AssuredCode transforms formal specifications into production-ready software with deterministic, reproducible outputs for regulated industries like defense, healthcare, and financial services. Kiro integration via MCP is available.
AssuredCode - Deterministic Software Generation, Governance, and Assurance
AssuredCode is a deterministic software generation platform from Autonomic AI that transforms formal specifications into production-ready software artifacts with full traceability, auditability, and governance. Unlike probabilistic code assistants that may generate different outputs from identical inputs, AssuredCode produces the same result every time from the same approved specification. AssuredCode uses no external code, neither for training nor fetching. Every generation is reproducible, auditable, and suitable for environments where consistency and accountability matter.
Key Capabilities
Deterministic Generation
Generate software from approved specifications with reproducible outputs. The same specification produces the same result, enabling repeatable builds, validation, and compliance workflows across your organization.
Specification-Driven Development
Software is generated from formal grammars and specifications rather than free-form prompts. New languages and formats can be added through grammar definitions without retraining foundation models.
Governance and Auditability
Every generation is accompanied by traceable artifacts including specifications, generation history, validation results, deployment receipts, and audit records. Teams gain a complete chain of evidence from specification to deployed code.
Customer-Controlled Deployment
AssuredCode can operate entirely within customer-controlled environments. No generated source code leaves the customer boundary unless explicitly configured to do so, keeping sensitive intellectual property and classified material under your control.
Enterprise Validation
Integrated validation workflows support syntax checking, specification verification, dependency governance, and deployment approval processes.
Compliance Alignment
The deterministic pipeline is far easier to validate for frameworks such as DO-178C, IEC 62443, FDA software guidance, and similar regulatory standards than stochastic generation approaches.
AWS Kiro Integration
AssuredMCP, a Kiro-compliant MCP server, has been built and tested so AssuredCode can be invoked directly from AWS Kiro.
AssuredCode-C for Autonomous Systems
AssuredCode-C is a spec-based deterministic generator of MISRA-compliant C designed for autonomous systems. It delivers approximately 0.36 ms generation latency and under 10 ms end-to-end deployment with safety compliance, making it suitable for real-time and mission-critical applications.
Architecture
AssuredCode combines formal specifications, grammar-driven generation, deterministic transformation engines, and governed deployment workflows to provide a controlled alternative to traditional AI code generation. Organizations can integrate vendor-managed knowledge sources, customer-managed repositories, or internal RAG systems to provide contextual awareness while maintaining control over data access and governance policies.
AssuredCode also supports an LLM offloading scenario where the LLM serves as an analyst conversing with the engineer, then submitting specs to AssuredCode for deterministic code generation, testing, and deployment. This hybrid approach lets teams leverage conversational AI for requirements analysis while ensuring the generated code is fully deterministic and auditable.
Performance Benchmarks
Benchmarked on IBM Cloud bare metal with energy usage measured via RAPL, the AssuredCode Validation Harness completed 879 passing tests across multiple languages (Python, C, Java) in a mean time of 34.079 seconds. Mean package energy was 6.552 kJ, with estimated incremental energy of 1.927 kJ above idle - approximately 2.19 J per passing test. Total-energy variation across five runs was only 0.71%. Energy savings versus LLM code generation are significant.
AssuredCode-C dedicated solely to generating bare metal MISRA compliant C code benchmarks generation at a mean 0.154 ms. Energy usage was around 1.5 joules. AssuredCode-C is proving to be ideal for autonomous systems.
Highlights
Deterministic, Reproducible Code Generation - AssuredCode produces identical outputs from identical specifications every time, unlike probabilistic AI code assistants. This enables repeatable builds and simplified validation workflows suitable for regulated industries including defense, financial services, healthcare, and government.
Full Governance, Provenance, and Auditability - Every generation includes traceable artifacts such as specifications, generation history, validation results, deployment receipts, and audit records. Integrated validation workflows support syntax checking, specification verification, dependency governance, and deployment approval processes. No external code is used, giving teams complete visibility into the provenance of every generated artifact.
Customer-Controlled Deployment with Kiro Integration - AssuredCode operates entirely within customer-controlled environments with no generated source code leaving your boundary unless explicitly configured. Integration with AWS Kiro is available via a custom MCP server, and programmatic invocation supports embedded generation workflows. Benchmarks demonstrate ultra-low latency with 879 passing tests completed in 34 seconds, delivering significant energy savings versus LLM-based code generation.
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Pricing is based on the duration and terms of your contract with the vendor. This entitles you to a specified quantity of use for the contract duration. If you choose not to renew or replace your contract before it ends, access to these entitlements will expire.
Additional AWS infrastructure costs may apply. Use the AWS Pricing Calculator to estimate your infrastructure costs.
AssuredCode offers three annual contract tiers that scale by capacity and included features. You buy each tier as units under a yearly entitlement. AssuredCode Team gives you standard processing capacity and support. AssuredCode Business adds more processing capacity, concurrency, integrations, and support. AssuredCode Enterprise provides high-capacity processing, governance features, and premium support. The tiers stack in order, so each step up raises throughput and broadens what you can do. Pick the tier that matches your team's processing volume, concurrency needs, and governance requirements.
Top-of-mind questions for buyers
What does one unit represent when I buy an AssuredCode tier?
Each tier is sold as an annual entitlement priced by units. A unit represents your purchased capacity allotment for that tier's deployment. The Team, Business, and Enterprise tiers differ in processing capacity per entitlement. Match your unit count to your expected code generation volume and concurrency needs.
How do I move from Team to Business or Enterprise if my needs grow?
Each tier is a separate annual entitlement. To gain more processing capacity, concurrency, integrations, or governance features, you buy the higher tier rather than adding to the current one. The tiers stack in order, so moving up raises throughput and broadens available features.
What capabilities do the higher tiers add beyond processing capacity?
AssuredCode Business adds concurrency, integrations, and increased support over Team. AssuredCode Enterprise adds governance features and premium support on top of high-capacity processing. Governance supports auditability and traceability, giving you a direct path from specification to generated code for regulated or high-assurance work.
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Vendor refund policy
Customers may request a full refund within 30 days of purchase if AssuredCode does not function substantially as described and our support team is unable to resolve the issue. Refund requests submitted after 30 days will be evaluated on a case-by-case basis. Refunds are not provided for changes in customer requirements, underutilization, or failure to use the service after purchase.
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Technical support is provided for product access, configuration, AWS Marketplace entitlement issues, and AssuredCode product operation.
Standard Support
Customers may contact Autonomic AI by email at jharby@functormodel.ai. Support requests are reviewed during normal U.S. Pacific business hours (Monday through Friday, excluding U.S. holidays).
Enterprise Support
Enterprise and separately contracted support arrangements may include additional response commitments and integration assistance as specified in the applicable agreement. Contact Autonomic AI to discuss enterprise support options tailored to your organization's requirements.
For issues related to AWS Marketplace subscriptions, entitlement activation, or billing, customers can also contact AWS Marketplace Customer Support directly through the AWS Support Center.
AWS infrastructure support
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