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Sanciti CodeGen

The AI code generator that ships production-ready, secure code

Conventional AI coding tools suggest fragments. Sanciti CodeGen generates 80–90% complete, OWASP/NIST-compliant code through an iterative generation and evaluation pipeline. It ingests structured requirements from RGEN, aligns them with your application metadata and technology stack, and delivers full project scaffolding across backend, frontend, database, APIs, and deployment configurations.

0 %

Code completeness on first generation

OWASP/NIST

Security scored on every output

0 +

Technologies and frameworks supported

AI code generation

From requirements to production code, an enterprise AI coding platform in action

CodeGen takes the structured output from RGEN, including requirements, user stories, and acceptance criteria, then combines it with your application metadata and tech-stack alignment, then generates code through iterative generation and evaluation cycles. Every output is security-scored against OWASP and NIST standards before it reaches a developer.

  • Story coverage verification, with every user story mapped to generated code
  • Industry-standard security scoring on every generation
  • SAST + SCA security pipelines built in
  • Human review gates, and no output finalized without approval
  • Iterative generation with self-evaluation loops
1

RGEN Output

Requirements · user stories · acceptance criteria
2

App Metadata

Architecture · tech stack · coding standards
3

AI Code Generation

Iterative generation and evaluation
4

Security Scoring

OWASP · NIST · SAST · SCA
5

Review Ready

Human approval gates before merge

What it generates

AI codegen agents that cover every layer of the stack

Backend

Spring Boot, Node.js, and .NET, covering service layers, controllers, data access, and business logic. Production-grade patterns aligned to your architecture standards.

Frontend

React, Angular, and Vue, covering component architecture, state management, API integration. Aligned to your design system and coding standards.

Database & APIs

DDL scripts, migrations, seed data, OpenAPI specs, Postman collections, gRPC definitions. Schema-first, consistent, documented.

Deployment Scripts

Docker, Helm charts, Infrastructure-as-Code. Environment-aware configurations that ship with the code, ready for CI/CD.

Security by default

Every line of generated code is security-scored before it reaches your team

CodeGen takes the structured output from RGEN, including requirements, user stories, and acceptance criteria, then combines it with your application metadata and tech-stack alignment, then generates code through iterative generation and evaluation cycles. Every output is security-scored against OWASP and NIST standards before it reaches a developer.

SAST

Static application security testing on every generation

SCA

Software composition analysis for dependency risks

LLM Scan

AI-specific vulnerability detection and hallucination checks

Human Gate

Final approval before merge, with no exceptions

An orchestrated agent within a governed pipeline

CodeGen receives structured requirements from RGEN, generates code aligned to those specifications, then passes validated output to TestAI for autonomous testing. The entire chain of understand, build, validate, and ship operates under end-to-end governance with human oversight at every gate. This is AI code generation embedded within a system, not another coding copilot.

Part of the pipeline

CodeGen is step two in the Sanciti AI agent pipeline

AI codegen agents orchestrate each handoff, from requirements into code generation, then testing, then deployment, with governance built in.

1

Understand

RGEN extracts and structures requirements from any source.

2

Build

CodeGen generates secure, story-aligned production code.

3

Validate

TestAI runs autonomous tests to 90%+ coverage.

4

Ship

Deploy packages a production-ready, containerized delivery bundle.

Enterprise-grade

Designed for enterprise delivery at scale

LLM-Agnostic

Select the optimal model per task, including Claude, GPT, Llama, and Gemini. No vendor lock-in. Full control over the intelligence powering every generation cycle.

30+ Technologies

Java, Python, .NET, Node.js, React, Angular, Vue, Spring Boot, Docker, Kubernetes, Terraform, and more, across the full stack.

Organization Memory

Codegen AI continuously learns from your internal repositories, coding standards, and architectural patterns, delivering compounding accuracy and ROI with every project.

Works with your existing ecosystem
IDE plugins for IntelliJ, VS Code, Eclipse & PyCharm · In-IDE chat · SAST/SCA scans before review

See CodeGen in action

From requirements to production-ready code, secure, scored, and story-aligned

See how this enterprise AI coding platform generates 90% complete, security-scored code across backend, frontend, database, and deployment layers, with human review gates at every step.

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Sanciti AI
Full Stack SDLC Platform

Full-service framework including:

Sanciti RGEN

Generates Requirements, Use cases, from code base.

Sanciti TestAI

Generates Automation and Performance scripts.

Sanciti AI CVAM

Code vulnerability assessment & Mitigation.

Sanciti AI PSAM

Production support & maintenance, Ticket analysis & reporting, Log monitoring analysis & reporting.

Sanciti AI LEGMOD

AI-Powered Legacy Modernization That
Accelerates, Secures, and Scales

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See how Sanciti Al can transform your App Dev & Testing

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This leading Gen-Al framework is smarter, faster and more agile than competitors.

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