Production AI. Quantum-ready security.
Modern engineering underneath it all.
SubNeta builds and operates AI and quantum-security systems for enterprises nationwide - from strategy and proof of concept to production deployment and ongoing operations - and modernizes the legacy software those systems need to run on.
AI & Data
Production AI that is measured, governed, and still running a year after launch.
AI Strategy & Readiness
Use-case discovery, data readiness, ROI modeling, and a roadmap that sequences AI and quantum initiatives by value and risk.
- Use-case discovery workshops with your domain experts
- Data and infrastructure readiness assessment
- ROI modeling and a prioritized 12-month roadmap
RAG Knowledge Systems
Enterprise search and Q&A over documents, tickets, and databases - with citations, access control, and measured accuracy.
- Document parsing that preserves structure and tables
- Hybrid search (semantic + keyword) with reranking
- Permission-aware retrieval and a gold-question evaluation set
LLM Application Development
Custom copilots, agents, and APIs built on Claude, GPT, Gemini, or open-weight models - evaluated, guarded, and cost-controlled.
- Model selection and routing by task and cost
- Guardrails against prompt injection and data leakage
- Automated evaluation suites gating every release
GenAI Process Automation
Document extraction, classification, summarization, and routing that removes manual work from claims, contracts, and support.
- Structured extraction with confidence thresholds
- Human-in-the-loop review for edge cases
- Measured cycle-time and cost reduction per workflow
Fine-Tuning & Private Models
Domain-adapted models hosted in your VPC or on-premises when regulation or confidentiality rules out public APIs.
- Fine-tuning for house style, tone, and output schema
- Private hosting on your cloud or infrastructure
- Paired with retrieval for facts the model shouldn't memorize
MLOps & LLMOps
Evaluation suites, observability, red-teaming, drift monitoring, and release pipelines that keep AI systems reliable after launch.
- Production monitoring for quality, cost, and latency
- Scheduled re-evaluation as models and data drift
- Red-team testing before and after release
Quantum & Security
Tomorrow's compute advantage and tomorrow's cryptography threat, engineered today.
Quantum Computing Solutions
Problem formulation (QUBO / Hamiltonians), hybrid algorithm design (QAOA, VQE, annealing), and benchmarking against classical baselines.
- Problem formulation as QUBO / Ising models
- Hybrid quantum-classical algorithm design
- Honest benchmarking against your best classical solver
Post-Quantum Cryptography Migration
Crypto inventory, PQC risk assessment, hybrid TLS and PKI rollout, and crypto-agility for long-lived systems.
- Full cryptographic inventory across TLS, VPN, PKI, and signing
- Hybrid ML-KEM / ML-DSA rollout with zero downtime
- Crypto-agile architecture for the next transition
Cybersecurity
Secure development, Zero Trust architecture, identity management, and post-quantum readiness.
- Secure SDLC and code review
- Zero Trust network and identity architecture
- Quantum-readiness baked into new systems
Modernization & Engineering
The application your business runs on, rebuilt as a modern platform - and extended with AI.
Legacy Application Modernization
WinForms, WPF, VB6, Access, and FoxPro applications rebuilt as modern web and mobile platforms with phased, zero-downtime migration.
- Phased migration - old and new run side by side
- Data and workflows preserved exactly
- AI-ready data models and APIs from day one
Web & Mobile Application Development
Modern web apps with Angular, React, ASP.NET Core, and Blazor; iOS, Android, and cross-platform mobile apps.
- Responsive web apps on modern frameworks
- Cross-platform mobile with offline mode and push
- Enterprise-grade authentication and device security
Cloud & DevOps
Azure and AWS migration, CI/CD pipelines, and cost optimization.
- Cloud migration with minimal downtime
- CI/CD pipelines for fast, safe releases
- Ongoing cost optimization and right-sizing
Database & Data Engineering
SQL Server, PostgreSQL, and Oracle optimization, migration, and high availability.
- Schema design and performance tuning
- Migration from legacy or on-premises databases
- High-availability and disaster-recovery setup
Business Intelligence & Reporting
ERP, CRM, reporting dashboards, and process automation.
- Dashboards that replace manual spreadsheet reporting
- ERP and CRM integration and automation
- Live metrics instead of end-of-month reports
Your modernization options, explained
Read the full guide →Each option below is a real path we deliver. Here is what each one means, when it is the right choice, and the AI you can add once your application is modern.
WinForms → Web
What it is: Your Windows Forms (or VB6 / Access) application rebuilt as a browser-based app with the same screens and workflows your staff already know.
Choose it when: you install software on every PC, remote staff can't get in, or the framework is out of support.
- Web UI in React, Angular, or Blazor
- Business logic moved to secure APIs
- Data migrated to SQL Server / PostgreSQL
Add AI: smart search across records, natural-language reports, auto-filled forms.
WPF → Web
What it is: A richer WPF desktop system - billing, scheduling, operations - re-platformed to the web with role-based security and audit trails.
Choose it when: compliance needs an audit trail, updates take weeks to roll out, or clients and partners need access.
- MVVM logic reused where it's sound
- Single sign-on and per-role permissions
- Every change logged and traceable
Add AI: invoice and document extraction, anomaly detection on transactions, LLM summaries.
Desktop → Website
What it is: Several separate desktop tools - ledger, payroll, inventory - consolidated into one web platform with one login and one database.
Choose it when: teams re-type data between systems, reports are exported to Excel and merged by hand, or no one trusts the numbers.
- Unified data model and live dashboards
- Integrations replace copy-and-paste
- Phased: one app moves at a time
Add AI: a RAG assistant that answers questions across every department's data, forecasting.
Website → Mobile
What it is: Your web platform extended to iOS and Android so field teams, technicians, and managers work from where the work happens.
Choose it when: people print work orders, take photos on personal phones, or enter data at the end of the day from memory.
- Cross-platform app on the same APIs
- Offline mode, camera, GPS, push alerts
- Enterprise device security
Add AI: voice-to-report, photo inspection with vision models, on-the-job copilot.
Not sure which service fits?
Tell us about your systems and goals. An expert - not a salesperson - will recommend where to start, with an honest view of scope.