Precision for the work that matters. Funded by the waste we eliminate.
Zyno Engineering is an AI engineering studio that designs and deploys custom automation tools, decision-support platforms, and AI systems for defense, government, and commercial operations. Operating as an external technical strike team, it absorbs upfront development risk and delivers production-grade AI systems for high-stakes environments. The studio is funded through an ongoing partnership structure based on the cost of guaranteed labor hours liberated by its solutions.
End-to-end design and deployment of production AI systems optimized for high-stakes, secure environments.
Designing robust, scalable, and secure system frameworks to host advanced artificial intelligence applications.
Evaluating and integrating optimal foundation and custom-trained models for specialized operational tasks.
Deploying scalable machine learning models into live operational pipelines with minimal latency.
Monitoring, testing, and continuous optimization of deployed AI models in real-world environments.
Development of unified data visualization interfaces and knowledge graph platforms to streamline complex organizational workflows.
Consolidating fragmented and siloed operational datasets into a singular, structured semantic data model.
Custom visual interfaces built to provide leaders and operators with relevant, real-time telemetry.
Integrating natural language processing engines to enable direct, conversational queries against structured institutional data.
Creation of robust simulation environments and machine learning models to test and optimize complex operational strategies.
Developing custom Gymnasium-compatible simulation spaces to model and train strategic AI agents.
Building the underlying high-performance computing pipelines required to support rapid model training and evaluation.
Creating scenario editors, baseline comparison models, and audit logging suites to analyze simulated outcomes.
Constructing browser-native wargame engines featuring pathfinding, terrain cost tracking, and supply network logic.
Deployment and operations support for AI systems deployed within secure, high-compliance networks.
Automated analysis and drafting workflows engineered to accelerate government contracting and bidding lifecycles.
Task-specific AI tools designed to automate document parsing, invoice reconciliation, and operational reporting.
AI-powered matching systems that cross-reference supplier invoices, purchase orders, and receiving tickets.
Mobile-first tools transforming spoken site notes into formatted daily logs integrated with weather data.
Parser pipelines that extract scope, insurance minimums, and deadlines from multi-page bid packages.
Extracting material specifications and dimensions from technical drawings to generate real-time cost estimates.
Extracting rate sheet values from freight PDFs and integrating structured data directly into management software.
Defense · Government · Space · Freight & Logistics · Healthcare · Software · Transportation · Manufacturing · Industrial · Commercial
Space · 2026 · Client: USSF Task Force Futures
A unified decision surface developed for USSF Task Force Futures that consolidates a fragmented science and technology ecosystem into a single secure knowledge graph, surfacing insights through role-tailored dashboards and LLM-powered analysis to preserve institutional memory.
Government · Client: Government contractors & primes
An end-to-end proposal intelligence platform for government contractors and primes that compresses the federal proposal lifecycle from raw opportunity discovery to a finished, exportable package.
Freight & Logistics · Client: Logistics planners & RL researchers
The Enhanced Yield Environment (EYE), a Gymnasium-compatible reinforcement-learning simulator built for logistics planners and researchers, supporting airlift operations, supply chain management, and adversarial-threat modeling.
Healthcare · Client: Patients & healthcare consumers
A privacy-first, fully local healthcare claim assistant and coverage advisor that parses insurance policy PDFs, indexes them into an on-device vector store, and answers natural-language coverage questions.