Introducing AI Product Manager AgentBETA

Your AI-powered
product development
machine

From PRD to production code in 72 hours. The AI Product Manager Agent automates your entire SDLC—no manual handoffs, no coordination delays. Just ship.

AI Product Manager - Bringing engineering discipline to AI development | Product Hunt

Credit card required · 14-day free trial

2min
Business Context to PRD
vs 2-3 days manual
30min
PRD to Production
vs 6-8 weeks traditional
5x
More Features Shipped
Same headcount

Works with your favorite AI Coding Agent

Claude Code
Cursor
VS Code
Codex
Trae

Ship features 5x faster and with more accuracy

Automate the entire SDLC and watch your velocity skyrocket

85%

Time Reduction

From PRD to production in 72 hours instead of 6-8 weeks. Eliminate coordination overhead entirely.

100%

Zero Manual Handoffs

AI orchestrates the entire pipeline from requirements to code execution. No more coordination delays.

5x

More Features Shipped

Same headcount, exponentially more output. Ship quarterly roadmaps in weeks.

End-to-End Automation

Complete SDLC automation—PRD to production

The AI Product Manager Agent orchestrates your entire development lifecycle. Generate comprehensive PRDs in 12 minutes, get technical architecture recommendations in 15 minutes, decompose into sprint-ready deliverables in 8 minutes—then watch as AI developers execute through Claude Code and your favorite IDEs.

PRD Generation & Validation
Complete PRDs with technical specs
Technical Architecture Design
AI-generated architecture
Sprint Orchestration
Auto-dispatched to AI developers
Task Management App
Start from blank
Volt Gaming Studio
Task Management app for personal use with bonus points for encouragement
2 min

Task Management App

Prepared by: AI Product Manager • Date: 2024-06-18

Complete
Summary

A hyper-polished personal task manager that turns daily to-dos into a neon-lit, game-like experience. Users clear tasks, earn streaks, and receive motivational boosts while enjoying a cyber-sports aesthetic.

Problem

Existing task apps feel sterile and punitive; users abandon them once novelty fades. We need a tool that sustains engagement through positive reinforcement, visual delight, and friction-free flow.

Goals
  1. 1.Increase daily active usage to 5x per week for ≥60% of registered users within 90 days.
  2. 2.Achieve task completion rate ≥80% per active user per week.
  3. 3.Maintain store rating ≥4.7/5 with ≥500 reviews in the first six months.
Success Metrics
DAU target: 0.25 • Tasks/user/week: 6 • 15Day-30 retention: 25%-50%
User Stories / Features

US-1: Quick Task Capture

As a busy user I want to add a task in <5 seconds so that I don't lose my flow.

US-2: Encouragement System

As a user I want to receive positive feedback so that I feel motivated.

US-3: Game-Style Stats Dashboard

As a user I want to view my productivity stats so that I can improve.

US-4: Accessibility & Theming

As a user with colorblindness I want to toggle a safe palette so that I can distinguish UI states.

Task Management App

PRD • Sprint: Foundation

PRD Ready
Context

A React-Native cross-platform mobile app that gamifies personal task management. Core modules: task CRUD, local push reminders, XP/badge engine, share links, theming, accessibility toggles, and telemetry.

User Stories
US-1: Quick Task Capture
US-2: Encouragement System
US-3: Game-Style Stats Dashboard
US-4: Accessibility & Theming
Architecture
Components: TaskService, ThemeProvider, SharedService, Telemetry, ReminderService, XpEngine, BadgeEngine
30 sec

Sprint: Foundation

Planned • 0/9 complete • 9 tasks

Board
Instructions
To Do
9
E2E create task flow

Detox test: open app, tap FAB, fill form, submit, verify in list

TestMedium
Unit test TaskService CRUD

Jest + in-memory SQLite to verify create, list, update, delete

TestMedium
Configure CI pipeline

GitHub Actions for lint, typecheck, unit tests

DevelopmentMedium

+ 6 more tasks

In Progress
0

No tasks in this column yet.

Done
0

Recently completed

PRD OUTLINE
10 SECTIONS
H1 Task Management App
H2 Summary
H2 Problem
H2 Goals
H2 Success Metrics
H2 User Stories / Features
H2 Timeline / Launch Plan
H2 Dependencies
H2 Risks
H2 Design System Guidance
15 sec

Architecture & Component Health

Interactive System Design with Task Mapping

0
0
7
Gaps
User InterfaceTaskServiceThemeProviderShareServiceTelemetryReminderServiceXpEngineBadgeEngine
Components 8 total
User Interface
unknown
TaskService
planned0/2
ReminderService
unknown
XpEngine
unknown
BadgeEngine
unknown
Sprint: Foundation
9 tasks • 0 done
1. E2E create task flow
Test • Medium
2. Unit test TaskService CRUD
Test • Medium
3. Configure CI pipeline
Development • Medium
4. Implement light/dark theme...
UI • Medium

+ 5 more tasks

instant

Sprint: Foundation

Planned • 0/9 complete

Context: / Architecture

A React-Native cross-platform mobile app that gamifies personal task management. Core modules: task CRUD, local push reminders, XP/badge engine, share links, theming, accessibility toggles, and telemetry. All data is stored locally with optional encrypted cloud backup; push notifications use Firebase Cloud Messaging.

1. E2E create task flow
Status: Todo • Medium • Test
Description: Detox test: open app, tap FAB, fill form, submit, verify in list
2. Unit test TaskService CRUD
Status: Todo • Medium • Test
Description: Jest + in-memory SQLite to verify create, list, update, delete
3. Configure CI pipeline
Status: Todo • Medium • Development
Description: GitHub Actions for lint, typecheck, unit tests
Objective: Ensure every PR meets quality bar
Steps:
  1. 1. Add .github/workflows/ci.yml
  2. 2. Run eslint, prettier, tsc --noEmit, jest --coverage
  3. 3. Block merge on failure
Files:
.github/workflows/ci.yml — CI config (create)

+ 6 more detailed tasks

Sprint: Foundation

Complete • 9/9 tasks done

Complete
9 Done
0 To Do
0 In Progress
E2E create task flow

Detox test: open app, tap FAB, fill form, submit, verify in list

tests/e2e/create-task.spec.ts
Unit test TaskService CRUD

Jest + in-memory SQLite to verify create, list, update, delete

tests/unit/TaskService.test.ts
Configure CI pipeline

GitHub Actions for lint, typecheck, unit tests

.github/workflows/ci.yml

+ 6 more completed tasks

Time to completion28 minutes
Done

Production Ready ✓

All tasks executed successfully via Claude Code

9 responses
CC
Claude Code
2 mins ago
Completed
E2E create task flow — Test suite created and passing
tests/e2e/create-task.spec.ts
✓ All 5 test cases passing
CC
Claude Code
5 mins ago
Completed
Unit test TaskService CRUD — Full test coverage implemented
tests/unit/TaskService.test.ts
✓ 12 tests passing • 98% coverage
CC
Claude Code
8 mins ago
Completed
Configure CI pipeline — GitHub Actions workflow active
.github/workflows/ci.yml
✓ Pipeline running • All checks passed
Summary
9 files created/modified
All tests passing (17 total)
CI/CD pipeline active
Ready for deployment
AI Developer Orchestration

Direct integration with Popular Coding Agents—zero manual handoffs

Through native MCP (Model Context Protocol) integration, the AI Product Manager Agent dispatches granular implementation instructions directly to Claude Code, Cursor, VS Code, and other IDEs. Watch real-time progress, get instant blocker alerts, and coordinate parallel execution streams—all automatically.

Real-Time Progress Tracking
Live visibility into execution status
Automatic Blocker Detection
Surfaces issues 14 hours earlier
Multi-Stream Coordination
Parallel execution across IDEs
Step 1 of 4

Generate MCP Developer Key

Create secure API key for IDE integration

MCP Developer Keys

Manage API keys for MCP bridge

AO_Dev
Active
dev_••••••••••••••k6cQ
Created Oct 26, 2025 • Last used 2 mins ago
Next: Configure your IDE
Copy this key to connect Claude Code, Cursor, or VS Code
Step 2 of 4

Configure Your IDE

One-click configuration for popular coding agents

MCP Configuration
{
  "mcpServers": {
    "artificial-outreach": {
      "command": "npx",
      "args": ["-y", "@ao/mcp-server"],
      "env": {
        "AO_API_KEY": "dev_••••••••••••••k6cQ"
      }
    }
  }
}
Paste in your IDE settings
~/.config/claude-code/mcp.json or IDE preferences
Step 3 of 4

Claude Code Picks Up Tasks

MCP server connected • Executing sprint tasks automatically

claude-code — ~/projects/task-management-app
MCP Server Connected
✓ artificial-outreach @ localhost:3000
Fetching tasks from sprint board...
Task 1/9: E2E create task flow
Creating tests/e2e/create-task.spec.ts
✓ Test suite created • 5 test cases passing
Task 2/9: Unit test TaskService CRUD
Creating tests/unit/TaskService.test.ts
✓ 12 tests passing • 98% coverage
Task 3/9: Configure CI pipeline
Creating .github/workflows/ci.yml
✓ Pipeline configured • All checks passed
Processing remaining 6 tasks...
Real-time execution in progress
Claude Code is automatically completing all sprint tasks from the MCP server
Step 4 of 4

Production-Ready Artifact

All tasks completed • Ready for deployment

Sprint: Foundation

Complete • 9/9 tasks • 28 minutes

Complete
9
Files Created
17
Tests Passing
98%
Coverage
Production Summary
E2E test suite with 5 scenarios
Unit tests with 98% code coverage
CI/CD pipeline active and passing
Ready for deployment to production
Executed by Claude Code via MCP
28 minutes total
Project-Level Tracking

Interactive roadmaps with multi-framework sprint planning

Visualize project health and delivery timelines with interactive Gantt charts. Track sprints, tasks, and blockers across multiple development frameworks—React Native, Next.js, Django, and more. Get instant alerts when projects fall behind schedule and automatic suggestions to get back on track.

Interactive Gantt Charts
Visual timeline tracking
Multi-Framework Support
React, Next.js, Django, and more
Schedule Risk Alerts
Proactive delay detection
1 project needs attention

PROJECTS

Track the health and planned release for each initiative.

Task Management App

PRIORITY P1GREEN CONFIDENCE
0% complete
Expected 54%
Behind by 54% relative to plan
10/5/2025 → 11/14/2025

E-commerce Platform

PRIORITY P2GREEN CONFIDENCE
67% complete
Expected 65%
On track
9/1/2025 → 12/15/2025

Analytics Dashboard

PRIORITY P3BLUE CONFIDENCE
45% complete
Expected 32%
Ahead of schedule
10/15/2025 → 11/30/2025
1 project needs attention

Task Management App

Behind by 54% relative to plan

Progress 0% • Plan 54%
10/5/2025 → 11/14/2025
W40W41W42W43W44W45
Task Management App
0% • Behind
Sprint: Foundation
0%

Task Management App

Sprint: Foundation • 0/9 tasks • 0% complete

Sprint Plan: FoundationTodo
Initialize React-Native TypeScript projectTodo
Configure CI pipelineTodo
Configure SQLite and create TaskServiceTodo
Build TaskListScreenTodo
Build TaskFormScreen with validationTodo
+ 3 more tasks
Framework:React Native + TypeScript
Est. completion: 11/14/2025

Advanced AI orchestration
meets human expertise

Powered by Claude, GPT-4, and multi-LLM coordination for strategic thinking, technical precision, and flawless execution

Multi-LLM Orchestration

Claude for strategic planning, GPT-4 for technical analysis—best model for each task

MCP Protocol Integration

Native Model Context Protocol support for seamless IDE orchestration and execution

Continuous Learning

Adapts to your team's patterns and improves prioritization accuracy over time

Pricing That Scales With Your Team

Start shipping 5x more features with AI Product Manager automation. Choose the plan that fits your team size and velocity.

Basic

Perfect for individuals

$15/mo
10 generation credits/month
Get Started
1 user license
Standard processing priority
Email support
Core features access
Monthly credit rollover (1 month)
What you can create:

8 complete PRDs with architecture or 10 PRDs or 20 sprint plans with deliverables

Most Popular

Teams

For growing teams

$49/mo
50 generation credits/month
Get Started
5 user licenses
Priority processing
Email + Chat support
Team workspace
Advanced analytics
Shared projects
What you can create:

40 complete PRDs with architecture or 50 PRDs or 100 sprint plans with deliverables

Enterprise

For large organizations

$149/mo
150 generation credits/month
Get Started
10+ user licenses
Fastest processing
Dedicated success manager
API access
Custom integrations
SLA guarantees
Custom training
What you can create:

120 complete PRDs with architecture or 150 PRDs or 300 sprint plans with deliverables

How Generation Credits Work

Each AI Product Manager generation uses credits based on output complexity

Complete PRD Generation1 credit
Architecture Design0.5 credits
Sprint Plan + Deliverables0.5 credits
Requirements Analysis0.25 credits

Unused credits roll over for 1 month • Additional credits available for purchase

Need a Custom Plan?

Contact our sales team for custom pricing, volume discounts, or on-premises deployment options.

Talk to Sales

Frequently Asked Questions

Everything you need to know about AI Product Manager and end-to-end SDLC automation

AI Product Manager orchestrates the complete product-to-production pipeline: ingests or generates PRDs, creates technical architecture with technology recommendations, decomposes into sprint-ready deliverables, dispatches implementation instructions to AI developers via MCP protocol (Claude Code, Cursor, VSCode), monitors real-time execution progress, surfaces blockers automatically, and coordinates parallel development streams. This eliminates manual handoffs and delivers working code in 72 hours instead of 6-8 weeks.

sdlc-automationend-to-endorchestrationcompetitive-advantage

Through native MCP (Model Context Protocol) integration, AI Product Manager dispatches granular implementation tasks with complete technical specifications directly to Claude Code, Cursor, VSCode, and other IDEs. It monitors real-time progress, receives status updates, detects blockers automatically, and coordinates parallel execution streams. When a blocker surfaces, it escalates to product teams with context and solution options, then adapts execution strategy based on decisions—eliminating 100% of manual developer handoffs.

mcpdeveloper-orchestrationclaude-codeautomation

Our intelligent prioritization engine combines multiple frameworks (RICE, MoSCoW, Kano Model) with machine learning that adapts based on historical success patterns. The system achieves 90% theme identification accuracy and improves feature success rates by 65%. It eliminates subjective guesswork by evaluating features against impact, effort, strategic value, and market timing with objective, data-driven scoring.

prioritizationaccuracyframeworksdata-driven

Organizations see dramatic velocity improvements: PRD to production in 72 hours vs 6-8 weeks (85% time reduction), 4.7x more features shipped per quarter with same headcount, zero manual developer handoffs, and 14 hours faster blocker detection. The average payback period is 4-6 weeks. Product teams eliminate coordination overhead completely through automated orchestration, achieve 100% execution visibility, and maintain 91% technical feasibility accuracy in architecture recommendations.

roivelocityproductivityautomation

By eliminating manual handoffs and automating the entire SDLC pipeline. PRD generation takes 12 minutes, architecture design 15 minutes, sprint planning 8 minutes—then execution orchestration through Claude Code and IDEs runs in parallel with real-time progress tracking. Features that traditionally require 6-8 weeks of coordination now ship in 72 hours. Teams maintain the same headcount while shipping exponentially more because AI handles decomposition, orchestration, and coordination automatically.

velocityautomationefficiencyorchestration

AI Product Manager connects via MCP (Model Context Protocol) with popular IDEs like Claude Code, Claude Desktop, Cursor, and VSCode. It integrates with project management tools (Jira, Asana), analytics platforms, CRM systems, customer feedback tools, and communication platforms (Slack, Teams). The system supports API integrations, SSO authentication, and maintains seamless data flow between your existing tech stack.

integrationsmcpcompatibilityexisting-tools

Getting started takes less than 30 minutes. Sign up for your free trial, connect your preferred IDE via MCP, upload your existing product data (feedback, requirements, analytics), and the AI immediately begins generating insights. No technical expertise required - the system guides you through setup with intelligent onboarding workflows. Your team can start generating PRDs and strategic roadmaps on day one.

onboardingsetupfree-trialease-of-use

Our natural language processing engine transforms interview transcripts, surveys, support tickets, and user feedback into structured insights using sentiment analysis and pattern recognition. The system processes 200+ feedback sources, identifies behavioral patterns, generates detailed personas, creates opportunity maps, and extracts actionable themes 10x faster than manual analysis with 85% accuracy in theme identification.

user-researchfeedback-analysisnlpinsights

Yes, AI Product Manager adapts to any product type. For B2B products, it focuses on enterprise requirements, compliance validation, technical architecture, and stakeholder coordination. For B2C products, it emphasizes user experience, engagement metrics, viral growth patterns, and consumer behavior analysis. The system automatically adjusts prioritization frameworks and success metrics based on your product category and business model.

b2bb2cflexibilityproduct-types

The system generates executive-ready roadmaps with clear rationale and resource allocation, orchestrates collaborative review processes, and maintains shared context across engineering, design, marketing, and business teams. It tracks dependencies, monitors progress, automatically escalates critical path issues, and provides real-time status updates. This results in 85% improved stakeholder engagement and 100% strategic alignment.

roadmapstakeholder-alignmentcollaborationtransparency

Fast-growing SaaS companies, enterprise software providers, and product-led organizations see the greatest impact. Companies with 5-500 person product teams, multiple product lines, or complex stakeholder environments benefit most. Early-stage startups accelerate product-market fit discovery, while established companies optimize resource allocation and improve feature success rates. Any organization drowning in feedback or struggling with roadmap clarity sees immediate value.

company-typessaasenterpriseproduct-teams

AI Product Manager provides senior-level product intelligence at a fraction of the cost. While a senior product manager costs $150K+ annually, AI Product Manager delivers equivalent strategic analysis, PRD generation, and roadmap planning for under $2K/month. It works 24/7, processes data instantly, maintains perfect consistency, and scales infinitely. Use it to amplify existing PMs or provide product intelligence to engineering-led teams.

cost-comparisonhiringscalabilityconsistency

Yes, we offer a 14-day free trial with full access to all core features. No credit card required for trial signup. You can generate unlimited PRDs, create roadmaps, analyze feedback, and test all integrations. The trial includes onboarding support and access to our knowledge base. Most teams see measurable value within the first week and make purchasing decisions by day 10.

free-trialno-credit-cardfull-accessonboarding

We maintain SOC 2 Type II compliance, GDPR conformity, and enterprise-grade security. All data is encrypted in transit and at rest using AES-256. We offer on-premises deployment, SSO integration, and audit logs. Your product data never trains our models - we use secure, isolated processing. Regular security audits and penetration testing ensure continuous protection. Enterprise plans include dedicated security reviews and compliance documentation.

securitycomplianceencryptionenterpriseprivacy

We provide comprehensive onboarding with dedicated success managers, interactive product tours, video training library, live weekly office hours, and 24/7 chat support. Enterprise customers receive custom training sessions, implementation consulting, and dedicated support channels. Our knowledge base includes best practices, integration guides, and workflow templates. Most teams become proficient within 2-3 days with our guided learning paths.

trainingonboardingsupportsuccess-managerdocumentation

Still have questions? We're here to help.

Contact Support

Ready to ship 5x faster?

Start your free trial today. Credit card required. Experience PRD to production in 72 hours.

14-day free trial · Credit card required · Cancel anytime

Ask me to learn more...