. The partnership was announced on September 28, 2020.
• D-WavecoreTechnology or IntegrationD-Wave is the world's first quantum computing company and a leader in quantum computing systems and software. CogniFrame collaborates closely with D-Wave to build and deploy quantum applications to solve intractable and computationally challenging problems for financial institutions. CogniFrame was the first next-generation system customer and has been granted access to D-Wave's Advantage processor.
• StefaninicoreChannel Partner/ Reseller/ DistributorStefanini is a USD 1.2 billion global IT services organization with 24,000+ employees in 40 countries and serves marquee financial services customers globally (Scotiabank, HSBC, Santander, Citibank, Capital One, Bank of America, Bradesco, and 650+ active customers). Through this partnership, CogniFrame's quantum solutions are distributed via Stefanini's global IT services and consulting channels.
• Quantum Industry Canada (QIC)coreStrategic or Co-development PartnerCogniFrame is a founding member of Quantum Industry Canada, a consortium of Canadian quantum technology companies aimed at ensuring Canada's continued global leadership in the development of quantum technology and growing Canada's commercial quantum sector.
• Creative Destruction Lab (CDL)minorStrategic or Co-development PartnerCogniFrame is listed as a partner of Creative Destruction Lab, a non-profit organization that supports science-based companies. CDL is shown as a partner/investor on the CogniFrame about page.
• Ontario Centres of Excellence (OCE)minorStrategic or Co-development PartnerListed as a partner on the CogniFrame about page alongside CDL, Bloomberg Beta, Data Collective, and S28 Capital.

Scale indicators7 records

Recent moves6 records

Expansion highlights6 records

Market position

Competitive moat5 records

Key risks1 record

Key highlights7 records

Customer concentration

• LinkedInlinkedin.com/company/cogniframe

Revenue estimate

Valuation estimate

Number of profiles

Profiles8 records

Subsidiaries1 record

Funding overview

Funding rounds2 records

Investors2 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about CogniFrame Inc