Howso

Company Overview

Howso emerged from Diveplane Corporation, which rebranded to Howso to reflect its focus on answering the fundamental question of "how" and "why" AI systems arrive at their conclusions. The name itself signals the company's core mission: to make machine learning decisions explainable and traceable. The company was founded on the principle that artificial intelligence should be transparent, allowing users to understand exactly how outcomes are generated rather than accepting predictions on faith.

The company differentiates itself in a crowded AI marketplace by rejecting the conventional deep learning and neural network paradigm in favor of an instance-based learning approach. This methodology enables full transparency, allowing every decision and prediction to be traced back to the actual data that informed it. This is particularly valuable in regulated industries and high-stakes environments where accountability, auditability, and compliance are essential.

Core Technology

At the heart of Howso's offerings is its instance-based machine learning engine. Unlike traditional AI models that compress training data into abstract weights and parameters that cannot be reversed or examined, Howso's technology retains and references the underlying data directly. This approach allows the system to provide complete attribution for every prediction, meaning users can see precisely which data points contributed to a given result and to what degree.

The technology is built around several key principles:

Explainability: Every prediction made by Howso's engine can be fully explained. Users can identify the specific data records that influenced a decision, understand feature contributions, and audit the reasoning process from end to end.

Editability: Because the system references actual data rather than opaque parameters, information can be added, modified, or removed without requiring complete model retraining. This provides flexibility and supports compliance with data governance requirements such as the right to be forgotten.

Uncertainty Quantification: The platform provides measures of confidence and uncertainty around its predictions, helping users understand the reliability of outputs and make better-informed decisions.

Products and Services

Howso Engine

The Howso Engine is the company's flagship product, an open-source instance-based machine learning platform. It performs a wide range of machine learning tasks including classification, regression, anomaly detection, and data analysis, all while maintaining full transparency. The engine is designed to be a general-purpose tool that can handle diverse datasets and use cases while consistently providing explainable results. By making the engine open source, Howso has aimed to build a community around transparent AI and to encourage broader adoption of explainable machine learning practices.

Howso Synthesizer

The Howso Synthesizer is a synthetic data generation tool that creates artificial datasets that statistically mirror real data without exposing sensitive or personally identifiable information. Synthetic data has become increasingly important for organizations that need to train and test AI systems while maintaining privacy and complying with data protection regulations. The Synthesizer allows companies to generate high-fidelity synthetic datasets that preserve the statistical relationships and patterns of the original data, enabling safe data sharing, testing, and development. This capability is particularly valuable in industries such as healthcare, finance, and government, where data privacy is paramount.

Enterprise Solutions

Beyond its core products, Howso offers enterprise-grade solutions and services tailored to organizations that require explainable AI at scale. These include deployment support, integration assistance, and consulting to help businesses implement transparent machine learning within their existing workflows and systems. Howso works with clients to address specific challenges related to compliance, auditability, and trustworthy AI deployment.

Industries and Applications

Howso's technology is applicable across a broad spectrum of industries where transparency and accountability are critical. These include:

Healthcare: Where explainable predictions and privacy-preserving synthetic data support clinical decision-making and research while protecting patient information.

Financial Services: Where regulatory compliance, fraud detection, and auditable credit and risk decisions demand transparent AI.

Government and Defense: Where accountability, security, and traceability are essential for mission-critical applications.

Insurance: Where underwriting and claims decisions must be explainable and defensible.

The versatility of the instance-based approach means the technology can be adapted to virtually any domain that relies on data-driven decision-making and benefits from transparency.

Mission and Philosophy

Howso's overarching philosophy centers on the belief that artificial intelligence should be trustworthy, understandable, and accountable. As AI increasingly influences decisions that affect people's lives, the company argues that transparency is not merely a technical feature but an ethical imperative. By enabling users to understand how and why AI systems reach their conclusions, Howso seeks to foster greater trust in artificial intelligence and to support responsible AI adoption.

The company advocates for a future in which AI does not require blind faith, where every automated decision can be examined, questioned, and validated. This commitment to transparency and explainability distinguishes Howso within the artificial intelligence and robotics landscape and reflects a growing industry-wide recognition of the importance of responsible, interpretable AI.

Conclusion

Howso represents a distinctive voice in the artificial intelligence sector, championing explainable and transparent machine learning at a time when concerns about AI accountability are increasingly prominent. Through its flagship Howso Engine, its privacy-preserving Synthesizer, and its enterprise solutions, the company provides tools that allow organizations to harness the power of machine learning without sacrificing understanding, trust, or compliance. By making its core engine open source and grounding its technology in instance-based learning, Howso continues to push the industry toward a more transparent and accountable model of artificial intelligence.