The AI engineering team your backlog has been waiting for.

The AI engineering team your
backlog has been waiting for.

Your engineers are trapped maintaining the past. AppFactor's ForgeCatalyst is the next frontier agentic orchestration platform that handles the maintenance, modernization, and transformation work at scale - so your team can focus on what moves the business forward.

Scheme

The Problem

70%

of engineering time consumed by maintenance, not innovation

$1.5T

global technical debt backlog and growing

1,200+

backlog tickets in the average enterprise — known, catalogued, waiting

0

maintenance tickets your team should be spending their talent on

Four categories of debt.  One relentless drag on your team.

Code Debt
Aging frameworks, vulnerabilities, code smells, and version sprawl that compounds every cycle.
Testing Debt
Coverage gaps, brittle test suites, and missing integration tests that slow delivery.
Documentation Debt
Missing or outdated docs that slow onboarding and trap knowledge in people’s heads.
Architecture Debt
Constraints on maintainability, scalability, and performance that compound over time.

Not an AI coding assistant. Not infrastructure-first. An AI engineering team.

ForgeCatalyst isn’t another IDE copilot that helps individual developers write code faster. It’s an industrial agentic orchestration platform that operates across your entire software estate - discovering what needs attention, reasoning about the best approach, executing the work autonomously, and deploying the results. The full engineering lifecycle, orchestrated at scale.
Native deterministic tooling has awareness of where your software runs and how it’s configured. Native build and deployment tooling closes the loop.

Agentic Orchestration

Full Lifecycle

Native Discovery

Native Deployment

Self- Healing Path

Multi-Model

Observe. Reason. Act. Continuously.

Discover & Detect
Analyze & Plan
Execute & Deploy
1

Discover & Detect

Native discovery scans your running systems, code, dependencies, and configurations. Surfaces vulnerabilities, tech debt, and modernization opportunities.

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2

Analyze & Plan

AppFactor’s orchestration layer prioritizes by impact, selects the right agents and models, and generates execution plans — from patches to rewrites.

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3

Execute & Deploy

Specialized agents implement changes, generate tests, build optimized containers, and deploy to production - with validation at every stage and gates.

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What AppFactor handles for your team.

Vulnerability Remediation

Detect and fix security vulnerabilities across your codebase and dependencies. Patch, rebuild, and deploy — automatically.

Adaptive Maintenance
Bug Fixes & Code Smells

Identify and resolve bugs, code smells, and quality issues. Generate tests to prevent regressions. Keep codebases clean at scale.

Adaptive Maintenance
Code Migrations

Migrate frameworks, language versions, and dependencies. Eliminate EOL risks and standardize stacks across your portfolio.

Transformational
Idiomatic Rust Rewrites

Extract business logic, generate specifications, and rewrite codebases to high-performance, memory-safe Rust with full test coverage.

Transformational
Documentation Generation

Automatically generate comprehensive, structured documentation across your codebase. Architecture, APIs, business logic — always current.

Adaptive Maintenance
Refactoring & Optimization

Restructure code for maintainability, performance, and scalability. Address architecture debt without disrupting delivery.

Transformational
Test Generation

Close coverage gaps automatically. Generate unit, integration, and regression tests grounded in your actual codebase and runtime behaviour.

Adaptive Maintenance
New Feature Development

Spec-driven development of new workloads and features. Define what you need, let AppFactor’s agents build, test, and deploy it.

Innovation

Clear the backlog. Keep it clear.

Your maintenance backlog isn’t a project - it’s a permanent tax on your engineering capacity. AppFactor treats it as an ongoing, automated operation. Vulnerabilities remediated as they’re detected. Dependencies updated continuously. Code quality maintained without pulling engineers off feature work.

Continuous Remediation

Vulnerabilities, dependency updates, and code quality issues resolved autonomously as they’re detected - not queued for the next sprint.

Automated Testing

Every change validated with generated tests. Coverage gaps closed automatically. No regressions shipped to production.

Flexible Integrations

Integrations with Linear and Jira to Ticket, Plan, Fix, Test , PR

From legacy burden to modern, performant software.

The same platform that handles your maintenance backlog also executes your most ambitious modernization projects. Migrate codebases. Rewrite to Rust. Refactor monoliths. Containerize and deploy to cloud-native runtimes. AppFactor's orchestration layer coordinates multiple specialized agents across complex, multi-step transformations.

Multi-Agent Orchestration

Complex tasks decomposed and coordinated across specialized agents - analysis, code generation, testing, documentation, and deployment.

Rust Rewrites with Maintenance

Extract logic, generate specs, rewrite to idiomatic Rust - with ongoing docs, testing, and self-healing deployment included.

End-to-End Execution

From discovery through code changes, builds, and production deployment. The full lifecycle in one platform no hand-offs.

Full visibility. Full control.

AppFactor includes a command centre built for engineering leaders. See every project, track spend, monitor agent performance, and control exactly what the platform can do and where it’s assigned to perform objectives - which repositories it touches, which environments it deploys to, and which models power each task.

Project Dashboard

Visibility across all active projects, tasks, and outcomes in one view.

Model Selection

Choose which AI models power different tasks — Sonnet for docs, Opus for code gen, your call.

Spend & Performance

Track compute spend, agent throughput, and ROI metrics in real time.

Governance & Approval

Configure permissions, approval workflows, and deployment boundaries per team and environment.

Free your team from the maintenance treadmill.

See how Orca handles the maintenance, modernization, and transformation work your engineers shouldn’t be spending their talent on.

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