Methodology

The engine behind the powerful capabilities is Justifai’s advanced reasoning engine. By intelligently breaking down problems in the small sub-problems and dynamically constructing process pipelines to optimally solve these challenges, Justifai creates a new paradigm in the world of low code/no code AI solutions.

Requirement Gathering

Requirement Gathering

Justifai automates the requirement gathering process, allowing multiple stakeholders such as business, data science, IT, finance, legal, GRC & ethics leads to input their objectives, requirements and constraints. This is also the part of the platform where the compliance gatekeeper and/or privacy-by-design requirement can be activated.

Justifai automates the requirement gathering process, allowing multiple stakeholders such as business, data science, IT, finance, legal, GRC & ethics leads to input their objectives, requirements and constraints. This is also the part of the platform where the compliance gatekeeper and/or privacy-by-design requirement can be activated.

Justifai automates the requirement gathering process, allowing multiple stakeholders such as business, data science, IT, finance, legal, GRC & ethics leads to input their objectives, requirements and constraints. This is also the part of the platform where the compliance gatekeeper and/or privacy-by-design requirement can be activated.

AI Solution Pipeline Generation & Evaluation

AI Solution Pipeline Generation & Evaluation

Based on the auto-generated business requirement document, the system generates multiple candidate AI solution pipelines that can be evaluated based on different key qualities, even before training the solutions.

Based on the auto-generated business requirement document, the system generates multiple candidate AI solution pipelines that can be evaluated based on different key qualities, even before training the solutions.

Based on the auto-generated business requirement document, the system generates multiple candidate AI solution pipelines that can be evaluated based on different key qualities, even before training the solutions.

Smooth Deployment & Post-Market Management

Smooth Deployment & Post-Market Management

Justifai allows for seamless deployment into production of the selected AI solution with post-market monitoring and management.

Justifai allows for seamless deployment into production of the selected AI solution with post-market monitoring and management.

Justifai allows for seamless deployment into production of the selected AI solution with post-market monitoring and management.

Transparency and Auditability in Solution Deployment

Transparency and Auditability in Solution Deployment

Justifai offers end-to-end transparency, decision logging and auditability on the created solutions.

Justifai offers end-to-end transparency, decision logging and auditability on the created solutions.

Justifai offers end-to-end transparency, decision logging and auditability on the created solutions.

Integration with Existing Digital Infrastructure

Integration with Existing Digital Infrastructure

Justifai solutions can be seamlessly integrated into digital platforms, existing applications, tools and workflows

Justifai solutions can be seamlessly integrated into digital platforms, existing applications, tools and workflows

Justifai solutions can be seamlessly integrated into digital platforms, existing applications, tools and workflows

Privacy-preserving Artificial Intelligence

Privacy-preserving Artificial Intelligence

Privacy-preserving
Artificial Intelligence

Privacy-preserving AI enables the utilization of personal data for high predictive performance or personalization while safeguarding user privacy.

Data Management and Optimization

Justifai analyzes your data architecture, use case, and purpose and intelligently selects the right data sanitization method to optimize predictive performance.

Justifai supports data minimization, a goal-oriented data storing and processing mechanism which reduces residual risk by only handling data necessary for the intended goal.

Privacy and Security

Justifai supports conscious decisions about the privacy/accuracy trade-off you need.

Justifai’s privacy-by-design architecture protects personal data; the data stays within the protected firewall and is never extracted for analytical purposes.

User Consent and Explainability

Justifai dynamically adapts to various consent levels, enhancing predictive accuracy while respecting individual user preferences and giving them more control over their data.

Justifai provides privacy-aware explainability, adapting audit reports and explanations according to the privacy clearance of the requestor.

Product Components

Register

Create a centralised registry of AI solutions that you have built and document it with known business, ethical & legal requirements for your solution, business or industry.

Monitor

Understand and follow op model use, behaviour and ongoing compliance by:

A) Connect your existing monitoring tools

B) Built in monitoring for solutions trained and deployed by the Justifai Engine

Assess / Collect

A proper AI Model Risk Assessment and Compliance assistant to identity required, implemented and missing AI Risk controls for your existing or desired AI solutions.

Innovate

Generate new compliant-by-design AI solutions with the no-code and patent pending Justifai Engine.

Audit

Instantly view the decision logs, technical documentation, compliance reports and conformity assessment of your deployed solutions. Support the auto-completion of audit reports.

Mitigate

A) Generation and delivery of a well defined technical documentation on risk mitigations to be implemented by technical teams of the customer or Justifai’s professional service teams.

B) The generation of a shadow model that fulfils the requirements generated by the unique Justifai Engine. With potentially development of custom/proprietary blocks.

Govern

Facilitate the processes to track, assess, report, and manage AI systems you’ve build, or use to ensure they are effective, compliant, and safe.

Implementation options

Justifai Platform

Justifai platform allows for fast iteration on designing and deploying AI solution pipelines that are trustworthy and compliant by design, even with limited or no technical resources.Ideal for companies who want to develop their own solutions end-to-end, run iterations, and expect to have multiple solutions in production.

Justifai Solutions

Justifai also offers a marketplace with customizable (embedded) solutions.

Ideal for for digital platforms, or companies who are looking for a specific set of AI capabilities or who want to white-label/, integrate or distribute specific capabilities and components

examples:

  • Justifai’s privacy-preserving hyper-personalization solution for digital health

  • Justifai’s privacy-preserving recommender system

  • Justifai’s privacy-preserving risk classification system

  • Justifai’s Privacy-preserving medical research kit