$1.5M raise ongoing
The Future of Software Isn’t Code, It’s Context.
Autonomous ingests existing codebases, produces complete scope of work and requirements documents, automatically writes developer stories, then creates prompts for developers that increase speed and accuracy.
From Scattered Knowledge To Shipped Code
Autonomous transforms fragmented application understanding into a continuous development engine; automatically extracting context, maintaining living documentation, generating ready-to-implement stories, and delivering AI-optimized prompts that turn plans into production code.
Intelligent Discovery & Extraction
Autonomous connects to your entire development ecosystem including repositories, documentation, support systems, and analytics to create a unified understanding of your application. No more scattered tribal knowledge or outdated wikis.
Multi-Source Integration: Automatically extracts from Git repos, confluence, jira, support tickets, and analytics platforms.
Deep Code Analysis: Maps architecture, dependencies, and patterns across your entire codebase.
Real-Time Discovery: Chrome plugin and desktop agents capture how users actually interact with your application.
Conflict Resolution: AI intelligently reconciles contradictions across different data sources.
Legacy to Modern: Works with applications of any age, from cutting-edge React to legacy monoliths.
Fragmented data becomes
comprehensive understanding
Living Context Engine
Your application’s complete blueprint. Comprehensive, versioned, and always current, the Context Engine maintains a living Scope of Work and Product Requirements Document that evolves with every change, giving your entire team a single source of truth with Git-like branching, collaborative editing, and intelligent change propagation.
Comprehensive Documentation: Auto-generated SOW covering architecture, business logic, user journeys, and technical requirements.
Version Control Built-In: Branch, merge, and track changes with full audit trails, just like code.
Impact Analysis: Instantly see how changes cascade through your entire system.
Collaborative Refinement: Real-time editing with AI-powered suggestions and expert validation.
Natural Language Updates: Modify documentation through simple prompts—no manual editing required.
Transformation into
executable strategy
Strategic Release Planner
From vision to velocity, AI transforms your comprehensive context into perfectly sequenced releases, epics, and implementation-ready user stories. Complete with dependencies mapped, effort estimated, and priorities optimized for maximum business value.
AI-Powered Breakdown: Automatically decomposes features into logical epics and granular stories.
Business Value Alignment: Prioritizes based on impact, strategic goals, and technical constraints.
Tool Integration: Syncs seamlessly with Jira, Azure DevOps, and your existing planning tools.
Effort Estimation: Analyzes complexity and historical data to provide accurate time estimates.
Smart Sequencing: Identifies dependencies and orders work for optimal flow and minimal risk.
Combined context
enables robust prompts
AI-Ready Implementation Prompts
Each story becomes a precision-engineered prompts, optimized for your AI coding tools. Autonomous packages exactly the context needed. Architectural patterns, integration points, and coding conventions are built-in so Cursor or Copilot can generate production-quality code on the first try.
Surgical Context Packaging: Include only what’s needed—no noise, no confusion, just clarity.
Architecture Alignment: Every prompt includes patterns, standards, and integration guidance from your SOW.
Quality Gates Built-In: Acceptance criteria, test specifications, and validation requirements included.
Feedback Loop: System learns from code reviews to continuously improve prompt effectiveness.
From Months to Weeks
Old way
- Teams spend weeks understanding the system.
- Product managers spend even more time writing specs.
- Product Designers work for weeks or months designing the system.
- Teams spend weeks or months planning releases.
- Everyone hopes they haven’t missed something critical and that the next release will bring up revenue.
- By the time you ship, requirements have changed and technical debt has accumulated.
Autonomous Way
Your entire application context captured in days. Comprehensive specifications generated automatically. Release plans created in hours, not weeks. Every developer has complete context from day one. Ship with confidence, knowing nothing was missed.
Up to 45%
Faster time to market due to increased efficiencies across the board.
50-80%
Time savings on product specifications and release planning.
Up to 75%
Faster developer onboarding. New developers go from lost to productive in weeks, not months.
Use Cases
From eliminating technical debt to streamlining new product launches, Autonomous keeps your workflows aligned. Ingest scattered tools, generate living blueprints, and deliver faster without the chaos of outdated specs.
Modernize Legacy Systems without the Risk
Your legacy application works, but it’s drowning in technical debt. Outdated frameworks, inconsistent patterns, and documentation that exists only in developers’ heads. Autonomous ingests your entire legacy system; code, tribal knowledge, support ticket, and more, then creates a comprehensive blueprint that preserves every business rule and workflow. Then systematically plans the modernization, breaking it into targeted stories that replace outdated components while maintaining business continuity.
- Preserve Business Logic: Capture all business rules and workflows before touching a line of code.
- Low-Risk Modernization: Replace components incrementally with full architectural context and automated testing.
- Accelerated Timelines: Reduce modernization projects from years to months with AI-assisted implementation.
Existing Product Development
Adding features to mature applications is a minefield—every change risks breaking something elsewhere, documentation is outdated, and new developers spend weeks just understanding the system. Autonomous maintains a living model of your entire application, automatically analyzing impact when you propose changes and generating perfectly scoped stories that AI coding tools can implement safely. Your team ships features 40-400% faster while actually reducing bugs.
- Key Benefits: Instant Impact Analysis: See exactly what each feature change affects across your entire system
- Architectural Integrity: Every new feature aligns with existing patterns and integration points
- Compressed Release Cycles: Transform months-long planning into days with AI-generated, dependency-aware release plans
- Knowledge Continuity: Onboard new developers in hours instead of weeks with comprehensive, current documentation
New Product Development
Starting fresh should be your competitive advantage, but most new products accumulate technical debt from day one. Autonomous helps you learn from existing applications in your space, synthesize best practices, and create a comprehensive architecture before writing a single line of code. The system generates your entire technical foundation. From architecture docs, API specs, user journeys, release plans, and AI-optimized prompts, you ship your MVP in weeks, not quarters.
- Compressed Discovery: Go from concept to comprehensive specification in days using AI-powered analysis and expert guidance
- Best Practice Foundation: Learn from successful applications in your industry, avoiding common pitfalls and anti-patterns
- Nothing Falls Through the Cracks: Every requirement, edge case, and integration point is captured and maintained. Specifications stay technically accurate as your vision evolves
- Rapid Iteration: AI-generated stories and prompts let you prototype, test, and pivot at unprecedented speed
The Result
Faster To Market. Better architecture. Fewer bugs. Lower costs.
You don’t just ship faster—you ship smarter.
While your competitors are still writing specifications, you’re already in production. That’s not an incremental advantage, it’s a different game entirely.
4.1 Billion In Shareholder Returns and Counting
- 25 years building tech ventures with multiple exits.
- Former private equity CEO focused on distressed assets.
- Expertise in building & scaling startups and enterprise solutions.
- Seasoned UX designer, developer, product owner, and leader.
- Senior software engineer with more than 20 years of experience.
- Ph.D. in clinical psychology.
- Led the development of NIH-funded technology-assisted behavioral interventions and enterprise-level systems in private industry.
- Published researcher in human-computer interaction.
- Former executive at Fortune 500 technology and fintech companies, managing financial, technical, security, human resources, compliance/audit and project management teams.
- Part of executive team leading six successful acquisitions (acquirer and acquiree).
- Previously Certified CISSP, PMP, CCNA and RHCSA.
- Expert in commercializing applied technologies.
- Emerging Tech Leader of the Year 2017.
- Former research scientist at leading institutions.
- Specializes in translating complex science into market solutions.
The Market
$85B+ Technical Debt Problem
Enterprises lose billions to technical debt annually.
70% of IT budgets spent on maintenance instead of innovation.
$27B+ Market Opportunity
Global software development market reaching $1.2T by 2027.
Growing 300% YoY Growth In AI Tool Usage
Show a graph here that has the market trajectory of AI tools in development.
Developer Productivity Crisis
AI tools make devs 40-55% faster BUT… Context is fragmented across 7+ systems. 60% of dev time wasted on understanding, not building.
Multiple Revenue Streams
Per-seat licensing: $25-50/user/month
Enterprise packages: $50K-1M+/year
Integration partnerships with AI tool providers professional services & implementation.
20M+ Developers Using AI Tools Today
GitHub Copilot: 20M users (1.3M paid) Cursor: 1M+ users (360K paid) Growing 4x year-over-year. The market is already trained and waiting.
Fortune 500 Ready
- 90% of Fortune 100 already using AI coding tools.
- Proven enterprise need for context management.
- Integration with existing workflows (Jira, Cursor, Copilot).
- Security & compliance built-in.
Transforming technical
Debt into Innovation
We turn legacy complexity into scalable, future-ready systems. Let’s build smarter foundations together.
Contact Us
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