Stay ahead of market pressures, maintain control, build in agility, and prepare for ongoing challenges to your digitized operations with KR.
Hatha Systems, with its patented Knowledge Refinery® (KR) platform, provides a unique solution mandatory for today’s digital transformation efforts, whether staying on premise or moving to the cloud. KR prepares you by bridging business/operational and technical layers for a comprehensive understanding of the complex and large scale operations residing in your software. Leverage KR to deliver operational efficiency, improve customer experience, and reduce cost and risk.
Know Your Environment
When 80-95% of your operations is digitized, having transparency into that operational software is critical to reducing your risk and cost burdens. Growth and profitability depend on ensuring your business operations have the agility to quickly adjust to support customer demands, new regulatory-resilience requirements, and market pressures. Whether your digital operations are in the cloud or on premise, retrieving and documenting the entire body of knowledge is critical to agility. See how KR’s transparency gives you the knowledge to handle your challenges:
- Legacy Data + App Modernization
- Applications + Data Cloud Migration
- Operational Resilience
- Post M&A Integration
- Compliance + Risk Mgmt
- Enterprise AI Adoption
The Challenges of Legacy Data + App Modernization Include:
- Poor documentation of legacy operations running in systems (e.g., applications and databases);
- Obscured visibility of the current baseline creating significant gaps in reaching future requirements (no way to determine what to keep, delete, change, or what may be missing); and
- Inability to verify post-modernization results to ensure business requirements are met.
KR delivers the comprehensive transparency and traceability essential for successful Legacy Application and Data Modernization.
With KR Applied: you have the transparency to establish the knowledge baseline you need to accurately plan, scope, cost, decide, execute, and verify—enabling successful outcomes.
KR APPLIED to Legacy Modernization Challenges:
KR uniquely delivers— for the first time— a comprehensive and accurate knowledge baseline of your ‘as is’ state, a necessary foundation for developing an accurate plan of action with risks and dependencies that are well-understood.
With KR, you have a clear understanding of what to keep, what to remove, what to change, and what is missing across business, data and technical layers. Then KR Interpreter delivers this comprehensive knowledge in natural language for multi-stakeholder understanding and collaboration. This applies to both Legacy Data and Legacy Application(s) projects or a combination.
Understanding your current state enables you to ensure that valuable workflows and data are not overlooked or discarded, preventing unanticipated operational risks and/or project waste.
When your migration is complete, KR enables you to generate your new baseline of your “to be” operation. This new baseline provides ongoing documentation of your modernized operation, keeping you prepared to respond to future updates as well as compliance and resilience needs.
See how you can leverage KR for ERP migration >
The Challenges of Applications and Data Cloud Migration:
- Driving cloud migration based on technology priorities rather than operational requirements needs;
- Ensuring flexible and agile migration while maintaining the accuracy and integrity of your business operation;
- Maintaining an accurate and detailed baseline of your application and data landscape, including dependencies, duplications, risks, and priorities; and
- Keeping stakeholders informed for fast access, understanding and team collaboration.
The precision delivered by KR is essential to accurate Applications + Data Cloud Migration.
With KR Applied: you get cleanly executed migration to sustain operations in a complex and heterogeneous environment
KR APPLIED to Application Cloud Migration Challenges:
Knowledge Refinery is uniquely qualified to address application and data migration to cloud. It delivers comprehensive documentation of current digitized operation (“ground truth”) that resides across the portfolio of applications and data (data at rest and data in motion). The views delivered by KR include the actual operational workflows and data lineages, as well as the dependencies, risks, and duplications residing across these systems, a critical first step to establishing ground truth.
This ground truth is leveraged to quickly, accurately—and at scale— assess current state for planning your migration. The combination of business/technical architecture, business workflow, data (at rest and in motion), with the underlying technical implementation gives you the opportunity to decide which applications and data belong in the cloud and which stay on premise, based on business/operational need.
This analysis also helps you to quickly determine what to keep, remove, change, and what is missing, as you plan your move to the cloud. This combination of portfolio analysis, intra-application analysis and comprehensive data analysis creates understanding needed to implement a streamlined operation (which will likely traverse on-prem and cloud.)
Now you also get a natural language narrative of your operational knowledge (via KR Interpreter) for unprecedented clarity, simplifying analysis of cloud complexities and enabling stakeholder collaboration for successful project outcomes.
The Challenges of Operational Resilience Include:
- Lack of Proof: Enterprises cannot produce deterministic evidence showing how critical business functions map to their supporting workflows, data flows, and technical components—leaving them unable to verify the resilience demanded by regulators, boards, and executives.
- Increasing Regulatory Demands: Responding to threats against financial stability, national security, and public welfare, regulators are expanding requirements for operational resilience—with significant penalties (e.g., DORA) for organizations that cannot demonstrate compliance.
- Inability to Recover: Without end-to-end visibility across software-driven operations, enterprises cannot prove they understand their systems well enough to protect critical functions or successfully recover when disruptions occur.
With KR Applied: You have the proof to respond to increasing regulatory demands, you have the knowledge to recover faster and more completely from disruptions, and you can proactively build resilience into your operations.
KR APPLIED to Operational Resilience Challenges:
Get Deterministic Proof: KR has the unique ability to deliver deterministic knowledge of your critical business functions with transparency and traceability, giving you the PROOF you need for resilience reporting. KR delivers the traceable chain of custody that regulators, executives, and board members demand. Unlike existing techniques (e.g., knowledge graphs and process mining) which deliver abstracted and/or partial views, KR generates an automated blueprint of your comprehensive operations.
Recover Quickly and Effectively: Imagine the recovery power of root cause analysis, showing not just what failed, but why it failed and the cascading effects. KR reverse-engineers your complete operational blueprint—revealing every dependency and pathway where failures may occur. When you experience a disruption, you can combine KR’s deterministic knowledge of your pathways and dependencies (revealing structural vulnerabilities) with your process mining/logs to obtain root cause. This gives you the complete picture you need to recover effectively—your architectural truth plus operational reality.
Forward-Engineer Resilience: Use KR’s blueprint to design and verify resilience across your critical business functions. Design recovery capabilities into future operations, verify resilience before deployment, and prove recovery pathways work. Gain both reactive recovery (understand what broke and why) and proactive resilience (design and verify protection before disruptions occur).
The Challenges of Post M&A Integration Include:
- M&A’s create duplicate and inefficient operations, plaguing your business operations with higher costs, increased risks, poor customer experience, and penalties for non-compliance;
- Undocumented or misunderstood duplication across business operations (whether workflow or data lineage) makes it difficult to consolidate/retire redundancies across application portfolios and business data; and
- Given the complex/heterogeneous business and technical layers of merging operations, integration efforts are not currently achievable without significant manual effort—a process that introduces unnecessary errors and costs, and inaccurate results.
The precision KR delivers is essential to accurate Post M&A Integration.
With KR Applied: you get integrated business workflows and data so you can construct a consolidated and streamlined business operation—with stakeholder collaboration.
KR APPLIED to Post M&A Integration Challenges:
KR’s patented technology delivers scalable extraction and documentation of your complex and heterogeneous business operations (e.g., workflows and data) across your merged entities. KR Rationalizer and KR Interpreter are powerhouse additions for M&A, delivering unprecedented understanding of your implementation:
- KR Rationalizer makes comparisons across workflow, data, and architecture layers so you can quickly identify duplicate operations and practical options for efficient consolidation.
- KR Interpreter delivers natural language narratives of your workflows, data, and technical architecture, making the knowledge accessible to your diverse stakeholders for planning, execution, and verification.
Statistics show that 70-90% of M&As fall short of expected post-M&A benefits, largely due to integration failures across IT and operations. KR delivers the business operations baseline to successfully plan, execute, and verify outcomes of your post-M&A integration. Additionally, KR enables stakeholder collaboration by delivering the ground truth in natural-language narratives, bridging gaps in culture, technology, and priorities.
The Challenges of Compliance and Risk Management Include:
- Automation-induced opacity—The more you automate your operations, the harder it is to see/trace/prove compliance and manage risk. You can’t quantify financial, reputational, or regulatory exposures without knowing exactly how your human-run and digitized processes flow.
- AI will hallucinate in knowledge gaps—AI cannot be used for compliance or risk management without being grounded in your operational reality.
- Penalties and suspensions from a lack of proof—Regulators demand current, traceable proof mapped to operational reality, not gap-filled knowledge graphs, process mining diagrams, or outdated documentation.
The precision KR delivers enables you to make accurate risk management decisions and deliver defensible compliance reporting.
With KR Applied: you have precise operational truth by tracing workflows and data—both data-in-motion and data-at-rest—across your operation for fast, defensible compliance reporting and responsible risk management.
KR APPLIED to Compliance + Risk Management Challenges:
- KR delivers documented traceability of your ever-evolving operations, capturing comprehensive business workflow and data lineage to restore full visibility, and providing reportable proof of the complete path from policy intent to operational execution.
- KR eliminates knowledge gaps by feeding AI the verified ground truth of your operational reality, preventing AI from filling those gaps with hallucinations.
- Satisfy regulators with complete, traceable proof of compliance, updated on request to reflect changes across your human-run and digitized operations.
KR gives you precise operational truth and quantifiable insights so you can accurately trace, assess, and mitigate your risks: financial, reputational, and regulatory.
The Challenges of Enterprise AI Adoption:
- AI automation is a powerful scaling tool, but is inherently ignorant and inventive, so using AI alone incites failures across your business operations.
- Enterprises invest billions training AI to understand domain-specific operations (eg, banking, insurance, supply chain, etc.), but when AI cannot access the operational knowledge it needs to function in their real business contexts, pilots don’t move to production.
- AI cannot reverse-engineer the deterministic operations of enterprise systems, so it fills in approximations and hallucinations. Piling on more AI training simply creates more confident hallucinations, not real or accurate results.
KR feeds AI the operational knowledge baseline and guardrails essential to accurate implementation of Al.
KR knows. AI learns. With KR Applied, AI is fed the deterministic ground truth of your operational reality for fast and accurate productivity, and you have KR’s knowledge baseline to “trust but verify” AI-generated results.
- Knowledge Extraction— KR reverse-engineers and generates a complete, operational blueprint across your full knowledge stack, from business layer through technology layer; not abstract elements, but the comprehensive, interconnected reality of how operations actually function in your organization’s context.
- AI Operational Awareness— KR feeds this blueprint to AI systems in a structured, queryable form, transforming AI into enterprise-aware intelligence that wakes up into your specific operational reality, delivering immediate productivity.
- Traceable Results— KR’s baseline knowledge gives AI guardrails to ensure it stays within the boundaries of your operational reality. The connection to KR’s ground truth allows you to trace AI’s logic and steps to verify its results, addressing the transparency issues.
Awaken AI to serve your operation— with specific baseline, context, and guardrails— for immediate and predictable execution from Day One.