A2I2 Applied AI Institute

What A2I2 Applied AI Institute does

A2I2 Applied AI Institute is the applied artificial intelligence research initiative of Deakin University, headquartered at Burwood and Waurn Ponds campuses in Victoria, Australia. Formed in 2016 through the merger of the Centre for Pattern Recognition and Data Analytics (PRaDA) and Deakin Software and Technology Innovation Laboratory (DSTIL), the institute employs 120+ AI researchers and software developers led by Deakin Distinguished Professors Svetha Venkatesh and Kon Mouzakis. A2I2 develops translational, human-centred AI spanning deep learning, reinforcement learning, Bayesian optimisation, probabilistic reasoning, generative AI, and agentic AI, with proprietary methods including the PRO uncertainty estimator, SSMoE model compression technique, DIEP machine learning potentials, and adaptive trial design algorithms, supported by an in-house 5-petaFLOP NVIDIA H100 compute cluster.

The institute's product and platform portfolio spans healthcare (Trauma Reception and Resuscitation decision support, BrainTrack dementia app, Vibe Up mental health app, abdominal aortic aneurysm detection), defence and space (hypervelocity impact modelling, pyBLOSSUM open-source repository, noisy temporal data analytics), manufacturing (ForgeX.ai AI augmentation platform), compliance and sustainability (ComplyIQ360 and SustainIQ360 with FCThree Services), education (Ozzybots), and security (iCetana video surveillance). The institute operates a 5 petaFLOP NVIDIA H100 research computing cluster and has produced 600+ top-tier publications.

A2I2's revenue model combines competitive research grants (ARC, NHMRC, MRFF, Wellcome, US Army, SmartSat CRC, AEA Ignite) and contract research engagements with industry and government partners, supplemented by nascent commercial licensing through ComplyIQ360, SustainIQ360 (via FCThree Services for Australia/NZ), and ForgeX.ai (via ACM CRC for Australian composites manufacturers). The institute is funded through multi-year grant cycles rather than direct product sales, with distribution managed through academic publications, open-source repositories on GitHub, and partner-mediated commercial channels. Customer segments span hospitals and healthcare providers, defence agencies, manufacturers, government departments, and universities across 13 countries.

Name

A2I2 Applied AI Institute

Legal name

Deakin University

Website

https://a2i2.deakin.edu.au

Company type

Private

Founded year

2016

Operating status

Operating

Headcount range

51–100 employees

Short description

A2I2 Applied AI Institute is Deakin University's applied AI research initiative, employing 120+ researchers developing translational AI across healthcare, defence, manufacturing, and sustainability, funded primarily through competitive research grants and commercial partnerships.

Ownership category

akta.pro rank

Product category

Applied Artificial Intelligence Software

NAICS

Scientific Research and Development Services (5417), Software Publishers (513210), Custom Computer Programming Services (541511)

SIC

Services-Commercial Physical & Biological Research (8731), Services-Prepackaged Software (7372), Services-Computer Programming Services (7371)

akta.pro primary industry

Responsible AI, Security & Privacy Platforms (Safety, Guardrails, PII) (HDAEANAG)

akta.pro secondary industries

AI Governance, Risk & Compliance (GRC) Platforms (HDAAAMAA), Regulatory Readiness & Audit Automation (e.g., EU AI Act, NIST AI RMF, ISO/IEC 42001) (HDAAAMAE), Responsible AI, AI Governance & Compliance Services (BPAEAHAJ), AI-Powered Tutoring & Study Assistant Platforms (EDANAGAD)

Keywords

• Applied AI research
• AI software platforms
• Machine learning solutions
• AI consulting services
• AI education programs

Headquarters

HQ city

Burwood

HQ country

Australia

HQ region

Oceania

Offices2 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Operations, Infrastructure

Revenue model

1. Research grants and contract research: The institute operates as an academic research initiative funded primarily through competitive research grants (ARC, NHMRC, MRFF, US Army, SmartSat CRC, AEA Ignite) and contract research engagements with industry and government partners. Revenue is project-based and non-recurring per grant.
2. AI platform licensing (ComplyIQ360 / SustainIQ360): ComplyIQ360 and SustainIQ360 are commercial AI platforms developed in partnership with FCThree Services, made available to users in Australia and New Zealand. ForgeX.ai is made freely available to Australian manufacturers beginning with composites sector, with broader commercial availability intended.

Pricing tiers

Go-to-market motion3 records

Distribution channels5 records

Marketing channels6 records

Core offering

A2I2 Applied AI Institute is the applied artificial intelligence research arm of Deakin University, employing 120+ AI researchers and software developers to build commercial AI software platforms and deliver applied AI contract research. It sells and licenses AI products such as ComplyIQ360, SustainIQ360, Vibe Up, ForgeX.ai, iCetana, and pyBLOSSUM, and engages in commissioned research across healthcare, defence, manufacturing, and social innovation.

Product overview

A2I2 Applied AI Institute operates as Deakin University's applied AI research initiative developing multiple commercial and open-source AI products across healthcare, compliance, education, manufacturing, and security sectors. The portfolio includes AI-powered compliance platforms ComplyIQ360 and SustainIQ360 (developed with FCThree Services), mental health intervention app Vibe Up, manufacturing platform ForgeX.ai, education platform Ozzybots, and assistive technology TOBY Playpad. The institute also commercializes research through partnerships like iCetana (video surveillance) and releases open-source tools like the pyBLOSSUM hypervelocity impact repository. A2I2 combines fundamental AI research with translational engineering to deliver solutions across health, defence, manufacturing, sustainability, and social innovation domains.

Differentiator

Problem solved

Functional benefit

Brands

• ComplyIQ360: AI-powered compliance platform that checks organisational documents against compliance standards and delivers gap reports.
• SustainIQ360
• Ozzybots
• ForgeX.ai
• iCetana
• TOBY Playpad
• Vibe Up
• BrainTrack

Products and services

• ComplyIQ360 Compliance-focused AI platform that monitors and analyses regulatory and operational compliance signals. Built for organisations needing automated compliance oversight using AI.
• SustainIQ360 Sustainability analytics AI platform that processes organisational data to support environmental, social, and governance performance tracking. Targeted at enterprises needing AI-driven sustainability insights.
• Vibe Up Emotional AI application that interprets affect and engagement signals from users. Designed for use cases such as well-being, training, and human-computer interaction research.
• ForgeX.ai AI development platform providing tooling for building, training, and deploying machine learning models. Aimed at development teams needing accelerated AI engineering workflows.
• Ozzybots Educational AI application aimed at teaching children AI and computational-thinking concepts through interactive experiences. Targeted at schools, educators, and families.
• TOBY Playpad AI-powered early-learning and therapy environment for children with autism and other developmental needs. Targeted at families, therapists, and special-education providers.
• iCetana AI-based video analytics platform that learns normal patterns of activity from surveillance feeds and surfaces anomalous events. Targeted at security operators, campuses, and large-site operators.
• pyBLOSSUM Python-based machine learning library developed by A2I2 researchers for building and experimenting with AI models. Distributed as an open-source library to the developer and research community.
• Applied AI Contract Research Commissioned applied AI research and prototyping service delivered by A2I2's 120+ researchers and software developers across healthcare, defence, manufacturing, and social innovation. Targeted at organisations needing custom AI R&D and proof-of-concept development.

Quantifiable outcome

• ComplyIQ360 delivers gap reports in ~10 minutes vs traditional compliance assessment processes.
• +7 more outcomes

Named customers15 records

Segments7 records

Ideal customer profiles1 record

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability15 records

Feature11 records

Partnerships

37 partnerships are on record, tiered core, notable and flagship.

• Australian Government DefencecoreStrategic or Co-development PartnerDefence research partnership spanning AI readiness, human-machine teaming, armour optimisation, and Defence Experiential CoLab collaboration with the Defence Artificial Intelligence Centre (DAIC).
• CSIROcoreStrategic or Co-development PartnerNational science organisation and long-standing research partner in AI and data science initiatives.
• iCetananotableStrategic or Co-development PartnerAI anomaly detection company whose software is powered by A2I2-developed compressed sensing algorithms. Originally a local council pilot, now deployed globally for video surveillance.
• United NationsflagshipStrategic or Co-development PartnerGlobal partnership contributing to international AI research and policy frameworks across social innovation areas.
• Ford Motor Company (USA)coreStrategic or Co-development PartnerCollaboration on Molecular Optimisation project using machine learning to optimise surface modifications of cellulose nanocrystals for automotive polymer reinforcement.
• University of SydneynotableStrategic or Co-development PartnerAcademic research collaboration in AI across multiple projects and joint research initiatives.
• SamsungnotableStrategic or Co-development PartnerTechnology partner involved in AI research collaboration across various projects.
• TAC (Transport Accident Commission)notableStrategic or Co-development PartnerVictorian government body partnered on AI research for road safety and trauma care applications.
• Dementia AustraliacoreStrategic or Co-development PartnerCollaboration on BrainTrack app — an AI-powered mental health/dementia support tool that won the Stevie Award for Technology Excellence.
• The Alfred HospitalcoreStrategic or Co-development PartnerMajor trauma centre partnership for world-first Trauma Reception and Resuscitation decision support system, CT scan AI assessment, and clinical AI research. Alfred implementation has expanded to India, China, Saudi Arabia, and Ireland.
• Black Dog InstitutecoreStrategic or Co-development PartnerMental health research partnership including the world-first AI-optimised adaptive trial (Vibe Up study) and ongoing Centre for Research Excellence in Depression Treatment Precision collaboration with UNSW.
• University of New South Wales (UNSW)coreStrategic or Co-development PartnerJoint research with Black Dog Institute on AI-personalised mental health treatment. Also collaboration on Centre for Research Excellence in Depression Treatment Precision.
• Defence Science and Technology Group (DSTG)coreStrategic or Co-development PartnerCollaboration under DAIRNet Phase II initiative for noisy temporal data AI, cyber situational awareness, and space debris mitigation research.
• FCThree ServicesflagshipStrategic or Co-development PartnerStrategic partnership to develop and commercialise ComplyIQ360 (AI-powered compliance gap analysis platform) and SustainIQ360 (AI-powered sustainability reporting aligned to IFRS S2 and AASB S2 standards). FCThree leads commercial distribution; platforms available in Australia and New Zealand.
• Australian Composites Manufacturing CRC (ACM CRC)coreStrategic or Co-development PartnerSupported development of ForgeX.ai — AI-based manufacturing augmentation platform — with $110,143 in co-funding. ForgeX.ai will be made freely available to Australian manufacturers, beginning with composites sector.
• Red Velvet AIcoreStrategic or Co-development PartnerCo-lab partnership ('The AI Bakery' — world-first AI co-lab) to simultaneously accelerate AI adoption within universities, enable applied AI research advances, and support AI commercialisation over a two-year period. Focus on AI EdTech.
• Australian Space AgencycoreStrategic or Co-development PartnerResearch contribution to international space debris coordination (IADC). Deakin's physics-informed AI for hypervelocity impacts informs Australian Space Agency's technical input into international debris mitigation guidelines.
• James Cook UniversitycoreStrategic or Co-development PartnerLead institution for AAA-MEDICAL NHMRC Synergy Grant ($5M/5 years). Deakin AI team led by Prof Truyen Tran developing AI for abdominal aortic aneurysm detection and modelling.
• Macquarie UniversitynotableStrategic or Co-development PartnerResearch partner in the AAA-MEDICAL project for AI-powered abdominal aortic aneurysm detection.
• University of QueenslandnotableStrategic or Co-development PartnerResearch partner in the AAA-MEDICAL project for AI-powered abdominal aortic aneurysm detection.
• St Vincent's InstitutenotableStrategic or Co-development PartnerResearch partner in the AAA-MEDICAL project for AI-powered abdominal aortic aneurysm detection, contributing clinical and research expertise.
• Black Dog InstitutecoreStrategic or Co-development PartnerMRFF-funded project investigating AI and adaptive trial methods to discover the most effective mental health treatments, with Prof Jill Newby from Black Dog Institute and UNSW as co-investigators.
• Defence Science and Technology Group (DSTG)coreStrategic or Co-development PartnerSupported under DAIRNet Phase II initiative. Collaboration on self-supervised learning and deep reasoning for noisy, dynamic, multimodal Defence data including anomaly detection and cyber situational awareness.
• Defence Artificial Intelligence Centre (DAIC)flagshipStrategic or Co-development PartnerFlagship Defence Experiential CoLab partnership aimed at solving complex AI problems and growing advanced AI skills and experience across Defence, delivering educational seminars and hands-on coding workshops.
• MailGuardnotableTechnology or IntegrationCybersecurity technology partner logo displayed on A2I2 website, indicating collaboration in AI for security applications.
• UnitingnotableStrategic or Co-development PartnerCommunity services organisation partnered on AI research for social innovation and community health applications.
• Cancer CouncilnotableStrategic or Co-development PartnerHealth sector partnership in AI research for cancer-related applications and health data analysis.
• OzzybotsnotableStrategic or Co-development PartnerAI education platform developed by Dr Sherif Abbas at A2I2 for Years 7–12 students, freely accessible online in 10 countries. Reaches secondary students, teachers, parents, tutors, and TAFE students.
• Curtin UniversitynotableStrategic or Co-development PartnerResearch partner for TOBY Playpad — automated early intervention platform for children with autism using iPad-based adaptive therapy.
• DHACnotableStrategic or Co-development PartnerDefence and health-related research partner indicated on the main partnerships page.
• Cerebral Palsy AlliancecoreStrategic or Co-development PartnerNHMRC-funded collaboration on Early Cerebral Palsy Screening through Deep Learning, using computer vision to detect cerebral palsy from consumer-grade videos of infants.
• Perth Children's HospitalcoreStrategic or Co-development PartnerClinical partner for early cerebral palsy screening research, providing medical expertise and clinical trial data.
• UNSW@CanberranotableStrategic or Co-development PartnerCollaboration partner in space debris mitigation projects alongside DSTG, RMIT, and international partners (Germany, Norway, France).
• RMIT UniversitynotableStrategic or Co-development PartnerPartner in space debris mitigation research alongside DSTG, UNSW@Canberra, and international collaborators.
• Institute for Frontier Materials (IFM), Deakin UniversitycoreStrategic or Co-development PartnerInternal Deakin partnership on Molecular Optimisation project — IFM leads physics-based nano-level simulation of cellulose nanocrystals while A2I2 leads machine learning-based optimisation of surface modifications.
• US ArmycoreStrategic or Co-development PartnerFunding partner for novel human-machine teaming methodology project for experimental optimisation of armour systems (2024–2027).
• Marine Mapping Lab, Deakin UniversitycoreStrategic or Co-development PartnerCollaborative study combining marine science and AI to demonstrate CNN-based benthic habitat classification using multibeam bathymetry data from Apollo Marine Park.

Scale indicators15 records

Recent moves6 records

Expansion highlights6 records

Regional players

• Appen: Australian-headquartered AI data and services company providing training data and AI services to global tech companies. Comparable as an Australian AI company with research depth and global enterprise customers, though focused on data rather than applied research.

Emerging players

• Landing AI: AI platform founded by Andrew Ng focused on AI for manufacturing and industrial use cases. Direct comparison to A2I2's ForgeX.ai platform for composites manufacturing — both target the Industry 4.0 opportunity with AI augmentation platforms.

Broad incumbents

• H2O.ai: Enterprise AI platform company offering generative AI, predictive AI, and AI governance solutions. Comparable as an AI platform with research heritage (originally open-source) and Fortune 500 customer base, similar to A2I2's mix of research and commercial platforms.
• DataRobot: Enterprise AI/ML platform company offering AI observability, governance, and MLOps. Comparable to A2I2's commercial platforms (ComplyIQ360, PRO) as an AI GRC/safety platform provider, though operating at much larger scale purely commercially.
• C3.ai: Enterprise AI applications company offering pre-built and configurable AI applications across verticals including manufacturing, defence, and healthcare. Comparable to A2I2's portfolio of vertical AI applications though operating at significantly larger commercial scale.
• Element AI (ServiceNow): Montreal-based applied AI research and solutions company (acquired by ServiceNow in 2020) that combined academic depth with enterprise AI deployment. Similar translational model bridging university research and commercial customers across multiple verticals.
• Saama Technologies: AI/analytics services company with strong life sciences and clinical research AI capabilities. Comparable to A2I2's clinical AI work (DeepCare, adaptive trial design, AAA detection) as a translational AI partner for healthcare and life sciences enterprises.

Direct peers

• Allen Institute for AI (AI2): Non-profit AI research institute founded by Paul Allen with a similar mission of combining high-impact fundamental AI research with real-world applications. Direct structural peer as a research institute with multiple product spinoffs (e.g., Semantic Scholar, OLMo).
• Faculty AI: UK-based AI research/services company founded by ex-DeepMind researchers, providing applied AI solutions to enterprises and government. Comparable as a research-rooted AI services company with a focus on safety, defence, and high-impact deployments.
• CSIRO Data61: Australia's national science agency's data science and AI division. Most direct comparable to A2I2 as a publicly-funded Australian applied AI research powerhouse with both fundamental research and translational industry/government projects spanning healthcare, defence, and manufacturing.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

• Facebookfacebook.com/DeakinA2I2
• LinkedInlinkedin.com/school/deakina2i2

Revenue estimate

Valuation estimate

Number of profiles

Funding overview

Funding rounds

Investors

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 A2I2 Applied AI Institute