Uncover causal insights
Empower better decisions

InsightSolver transforms complex biomedical data into clear, actionable explanations—helping researchers and clinicians make smarter, faster decisions.
AI-Enhanced Drug Development Process
Modern healthcare and life sciences generate massive volumes of data. But without understanding why outcomes happen, predictive models fall short. Hidden causal patterns remain untapped—until now.
InsightSolver uses a neuro-symbolic AI engine combining logical rule induction, statistical learning, and causal inference. We reveal the "why" behind complex outcomes—whether it's a drug reaction, a failed clinical trial, or a surprising patient response.
Clinical Trial Acceleration
Predicting outcomes and optimizing trials for faster results
Drug Design Optimization
Designing and optimizing drug molecules for better safety
Biological Data
Analysis
Analyzing vast biological data to identify drug targets quickly
Drug Efficiency Prediction
Predicting drug effectiveness and toxicity to reduce testing costs
Built for the Experts Shaping the Future of Health
Biopharma R&D Teams
Clinical Researchers
Medical Data Scientists
Translational Research Institutions


Proactive Identification of Patients at High Risk of Severe Drug Side Effects
Interindividual variability in drug response remains a major barrier to preventive healthcare. Currently, clinicians and researchers rarely have predictive tools that proactively anticipate which patients are likely to develop severe adverse drug reactions, even for commonly used medications (e.g., antibiotics, antivirals, chronic treatments).


InsightSolver Value
InsightSolver aggregate multidimensional datasets - genetic (sequencing, polymorphisms), clinical records (patient histories), environmental exposures (toxins, diet), behavioral factors (lifestyle) - and identify specific combinations of predictive factors (genetic markers, medical history, drug interactions, biomarkers, lifestyle) contributing to rare but severe drug reactions.
Optimizing Target Identification and Antibody Candidate Selection in Biologics Development
The development of biologics (e.g., monoclonal antibodies, recombinant proteins) requires intensive phases of target screening, antibody candidate identification, and validation of efficacy. These stages generate substantial, complex datasets that are challenging to interpret, slowing down strategic decision-making.


InsightSolver Value
InsightSolver can integrate into digital platforms used for biologics R&D, providing clear natural-language explanations about combinations of experimental parameters and biological properties (antibody physicochemical characteristics, protein-antigen interactions, preclinical test outcomes, omics data) associated with optimal efficacy, stability, or immunogenicity.
Extract clear, natural-language explanatory insights to identify antibody candidate
Optimal conditions for effective, stable, and minimally immunogenic antibodies:
Antibodies exhibiting extended half-life (>21 days) and low immunogenicity consistently have glycosylation patterns at site X, high thermal stability (>60°C), and binding affinity between 0.1 and 0.5 nM to target Y


A Neuro-Symbolic Approach to Biomedical Understanding
InsightSolver is a neuro-symbolic AI platform designed to accelerate innovation and improve decision-making and empowers scientists and clinicians to transform complex biomedical data into actionable insights, paving the way for more personalized healthcare solutions and streamlined biologics development.
By analyzing complex multidimensional datasets - such as genetic profiles, clinical histories, environmental exposures, and experimental results - InsightSolver identifies and clearly explains, in natural language, the specific combinations of factors that lead to significant outcomes, including treatment efficacy, adverse drug reactions, or biomolecular stability.

From Black Box to Transparent Insight
Not Just Predictive – Explanatory
Goes beyond predictions to identify root causes, enabling proactive interventions
Neuro-Symbolic Synergy
Leverages the interpretability of symbolic AI and the adaptability of neural networks
Built for Complex Use Cases
Ideally suited for explaining rare adverse drug reactions and optimizing biologics R&D
Designed for Scientists and Clinicians
Outputs are clear, traceable, and ready for action by domain experts—not just data scientists.

Complementary to Existing Tools
Works alongside ML pipelines, EHR systems, and drug discovery platforms.
Competitive Landscape

Pricing of the solution
Insightsolver operates on a B2B SaaS model, offering tiered licensing to biopharma companies, healthcare providers, and research institutions. Revenue is generated through annual subscriptions, pilot projects, and enterprise deployments. Custom integration and support services are available for larger clients.
Ready to See the Why ?
Discover how InsightSolver can unlock your data’s true value.
Founding Team

Michael Albo
MSc Computer Science, MBA
A veteran innovator with a 30-year track record across the Atlantic, Michael operates at the forefront of computer science, decision science, statistical learning, causal inference and business transformation.
He excels at translating complex data into actionable insights, having engineered and deployed production-grade machine learning solutions that consistently optimize mission-critical operations.

David Streliski
MSc, CFA, Qualified Risk Director
With a robust 28-year career, David has successfully navigated complex business and technological initiatives for top-tier enterprises and consulting houses in Canada and Switzerland.
His influence extends beyond the boardroom, having shared his expertise as a lecturer at HEC Montréal and played a pivotal role in establishing the Professional Risk Managers International Association.

Noé Aubin-Cadot
MSc Mathematics
A highly skilled data scientist and mathematical modeling authority, Noé dedicated six years of doctoral study to mastering state-of-the-art mathematical theories and computational methods for physical simulations.
Leveraging this sophisticated toolkit, he has spent five years crafting impactful machine learning models, empowering Canadian businesses to tackle intricate problems and drive tangible results.
Privacy Policy
Last updated: December 13, 2024
Insightsolver is committed to protecting the privacy of its prospects and users and to comply with applicable personal information protection laws. This policy explains how we collect, use, and protect your personal information in the context of our services.

1. Collection of personal information
We collect your personal information only when necessary to provide our services, improve your user experience, or comply with our legal obligations. The types of information we collect include, but are not limited to:
• Identification information: Name, first name, email address, phone number, organization.
• Data usage: IP address, browser type, preferences, interactions with our services.
• Financial information (if applicable): Credit card number or billing details.We collect this information directly from you when you:
• Create an account on our platform.
• Use our services or features.
• Contact our support service.
2. Purposes of collection
Personal information is used for the following purposes:
• Provide and personalize our services.
• Manage payments and billing.
• Communicate with you regarding our services, updates, or technical support.
• Comply with our legal and regulatory obligations.
• Improve our products and analyze the use of our platform.
3. Consent
We obtain your explicit consent before collecting, using, or disclosing your personal information, except in cases provided for by law. You can withdraw your consent at any time by contacting us at the address mentioned below. However, this may limit your access to certain services.
4. Sharing of personal information
We share your personal information with third parties in the following circumstances:
• Service providers: Technology partners or third-party providers necessary to provide our services (cloud hosting, payment operator, technical support platform).
• Legal obligations: When required by law or in the context of legal proceedings.
5. Data security
We apply physical, administrative, and technological security measures to protect your personal information against unauthorized access, use, or disclosure.
In the event of a confidentiality incident presenting a serious risk of harm, we will inform the Commission d'accès à l'information du Québec and the persons concerned in accordance with the law.
6. Your rights
You have the following rights regarding your personal information:
• Access: Obtain a copy of the information we hold about you.
• Rectification: Correct any inaccurate or incomplete information.
• Withdrawal of consent: Withdraw your consent at any time.
• Deletion: Request the deletion of your personal information, subject to legal obligations.
To exercise these rights, please contact us at the address mentioned in section 8.
7. Information retention
We retain your personal information only for the duration necessary to achieve the purposes stated in this policy, unless a longer retention period is required or permitted by law.
8. Contact us
For any questions or requests related to this privacy policy or your rights, you can contact us:Postal address:
Insightsolver
4 Pl. Ville-Marie Suite 300,
Montreal, Quebec H3B 2E7Email address: [email protected]
9. Changes to this policy
We reserve the right to modify this policy at any time. Any changes will be posted on our platform. Please check this page regularly to stay informed of updates.
Terms of Use
Last updated: December 2, 2024
Welcome to the InsightSolver website ("the Site"). By accessing or using the Site, you agree to comply with these Terms of Use. Please read them carefully. If you do not accept these terms, please do not use the Site.

1. Acceptance of terms
By using this Site, you confirm that you have reached the age of majority in your province of residence and are legally capable of entering into a contract.
2. Use of the Site
You agree to use the Site only for legal purposes and in compliance with the laws in force in Quebec and Canada. It is prohibited to:
• Download, transmit or disseminate any harmful, illegal, or offensive content.
• Attempt to compromise the security of the Site or disrupt its operation.
3. Intellectual property
All content on the Site (texts, images, logos, videos, etc.) is protected by copyright and belongs to InsightSolver or is used with authorization.
It is prohibited to reproduce, distribute or modify any content without prior written authorization.
4. Confidentiality
The use of this Site is also subject to our Privacy Policy. We encourage you to read it to understand how we collect, use, and protect your personal information.
5. External links
Our Site may contain links to third-party sites. InsightSolver does not control these sites and disclaims any responsibility for their content or practices.
6. Disclaimer of warranties
The Site and its contents are provided "as is", without any express or implied warranty, particularly regarding their accuracy or availability at all times.
7. Limitation of liability
In no event shall InsightSolver be held liable for direct or indirect damages resulting from the use or inability to use the Site.
8. Modification of terms
InsightSolver reserves the right to modify these Terms of Use at any time. The modifications will take effect upon their publication on the Site. We encourage you to consult them regularly.
9. Applicable law and jurisdiction
These Terms of Use are governed by the laws of the province of Quebec and applicable federal laws of Canada. Any dispute will be subject to the exclusive jurisdiction of the courts of the province of Quebec.
10. Contact
For any questions regarding these Terms of Use, please contact us at:
Insightsolver
4 Pl. Ville-Marie Suite 300,
Montreal, Quebec H3B 2E7
Email: [email protected]