AI-Powered Marketplace

How ViberrMarket Works

Turn vague ideas into structured projects and connect with AI-first builders who ship fast. Our platform reduces failed projects through intelligent scoping and enforced delivery standards.

The Problem with Traditional Freelance Platforms

Most software projects fail due to unclear requirements and mismatched expectations

!

Scope Ambiguity

Clients don't know what to ask for, leading to endless revisions and disputes

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Quality Gaps

No enforced standards mean code that works today breaks tomorrow

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Apples-to-Oranges Proposals

Comparing proposals is impossible when each builder structures them differently

Our Solution

AI-Powered Scoping & Enforced Standards

We solve these problems with intelligent automation and clear guardrails

AI Brief Generation

Your vague idea becomes a professional project brief automatically

Vibe Fit Score

Know upfront if your project is suitable for rapid AI-assisted development

Standardized Proposals

AI normalizes all proposals so you can compare apples to apples

Enforced Artifacts

Builders must deliver repo, deployment, docs, and tests to get paid

For Idea Owners

Your Journey: Idea to Product

Go from a rough idea to a working product in five simple steps

1

Describe Your Idea

Start with a rough description of what you want to build. Don't worry about technical details—our AI handles that. Just explain the problem you're solving and who it's for.

  • Write in plain English
  • No technical knowledge required
  • AI asks clarifying questions
Example Input

“I want an app where local restaurants can list their daily specials and people nearby can see what's available and order for pickup.”

2

AI Generates Your Brief

Our AI transforms your idea into a professional project brief with structured requirements, suggested features, tech stack recommendations, and clear milestones.

  • Problem statement & target users
  • Feature list (Must/Should/Could)
  • Suggested tech stack
  • Milestone breakdown with acceptance criteria
AI-Generated Brief Preview
Problem: Local restaurants lack visibility for daily specials
Core Features:
  • Restaurant dashboard for menu management
  • Location-based discovery feed
  • Order placement & pickup scheduling
3

Get Your Vibe Fit Score

Our proprietary scoring system analyzes your project across 8 dimensions and tells you exactly how suitable it is for rapid AI-assisted development—before you spend a dime.

  • Score from 0-100% fit rating
  • Lane recommendation (Prototype vs Production)
  • Missing information checklist
  • Risk assessment & timeline realism
78%
Vibe Fit Score
Prototype Lane Recommended
Great fit for rapid MVP development
4

Review & Hire Builders

Receive proposals from matched builders. Our AI normalizes every proposal into the same format so you can easily compare scope, timeline, milestones, and pricing—no more guesswork.

  • Smart matching based on skills & project needs
  • Standardized proposal format for easy comparison
  • In-platform messaging & interviews
  • Verified builder profiles with ratings
Normalized Proposal Comparison
Alex K.$2,4002 weeks
94%
Sam R.$2,80010 days
89%
5

Track & Accept Milestones

Track progress through milestones. Each milestone has clear acceptance criteria—approve only when the deliverables meet your requirements.

  • Milestone-based approval workflow
  • Clear acceptance checklist for each deliverable
  • Demo videos and live deployment links
  • Final handoff with all artifacts
Milestone Acceptance Checklist
Feature demo completed
Deployed to staging URL
README documentation
Tests passing
For Builders

Your Journey: Find & Ship Projects

Stop wasting time on unclear projects—work on well-scoped builds that match your skills

1

Build Your Profile

Showcase your skills, tech stack expertise, and portfolio. Select which lanes you work in (Prototype vs Production).

  • GitHub/LinkedIn verification
  • Skill assessments
  • Lane specialization badges
2

Browse Matched Projects

Our smart matching shows you projects that fit your skills. Filter by stack, budget, lane, and timeline.

  • AI-scoped briefs with clear requirements
  • Vibe Fit Score visibility
  • No ambiguous projects
3

Propose & Deliver

Submit proposals that AI normalizes for fair comparison. Deliver artifacts, track approvals per milestone.

  • Structured proposal format
  • Milestone-based approval tracking
  • Clear acceptance criteria

Understanding Project Lanes

Projects are categorized by complexity to set clear expectations from the start

Prototype Lane

Fast MVP Development

Perfect for validating ideas quickly with minimal investment

Typical Timeline

1-4 weeks

Required Deliverables

  • Working deployed URL
  • Git repo with commit history
  • README documentation
  • Demo video walkthrough
Production Lane

Production-Ready Apps

For projects requiring robustness, security, and scalability

Typical Timeline

4-12 weeks

Required Deliverables

  • All Prototype deliverables
  • Automated test coverage
  • Security scan passing
  • Environment config guide
  • Monitoring/logging setup
Needs Discovery

Not Quite Ready

Some projects need more clarity before they're ready for building

Common Reasons

  • Unclear requirements
  • High compliance needs (HIPAA, PCI)
  • Complex legacy integrations
  • Unrealistic timeline/budget

What We Recommend

Use our AI to identify missing information and refine your brief before publishing

Vibe Fit Score

How We Score Your Project

Our AI evaluates 8 dimensions to determine project viability

Goal Clarity

How clearly defined is the problem and solution?

Acceptance Criteria

Are success metrics and deliverables specified?

Risk Profile

Does it involve PII, payments, or regulated domains?

Integration Complexity

How many external systems need connecting?

UI/UX Availability

Are wireframes or designs provided?

Timeline Realism

Is the expected delivery timeline achievable?

Budget Realism

Does the budget match the scope complexity?

Maintainability

What are the long-term maintenance expectations?

Approval Workflow

Milestone-Based Delivery

Track progress through clear milestones. Approve work only when deliverables meet your requirements, then handle payment directly with your builder.

Note: ViberrMarket does not process payments. All financial transactions happen directly between clients and builders outside this platform.

Clear Acceptance Gates

Each milestone has defined criteria that must be met before approval

Track Payment Status

Builders mark milestones as paid to track earnings

Dispute Resolution

Evidence-based review using artifacts and acceptance checklists

Example Milestone Flow

1
Project Setup
$400
Paid
2
Core Features
$1,200
Paid
3
Testing & Polish
$600
Approved
4
Final Delivery
$400
Pending
Total$2,600

Why Choose ViberrMarket?

Built specifically for the AI-first development era

AI Reduces Ambiguity

Vague ideas become structured briefs with clear requirements, reducing miscommunication and disputes.

Lane System Sets Expectations

Projects are categorized upfront so both parties know exactly what quality level is expected.

Enforced Deliverables

Builders must provide repo, deployment, docs, and tests—no cutting corners.

Approval Workflow

Milestone-based approval with clear acceptance criteria ensures quality delivery.

Quality Signals

Verified builders with on-time delivery rates, documentation scores, and lane specializations.

Production Upgrade Path

Start with a prototype, then add a hardening sprint to make it production-ready.

Ready to Build Something Amazing?

Join thousands of founders and builders shipping projects faster with ViberrMarket