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High AI Qatalyst Modernization Framework: Transform Core Systems Faster

Plug the High AI Qatalyst Framework directly into your delivery cadence—no process overhaul required. Our embedded engineers work alongside your team to accelerate everything from discovery to testing, while your leads retain full architectural authority.

Your Modernization Program

High AI Qatalyst, docked in at each stage

Understand

Automated analysis replaces months of manual discovery.

Specify

One verifiable specification that design, build, and test all follow.

Transform

Code and tests generated inside your guardrails, reviewed by your engineers

Tangible Benefits Through Modernization

Zero-Disruption Modernization of a Global Monolith
Featured Case Study

Global Grant Provider Cuts Development Time by 80%

Refactoring a legacy monolith into AI-driven microservices unlocked 3x delivery speed with zero downtime. 

Where Modernization Programs Lose Momentum

Discovery that runs for months

Discovery that Runs for Months

Manual assessment ends in documents, and the team waits for answers before real work starts.
Specifications that Trail the Code

Specifications that Trail the Code

Requirements are written after the fact, so design, build, and test each work from a different understanding.
Rework from Missed Requirements

Rework from Missed Requirements

Critical business rules buried in legacy code surface late, making fixes slow and expensive.
Test Maintenance that Never Ends

Test Maintenance that Never Ends

Every workflow change triggers a wave of manual script and test case rewrites.

Restoring Velocity Across Every Stage

The three stages of High AI Qatalyst are insertion points, not an imposed methodology. Adopt a single stage or run all three. Depth scales automatically with scope, keeping framework upgrades lightweight while giving core-system rebuilds comprehensive, end-to-end rigor.

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Accelerate Discovery

AI analyzes your codebase to uncover hidden complexity, legacy frameworks, and tightly coupled systems. Where risk demands deeper scrutiny, specialized reverse-engineering agents reconstruct actual system behavior.

You keep: Portfolio priorities, risk thresholds, and the target modernization roadmap for every application.

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Speed Up Alignment

What was learned becomes a structured, human-readable specification of intent, behavior, constraints, and boundaries. Every team works from it.

You keep: Total authority and mandatory sign-off on the extracted system model, API contracts, and specifications. 

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Fast-Track Delivery

Agents generate compliant code and tests directly from the spec, while automated test and runtime signals feed back into development to prevent downstream rework.

You keep: Architectural standards, security policies, and final approval on every generated pull request.

How You Gain Back Weeks of Engineering Time

40–50%

Sustained productivity gains across engineering teams through AI copilots, intelligent automation, and modern architectures.

90 days

To your first production release, delivered via modular architectures and risk-mitigated, incremental cutovers.

Discovery

Discovery

Automated scans and reverse engineering replace long manual assessments with a model your team reviews. 

Specification

Specifications

Generated from code and validated with stakeholders, so the specification is ready before development starts. 

Design as a Service

Design

User stories and mockups are drafted from real workflows in the system model, so design starts from evidence and reaches developers sooner. 

Build

Build

Agents generate code within architect-defined guardrails, and developers review instead of starting from scratch. 

Testing

Testing

Scenarios, cases, and automation come from the same specification and update when workflows change. 

Rework

Rework

Defects and drift from the specification are caught early through a closed feedback loop between quality and development.

Leap Past the Legacy UI, Not Just the Legacy Code

Qatalyst DaaS (Design as a Service) is a companion accelerator in the Qatalyst family. It drafts user stories and mockups from how your system actually works, ensuring the user experience moves as fast as the code and sparing your teams from recreating legacy screens on a new stack.
Today

The Legacy Workflow

  1. Form-driven steps spread across many screens.
  2. The process relies entirely on tribal knowledge.
  3. The same screens rebuilt on a modern platform.
Where it goes

The Modern Experience

  1. Conversational, intent-driven interactions in place of long forms.
  2. Context-aware screens that adapt to role, task, and system state.
  3. Embedded agents that guide users while the system orchestrates the workflow underneath.

The Engagement Model: From Pilot to Scale

Onboarding Qatalyst does not mean restructuring your program. A QBurst team joins yours, configures the framework to your standards, and proves it on a single application before scaling across the portfolio.

Clear Division of Ownership

Your Team Keeps

  • Roadmap and priorities
  • Target architecture decisions
  • Review and sign-off of every artifact
  • Ownership of delivery

QBurst Brings

  • An embedded team in your delivery rhythm
  • Reverse engineering and specification agents
  • Guardrails and recipes tuned to your stack
  • Generated tests and a feedback loop

The 4-Step Rollout

  1. Align: Map your program goals, technology stack, and governance model as QBurst engineers integrate directly into your delivery cadence.
  2. Configure: Codify architectural standards, security policies, and domain logic into guardrails, skills files, and transformation recipes.
  3. Pilot: Run one application through Understand, Specify, and Transform alongside your review team to prove value on real code—or start directly in Qatalyst DaaS if experience is the core constraint.
  4. Scale: Expand the validated model across your application portfolio, dynamically adjusting rigor and depth to match individual system risk.

Full-Stack Modernization, Synchronized Across Every Layer

A single source of truth ensures applications, integrations, data stores, and interfaces move together without architectural drift:

Experience (UI/UX)

Journeys derived from the model, with conversational and context-aware interfaces where they help users. Qatalyst DaaS drafts the stories and screens.

Application Engineering

Business logic preserved, monoliths decomposed along real dependencies, and code generated to your standards.

Data & Middleware

Tests generated from the specification and updated as workflows change, with no manual upkeep.

Automated Quality

Target data stores chosen by use case: relational, columnar, document, or blob and object storage.

High Velocity, Complete Governance

AI accelerates the heavy lifting, but accountability remains with human engineering teams at every milestone:

Architects Set the Rules

Your architects define the target architecture, patterns, and service boundaries and encode them as guardrails the agents must follow.

Stakeholders Validate

Business and technical leads review the system model and the specification before any code is generated.

Developers Review

An engineer reviews every generated change, handles complex edge cases, and refines direction as the system evolves.

Our Partners

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Factory
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