Larry AI Knowledge Platform
AI for your software development lifecycle: keep support, backlog, code, documentation, and testing aligned with intelligence that understands the full picture.
The Drift Problem in Software Development
In every software organization, things drift apart. Backlog items get written without enough context. Code moves ahead of documentation. Tests fall behind implementation. Support teams answer tickets without visibility into what changed or why.
The result is a growing gap between what the system is supposed to do, what it actually does, and what anyone can prove. Teams waste time hunting for context, duplicating effort, and making decisions with incomplete information. The longer the drift goes unchecked, the harder it is to recover.
AI for the Full Software Development Lifecycle
Larry connects the moving parts of your software development lifecycle into a continuous, self-reinforcing loop. Knowledge informs backlog. Backlog guides development. Code triggers documentation and testing. Test results feed back into the knowledge base. Nothing drifts in isolation because everything stays linked.
Support Integration
Larry enriches support workflows by giving agents and teams direct access to your organization’s knowledge base. When a support ticket comes in, Larry provides grounded, context-aware responses drawn from documentation, past resolutions, and current system state. The result is shorter resolution times, fewer escalations, and support interactions that actually reflect how your system works today, not six months ago.
Self-Service Access and Smart Escalation
Larry gives end users direct, self-service access to your documentation and knowledge base through natural language. Users get grounded answers to routine questions without waiting for a support response. When a question goes beyond what documentation can resolve, Larry helps users create detailed, context-rich support tickets that give your human team everything they need to act, no back-and-forth required to understand the problem.
Code Comprehension
Larry connects securely to your Git repositories and analyzes project structure, frameworks, dependencies, implementation details, and commit history. This insight feeds back into backlog precision, documentation accuracy, and test relevance. When Larry writes or updates a backlog item, it reflects what the code actually looks like, not what someone assumed three sprints ago.
Backlog Creation and Maintenance
Larry includes an intelligent product owner module that reads and writes to backlog systems like Azure DevOps and Jira. It interprets existing epics, features, and user stories, understands dependencies and context, and creates or updates backlog entries with consistent formatting and traceable relationships. Backlog items stay aligned with business requirements, technical reality, and current documentation, not written in a vacuum.
User Documentation Generation
Once knowledge is captured, Larry delivers it through grounded answers, guided task workflows, and trusted retrieval. Users ask questions in natural language and get responses based on your actual organizational knowledge, not generic model guesses. Task Guidance mode walks users step by step through complex processes so work gets done correctly and consistently.
UAT and Playwright Test Automation
Using specifications, code analysis, and existing documentation, Larry generates user acceptance tests that validate system compliance with requirements. It then creates automated Playwright test scripts corresponding to those UATs, executes or schedules test runs, and collects results. Test outcomes are written back to the knowledge base and linked to relevant backlog items, closing the loop between what was planned, what was built, and what was proven to work.
A Self-Reinforcing Development Ecosystem
The real power of Larry’s development intelligence is not any one capability in isolation. It is the closed loop they form together:
- Knowledge and documentation inform backlog creation.
- Backlog items guide code development.
- Code updates trigger new or modified documentation and tests.
- Test results generate new knowledge and validation artifacts.
- Larry continuously integrates these outputs back into the knowledge base.
This cycle means your system does not decay after launch. It continuously improves. Every sprint, every commit, every test result makes the whole system smarter and more aligned.
Built for Engineering and Product Leaders
Larry’s development intelligence capabilities are designed for organizations where requirements, code, documentation, and tests need to stay in sync, and where the cost of drift shows up as missed deadlines, rework, escaped defects, and teams spending more time hunting for context than delivering value.
- VP Engineering / CTO: Get a single system that ties backlog, code, docs, and tests together and reduces the friction that slows delivery
- Head of Product: Keep requirements, implementation, and validation aligned without relying on manual cross-referencing
- QA / Test Leaders: Reduce manual test writing and ensure tests stay aligned with actual specifications and implementation
- Support Leaders: Give support teams grounded, current answers instead of outdated documentation and tribal knowledge
Stop the Drift. Start the Loop
Larry connects support, backlog, code, documentation, and testing into a continuous cycle that keeps your SDLC aligned and your teams moving forward.
TESTIMONIALS
Our clients consider us a partner who helps them imagine and realize a better, more efficient version of their business today and for the future.
LegacyX has provided a solution to whatever problems we have brought to them. They answer the phone if you have issues and fix them real time. You won’t be disappointed.
Anthony Noseworthy, Assistant Business Manager, IUOE Local 955
Our company has been using LegacyX for a while now. They have always been there when we needed them. Most recently we had a virtual conference. Darrin and his team stepped up for us and made sure it ran without a hitch. Can’t thank them enough.
Krisanne, Building Trades of Alberta Training Society (BTATS)