New AI Platform Aims to Make Large Language Models More Reliable for Contracts, Filings, and Structured Data Analysis
Volato Group, Inc. today unveiled Parslee Document Intelligence, an advanced AI-powered software platform designed to enhance the reliability and accuracy of leading large language models (LLMs) such as OpenAI, Claude, Gemini, and Grok when processing complex, structured documents. The launch represents a significant step forward in addressing the limitations that traditional LLMs face when interpreting contracts, SEC filings, and other critical documentation where precision is essential.
Unlike conventional machine learning or conversational AI tools, Parslee does not replace existing LLMs. Instead, it serves as an intelligent preprocessor, preparing documents in a way that LLMs can understand more effectively. By supplying structure, detecting missing clauses, and mapping intricate relationships within documents, Parslee ensures that subsequent analysis by an LLM is more accurate, consistent, and auditable. This preprocessing layer helps reduce hallucinations, minimize omissions, and provides a clear trail of provenance for every analysis performed—a feature that is particularly valuable in compliance-heavy and high-stakes professional environments.
Originally conceived to support Volato’s internal compliance and operational workflows, Parslee has evolved into a market-ready product. The platform entered early pilot programs with external customers in the third quarter of 2025, delivering tangible results in enhancing document analysis and reliability. By offering Parslee to external clients, Volato is extending the benefits of technology that has already been proven internally to a broader market.
“Parslee is not another AI model; it is the structural foundation that models need but currently lack,” said Matt Liotta, CEO of Volato Group. “We developed Parslee to address our most complex compliance challenges, and now we are demonstrating that AI can be both smarter and more accountable. In professional settings where accuracy is paramount, having a system that provides determinism and auditability is critical. Parslee achieves exactly that.”
Parslee’s design emphasizes determinism and transparency, features that are increasingly demanded in sectors such as government contracting, finance, and legal services. These capabilities align closely with Volato’s recent strategic partnership with M2i Global, Inc. (OTCQB: MTWO), with which it has signed a definitive merger agreement. According to Maj. Gen. (Ret) Alberto Rosende, CEO of M2i Global, “For projects that rely on government grants and contracts, there is absolutely no margin for error. Parslee is a game-changer for us. It streamlines the grant application process, reduces the time and cost of preparing complex filings, and ensures our documentation can withstand the highest levels of scrutiny. This technology will directly improve the speed and efficiency with which we pursue critical initiatives.”
The introduction of Parslee underscores Volato’s evolution beyond its roots as an aviation-focused enterprise. Over the years, the company has demonstrated a consistent ability to commercialize internally developed software, including its Mission Control platform for operational oversight and the Vaunt experiential travel platform. Parslee represents the latest example of Volato leveraging proven technology to unlock new revenue streams and operational efficiencies across industries that rely heavily on structured documentation and compliance.
Core Capabilities and Features of Parslee Document Intelligence
- Deterministic Preprocessing: Parslee structures documents to ensure that LLMs interpret content consistently. By identifying patterns, clauses, and missing elements before analysis, the platform significantly reduces hallucinations and omissions that can occur in LLM-generated outputs.
- Audit Trail and Provenance: Every analysis performed by Parslee includes a transparent and auditable record of how conclusions were reached. This feature is critical for legal defensibility, regulatory compliance, and maintaining accountability in highly regulated industries.
- Entity and Clause Mapping: Parslee automatically identifies key components within documents, such as risk factors, payment terms, liability caps, and missing clauses. By mapping relationships between these entities, users gain a deeper understanding of document content and potential risks.
- Multi-Model Compatibility: Parslee is designed to work seamlessly with leading LLMs, including OpenAI GPT-5, Claude, Gemini, and Grok. This ensures that organizations can leverage the platform regardless of their preferred AI model, making adoption flexible and scalable.
- Enterprise Integration: The platform is enterprise-ready and integrates directly with Microsoft 365 applications such as SharePoint, OneDrive, and Teams. This allows organizations to embed Parslee into existing workflows without disrupting operations or requiring extensive retraining of staff.
Driving Efficiency in Compliance and Document Workflows
In professional settings where errors can have significant legal or financial consequences, the need for deterministic AI solutions is clear. Traditional LLMs, while powerful, are prone to hallucinations and misinterpretation when dealing with highly structured or nuanced documents. Parslee addresses these gaps by acting as a preemptive layer of intelligence that organizes and validates content before passing it to an LLM for further analysis.
By automating complex tasks such as clause detection, entity mapping, and risk identification, Parslee reduces the time and human effort required for document review. Organizations can now accelerate contract reviews, regulatory filings, and grant applications, ensuring compliance while improving operational efficiency.
Commercialization and Market Outlook
Parslee’s early adoption by external pilot customers demonstrates strong market interest in deterministic AI solutions for document-intensive workflows. By offering a platform that enhances the reliability of existing LLMs, Volato is positioning itself at the intersection of AI innovation and practical enterprise utility. Analysts anticipate that as more companies recognize the risks associated with inaccurate LLM outputs, demand for tools like Parslee will increase significantly.
Moreover, the merger with M2i Global highlights the strategic potential of Parslee beyond corporate contracts. With applications in government projects, grant administration, and regulatory compliance, the platform is expected to deliver measurable improvements in both speed and accuracy, helping organizations meet stringent documentation requirements more effectively.
Volato’s Vision for AI Accountability
With the launch of Parslee Document Intelligence, Volato is advancing a vision where AI is not only powerful but also accountable. By providing structure, transparency, and auditability, the platform represents a new standard for AI applications in professional and regulated environments. As Matt Liotta notes, “Accuracy matters. Parslee shows that AI can be both intelligent and responsible, bridging the gap between innovation and compliance.”
Parslee Document Intelligence marks a pivotal advancement in AI-driven document analysis. By enhancing the reliability of LLMs and providing tools for transparency, compliance, and risk mitigation, Volato is offering organizations a solution that goes beyond conventional AI capabilities. With its multi-model compatibility, enterprise integrations, and robust audit features, Parslee is poised to transform how companies handle complex contracts, SEC filings, and other structured documents.
As Volato continues to commercialize its internal innovations, the company is demonstrating that it is not just an aviation enterprise but a broader technology-driven organization. Parslee represents the next chapter in this evolution—a sophisticated platform that combines AI, compliance, and operational intelligence to unlock new opportunities and efficiencies for businesses across industries.