The Autonomous Engine

One autonomous pipeline, from legacy code to deployed system.

Moderniza runs eight stages without a human required at every step. Each stage produces an artifact you can inspect — so the process is transparent, not a black box.

The autonomous pipeline

Eight stages. Eight receipts. Zero black boxes.

01 Stage

Scan

Ingests your source in any language, classifies it, and inventories every file across the codebase.

Artifact Source Map
See the receipt
source-map.json
Files discovered4,812
Components classified318
Data fields inventoried4,808
Coverage
02 Stage

Analyze

Maps dependencies and evaluates structural integrity, surfacing the risk hotspots that matter.

Artifact Dependency Graph
See the receipt
analysis.json
Modules analyzed318
Dependencies mapped1,204
Risk hotspots12
Coverage
03 Stage

Blueprint

Builds a right-sized target architecture derived directly from the actual source.

Artifact Blueprint
See the receipt
architecture.json
Services planned9
Layers defined4
Interfaces56
Coverage
04 Stage

Generate

Generates the modern application in structured, parallelizable waves of work.

Artifact Source Tree
See the receipt
modern-app/
Files generated3,640
Endpoints142
Screens88
Coverage
05 Stage

Verify

Runs automated verification across build, behavior, data diff, integrations and security.

Artifact Verification Report
See the receipt
verification.json
Checks passed30 / 30
Behavioral parity100%
Database diff0
Coverage
06 Stage

Fix

Runs the generated application and automatically resolves every failure it encounters.

Artifact Run Log
See the receipt
runtime.log
Issues detected7
Auto-fixed7
Errors0
Uptime
07 Stage

Deploy

Packages and ships the application with a cryptographically sealed delivery record.

Artifact Sealed Delivery
See the receipt
delivery.sealed
Artifacts signed12
Audit blocks4,808
Drift0
Coverage
08 Stage

Learn

Feeds outcomes back into the engine so the next modernization starts smarter.

Artifact Learning Set
See the receipt
learning.json
Patterns learned214
Models updated3
Reuse rate41%
Coverage

The learning loop

Every project improves the next project.

Moderniza continuously learns from completed modernization programs, improving planning, generation, verification and deployment quality over time.

Blueprint
Generation
Verification
Deploy
Learn
Moderniza

Receipts, not promises

Every stage produces proof.

Modernization should be auditable.

Source Map

Inventory of all discovered assets.

Blueprint

Generated target architecture plan.

Verification Report

Screens preserve operational meaning.

Audit Trail

Cryptographically sealed delivery record.

See the machine. Inspect the receipts. Verify the outcome.

Moderniza doesn't ask for trust. It provides evidence.