Every phase. Structured workflows. Measurable gains.
30% faster requirements gathering
AI-assisted mob elaboration transforms how teams decompose epics into stories. LLMs draft acceptance criteria, identify edge cases, and surface missing requirements in real-time — cutting elaboration time by 30% across a 70-team enterprise engagement.
40% reduction in grooming time
LLM-powered decomposition breaks complex stories into implementation tasks, suggests technical approaches, and pre-populates subtasks. Engineers spend grooming sessions refining AI-generated plans instead of starting from scratch.
18% faster with Code Captain workflows
Code Captain and agentic workflows turn AI from autocomplete into a development partner. Engineers use structured prompting patterns and LLM Kanban boards to maintain context across sessions — compounding efficiency gains over time.
50%+ faster bug analysis
AI generates test cases from acceptance criteria, automates regression analysis, and produces documentation from code changes. One team went from 40% to 80% test coverage in a single day using AI-generated test suites.
How AI integrates across your SDLC.
Map your current workflow
We audit each SDLC phase — requirements, grooming, development, QA, documentation — and identify where AI creates the highest leverage with the lowest friction.
Deploy structured AI workflows
Each phase gets purpose-built AI workflows: mob elaboration for requirements, LLM decomposition for grooming, Code Captain for development, and automated test generation for QA.
Measure phase-by-phase gains
We track efficiency improvements per phase — not just overall velocity. This surfaces where AI is working and where human processes need to adapt.
Compound gains across sprints
AI workflows improve as teams build institutional knowledge. Documentation compounds, test suites grow, and elaboration patterns become reusable — delivering ~20% overall SDLC efficiency.
Find out where AI moves the needle in your SDLC.
60 minutes. A senior engineer audits your development lifecycle and identifies the highest-leverage AI integration points for your team.
Book a Strategy SessionFree. You'll leave with a phase-by-phase efficiency roadmap.