COBOL2Now's autoresearch system continuously refines its own translation quality — achieving benchmark scores that traditional rule-based tools can't match. And your code never leaves your network.
Our proprietary autoresearch system analyzes translation failures, generates hypotheses, tests them against our 4,095-program corpus, and autonomously deploys improvements that pass quality gates.
The system identifies patterns in translation errors across banking, transaction, and reporting domains — learning what rule-based systems miss.
Automated hypothesis generation creates candidate improvements, then validates them against thousands of real COBOL programs with known-good outputs.
Changes that pass quality gates are promoted automatically. Our composite score has risen from 72.1% to 86.3% through autonomous iteration.
Our benchmark suite evaluates translation quality across three core domains that matter most to enterprise COBOL shops.
Unlike cloud-only modernization tools, COBOL2Now deploys directly into your infrastructure. Zero data exfiltration risk. Full compliance control.
The COBOL2Now engine runs entirely within your network perimeter. No API calls to external services during translation.
Source code is processed in-memory and never persisted. No logs, no telemetry, no training on your proprietary code.
SOC 2 Type II ready architecture. Satisfies HIPAA, PCI-DSS, GLBA, and FedRAMP requirements out of the box.
Can operate in fully air-gapped environments for defense and intelligence workloads. No internet connectivity required.
Runs on standard x86 servers with GPU acceleration. No proprietary hardware dependencies.
Our fine-tuned models are delivered as deployable artifacts. The AI runs where your code lives.
Our model is fine-tuned on a curated corpus of real-world COBOL programs spanning banking, insurance, healthcare, and government domains. Every program includes verified translations and comprehensive test suites.
Upload your COBOL code and get a free complexity assessment. See how our technology handles your specific codebase.
Questions? Reach out to contact@cobol2now.com