Use cases
What are you trying to get under control?
RAAV is useful when coding agents are producing work faster than you can reconstruct the product story. Start with the job that is difficult today.
RAAV becomes useful when
You cannot tell which agent changed what, or whether the work is finished.
Product decisions live in chats that the next session will not read.
A launch, handoff, or external review is approaching and the evidence is scattered.
01 · Running the build
Keep agent work coherent while the product changes.
For founders working across several agent sessions, branches, or worktrees who need one reliable account of what is moving.
Founders & Product Managers
Product Management Memory
Goals, requirements, epics, releases, tickets, and decisions — persisted across Codex, Claude Code, and Cursor sessions so product truth does not live in chat scrollback.
Solo Builders
Refactor AI-Generated Code
When v0, Cursor, or Claude Code built fast, RAAV keeps refactor tasks, file claims, and verification history in one product memory.
Solo Builders
Scale Your MVP
Traction means parallel agent work. RAAV coordinates lanes, tasks, and verification so scaling does not turn into merge conflicts and amnesia.
Solo Builders
Audit AI Agent Work
RAAV records every agent submit with files, summary, verification command, and risks — so you can audit AI-built code without re-scanning the repo blind.
All Founders
Security Work Across Agents
Security work scattered across Cursor, Claude Code, and Codex sessions gets tickets, claims, verification, and audit history in one place.
02 · Preparing for scrutiny
Know what is ready before somebody else asks.
For launch, fundraising, or diligence work where product claims need decisions, verification, and a traceable history.
Detailed launch guide
When Is an Application Ready for Launch?
Launch readiness is not a feeling — it is verified product truth, closed blockers, passing checks, and founder sign-off. Here is the 2026 checklist and how RAAV tracks it.
Founders Raising Capital
Fundraising Tech Brief
Export a founder-readable product brief, active goals, verification status, and audit trail — not a pile of chat transcripts.
Investors & Acquirers
Technical Due Diligence
Acquirers and investors get exportable product memory: goals, verification, agent submits, risks, and founder decisions — faster than traditional DD cycles.
03 · Handing the product over
Give the next person the decisions, not just the repository.
For founders bringing in a developer or product manager after agents have already produced meaningful work.
Non-Tech Founders
Developer Handoff
New developers inherit goals, architecture notes, open tickets, and agent submit history — not a two-week discovery phase.
Product Managers
Codebase Onboarding for PMs
Product managers inherit a founder-readable brief: goals, requirements, epics, open decisions, and agent activity — not a raw repository tour.
Founder access
Start with the workflow that is hurting now.
Bring one active project. We will connect it, inspect the founder view, and see whether RAAV makes the work easier to understand.
Request founder access