Products

LLM for business

GrantPilot: The intelligent grant application compiler

Description:

GrantPilot is SoftMining’s SaaS platform designed to simplify and optimize participation in competitive grant applications. Powered by a tailored Retrieval-Augmented Generation (RAG) system and custom embeddings, GrantPilot ensures precision, efficiency, and competitiveness in preparing project proposals.

Key Features:

Guided Document Upload

    1. Users can upload four essential categories of documents:
      • The grant call: containing requirements, deadlines, and key details.
      • The project template: the format required for submission.
      • Proponent description: information about the company or research group.
      • Knowledge base: critical resources such as scientific papers, patents, or company documents.

Three Core Functions

    • Grant call query: GrantPilot allows users to quickly extract specific information such as deadlines, funding percentages, and eligibility requirements, saving valuable time.
    • Eligibility check and strength evaluation: The system verifies if the proponent meets the grant criteria and assesses the proposal’s competitiveness based on the uploaded knowledge.
    • Smart pre-filling: Once conditions are met, GrantPilot automatically completes the project template with the most relevant information from the knowledge base, optimizing efficiency and minimizing errors.

Access and Integration:

  • Dedicated Dashboard: for user-friendly management of the process.
  • API Integration: for seamless connection with existing systems and automated workflows.

GrantPilot is a strategic tool for companies, research institutions, and teams that want to approach grant applications with a competitive and technologically advanced approach.

GrantPilot is a strategic tool for companies, research institutions, and teams that want to approach grant applications with a competitive and technologically advanced approach.

InnoMatch: The Proactive Open Innovation Platform

Description:

InnoMatch is SoftMining’s groundbreaking SaaS platform that redefines open innovation. Instead of relying on public calls and manual responses, InnoMatch leverages advanced artificial intelligence algorithms and a smart crawling engine to analyze real-time data from registered SMEs. When a large company describes a problem, the platform automatically identifies and suggests the best matches, streamlining innovation and enhancing collaboration efficiency.

How it works:

SME Registration

SMEs register on the platform, providing key information about their products, services, and expertise. Alternatively, InnoMatch’s crawler collects data from company websites and public documents to create a detailed organization profile.

Data Analysis and Enrichment

  • Using custom embeddings models, InnoMatch analyzes and organizes the collected information, building a dynamic, always-updated database of SME capabilities.
  • The platform integrates structured data (e.g., company profiles, product catalogs) and unstructured data (e.g., articles, patents, past projects).

Problem Submission by Large Companies

  • Large companies describe their problems or needs via an intuitive interface or API.
  • InnoMatch translates the problem into a set of parameters and automatically searches for SMEs that best fit the criteria, providing a list of potential partners.

Intelligent Matching

  • The platform calculates an “Innovation Match Score” based on technical compatibility, sector expertise, and past achievements.
  • Companies receive clear suggestions with detailed profiles of each SME and the reasoning behind their selection.

Key Benefits:

  • Proactivity: No need for public calls; the system actively works to identify the best partners automatically.
  • Efficiency: Saves time and resources in managing and selecting proposals.
  • Inclusivity: Every SME, even the less structured ones, can be highlighted through data-driven analysis.
  • Personalization: The algorithm dynamically adapts to the specific needs of each problem, improving with continuous use.
  • SaaS Accessibility: InnoMatch is available through a dedicated dashboard or API, ensuring seamless integration into existing workflows.

Why Choose InnoMatch?

InnoMatch is more than just a platform; it’s an ecosystem that connects companies and SMEs in a fast, strategic, and data-driven way. With this solution, SoftMining aims to create a future where innovation is always within reach, free from time constraints and bureaucratic complexities.

Graph Insight: The Intelligent Scientific Literature Analyzer

Description:
SciGraph Insight is SoftMining’s SaaS platform designed to revolutionize the exploration and synthesis of scientific literature. By leveraging cutting-edge natural language processing and semantic graph technology, SciGraph Insight transforms vast collections of academic publications into actionable knowledge, enabling precision, depth, and efficiency in research analysis.

Key Features:

Comprehensive Literature Analysis:
SciGraph Insight provides accurate and extensive analysis of over 60 million scientific papers, ensuring unparalleled coverage of your research area.

Semantic Graph Creation:
The platform constructs a dynamic semantic graph, representing 500 to 50,000 papers, encapsulating diverse aspects of a given topic. This visualization highlights key relationships, trends, and insights in a clear and interactive format.

Automated Review Writing:
Harnessing AI-driven summarization, SciGraph Insight generates a detailed document synthesizing the most critical findings, effectively serving as a scientific review tailored to your needs.

Minority Report Generation:
To uncover less-explored perspectives, SciGraph Insight prepares a minority report spotlighting less mainstream topics and connections, ensuring a holistic understanding of the field.

Access and Integration:

  • Interactive Dashboard: Manage and visualize your literature exploration effortlessly.
  • Custom Export Options: Download example reports and reviews to streamline collaboration and presentation.

SciGraph Insight is a strategic tool for researchers, academic institutions, and industry professionals seeking a comprehensive, technologically advanced approach to literature analysis and synthesis.

check an example of GraphInsight analysis

Drug discovery tools

MATISSE: Dynamic Binding Pocket Analysis Tool

Description

MATISSE is SoftMining’s innovative platform for analyzing protein binding pockets with unprecedented precision. By incorporating short molecular dynamics (MD) simulations, MATISSE captures the dynamic nature of binding sites, providing a detailed understanding of their geometry, topology, and volumetric properties over time. This dynamic approach enables researchers to analyze how pockets change in shape and accessibility, unlocking new opportunities for drug discovery and repurposing.

Key Features:

Dynamic Binding Site Evaluation

MATISSE goes beyond static models, analyzing the flexibility and temporal evolution of binding pockets to uncover critical dynamic features that influence ligand binding.

Comprehensive Geometry and Topology Analysis

The platform evaluates the detailed geometric and topological characteristics of active sites, ensuring accurate identification of binding regions and potential interaction sites.

Advanced Volumetric Metrics

MATISSE provides precise volumetric measurements and similarity metrics, allowing for meaningful comparisons of binding pockets across diverse proteins, critical for drug repurposing and target validation.

Enhanced Accuracy Through MD Simulations

Using short MD simulations, MATISSE captures the dynamic behaviors of binding pockets, offering insights into their conformational changes and adaptability.

Access and Integration:

  • SaaS Platform: Accessible via an intuitive dashboard or API, integrating seamlessly with existing workflows.
  • Research-Driven Design: Outputs comprehensive data for integration with other SoftMining tools or further analysis.

Why Choose MATISSE?

MATISSE redefines binding pocket analysis by emphasizing the dynamic nature of active sites, offering unparalleled insights into their geometry and topology. With its innovative approach, MATISSE empowers pharmaceutical companies, academic researchers, and biotech innovators to explore new therapeutic targets, enhance ligand design, and accelerate drug discovery efforts.

SIMILIS: Precision Molecular Similarity Analysis Tool

Description

SIMILIS is SoftMining’s state-of-the-art tool for molecular similarity analysis, designed to overcome the limitations of traditional methods like Tanimoto coefficients. By incorporating advanced algorithms that evaluate electronic distribution, topology, and molecular geometry, SIMILIS delivers a comprehensive and precise similarity assessment. This unique approach enables better identification of molecular candidates for drug discovery, repurposing, and adverse reaction prediction.

Key Features:

Beyond 2D Similarity

Traditional methods often lack critical structural or functional relationships. SIMILIS evaluates molecular similarities based on electronic properties, atomistic topology, and spatial geometry, offering unparalleled precision.

Dynamic and Functional Comparisons

Unlike static methods, SIMILIS accounts for the dynamic behavior of molecules within protein binding sites, providing insights into how structural similarities translate to functional outcomes.

Advanced Similarity Metrics

Using several algorithms, including Kruskal’s Minimum Spanning Tree (MST) method, SIMILIS identifies significant molecular relationships while eliminating redundancies, ensuring efficient database screening.

Applications in Drug Discovery

SIMILIS enhances virtual screening processes, aiding in identifying promising candidates from vast chemical spaces and facilitating drug repurposing by linking molecules with similar mechanisms of action.

Proven Results

Benchmarked on complex datasets, SIMILIS demonstrated its ability to detect nuanced molecular similarities, particularly for compounds with subtle variations in functional groups that impact pharmacological activity.

Access and Integration:

  • SaaS Platform: Available through a dashboard or API for easy integration into research workflows.
  • Customizable Analyses: Adaptable to specific research needs, including niche applications like toxicity prediction and target validation.

Why Choose SIMILIS?

SIMILIS redefines molecular similarity analysis by integrating dynamic molecular behavior, spatial geometry, and electronic properties into a single, comprehensive tool. Whether for lead identification, drug repurposing, or adverse reaction prediction, SIMILIS delivers unmatched accuracy and efficiency, making it an indispensable asset for pharmaceutical companies and research institutions.

BioScope: Advanced Knowledge Extraction from Biomedical Graphs

Description

BioScope is a cutting-edge tool designed to revolutionize biomedical research by extracting and interpreting knowledge from complex scientific data visualizations. By analyzing graph-based representations of biomedical terms and their interconnections, BioScope transforms raw data into actionable insights. Using specialized Retrieval-Augmented Generation (RAG) systems and embeddings trained on scientific literature, it summarizes the underlying concepts behind graph connections with unprecedented precision.

Key Features:

Conceptual Summarization

BioScope provides clear and concise summaries of the concepts underlying graph connections, derived directly from references and scientific literature, offering unparalleled clarity and utility.

Integration with Specialized Ontologies

The tool seamlessly integrates diverse biomedical categories, including genes, drugs, diseases, and active molecules, to aggregate essential information from specialized databases.

High-Impact Applications

BioScope is optimized for drug repurposing, offering detailed insights into molecular mechanisms, potential therapeutic applications, and adverse effects.

Dynamic Graph Analysis 

By reading and interpreting graph structures, BioScope uncovers non-obvious relationships among biomedical entities, supporting innovative research and hypothesis generation.

RAG-Powered Insights

Using embeddings tailored to biomedical literature, BioScope ensures high-quality, context-aware responses that maximize the relevance and reliability of results.

Efficient Data Integration

Extracts, aggregates, and synthesizes information from multiple databases, delivering comprehensive reports for research and decision-making.

Access and Integration:

  • SaaS Platform: Available via a secure dashboard or API for seamless integration with existing workflows.
  • Customizable Outputs: Adaptable to specific research needs, including drug development, safety profiling, and target validation.

Why Choose BioScope?

BioScope delivers an unmatched ability to interpret and distill scientific knowledge from complex biomedical graphs. It transforms raw connections into clear, actionable concepts, empowering pharmaceutical companies, academic researchers, and healthcare innovators to accelerate drug discovery, optimize therapeutic strategies, and identify unforeseen risks with precision and confidence.