LaunchCraft Specification

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LaunchCraft

Build small. Launch fast. Grow smart.

Vision

LaunchCraft is an AI-powered business discovery and planning system designed to help individuals transform their existing skills, experience, knowledge, interests, and resources into viable home-based business opportunities.

LaunchCraft connects personal capabilities with real market conditions. It researches demand, identifies underserved customer needs, evaluates competition and barriers to entry, and develops business opportunities that align with the user’s circumstances.

The system is designed to move beyond generic business idea generation. Its purpose is to create a structured path from personal capability to market opportunity, business model, validation, launch, and growth.

Core Principles

Start with the individual rather than a generic business category.
Build opportunities around existing capabilities whenever practical.
Use measurable market signals to support opportunity discovery.
Distinguish between demand, competition, barriers, and differentiation.
Prefer realistic opportunities over speculative ideas.
Account for the user’s available time, budget, resources, and risk tolerance.
Identify lower-competition and underserved opportunities without claiming that any market is completely unsaturated.
Provide actionable steps rather than general business advice.
Validate opportunities before recommending significant investment.
Maintain transparency in opportunity scoring and recommendations.
Continuously improve recommendations using user feedback and real-world outcomes.
Keep the system modular so individual capabilities can be replaced or extended independently.

Core Modules

Skill Intelligence Module

The Skill Intelligence Module converts user-provided information into a structured representation of capabilities.

Features

Collect skills, knowledge, experience, interests, and past work.
Identify explicit skills stated by the user.
Identify transferable skills.
Identify combinations of skills that may create differentiated capabilities.
Estimate skill proficiency and experience.
Identify practical knowledge that may have commercial value.
Identify underused or overlooked capabilities.
Distinguish professional skills from personal, technical, creative, operational, and interpersonal skills.
Track user confidence and willingness to use individual skills.
Allow users to correct or refine the generated skill profile.

Outputs

Structured skill profile.
Skill categories.
Skill proficiency levels.
Transferable skill relationships.
Potentially monetizable capabilities.
Skill combinations suitable for opportunity matching.

User Constraint Module

The User Constraint Module defines the conditions under which an opportunity must operate.

Features

Available startup budget.
Available weekly time.
Desired income level.
Desired time to first revenue.
Risk tolerance.
Preferred business complexity.
Preferred customer type.
Preferred work style.
Geographic limitations when relevant.
Home-based operating requirements.
Existing tools and resources.
Willingness to learn new skills.
Willingness to sell services, products, subscriptions, or other offerings.
Short-term and long-term business goals.

Outputs

User constraint profile.
Opportunity eligibility requirements.
Business feasibility boundaries.
Personalization parameters.

Market Intelligence Module

The Market Intelligence Module gathers and normalizes external market signals that can be used to discover potential opportunities.

Features

Collect demand signals from configurable sources.
Monitor customer complaints and recurring problems.
Identify frequently requested services and products.
Detect emerging customer needs.
Analyze search and trend signals.
Identify recurring questions and requests.
Analyze marketplace demand.
Analyze freelance and service demand.
Identify industries with operational inefficiencies.
Identify customer segments that appear underserved.
Track changes in market conditions.
Normalize information from different sources.
Preserve source information and timestamps where available.

Outputs

Market signals.
Demand indicators.
Customer pain points.
Emerging needs.
Industry trends.
Market segments.
Opportunity candidates.

Opportunity Discovery Module

The Opportunity Discovery Module transforms market intelligence into structured business opportunities.

Features

Cluster related market signals.
Identify recurring problems.
Identify unmet or poorly served needs.
Identify service gaps.
Identify product gaps.
Identify information gaps.
Identify workflow inefficiencies.
Identify niche customer segments.
Identify opportunities created by changes in technology, regulation, behavior, or market conditions.
Generate multiple possible solutions for each opportunity.
Separate observed market evidence from generated hypotheses.

Outputs

Each opportunity should include, where available:

Problem definition.
Target customer.
Evidence of demand.
Existing alternatives.
Market segment.
Potential solution.
Possible differentiation.
Required capabilities.
Potential business models.
Competition indicators.
Entry barriers.
Validation requirements.

Competition Analysis Module

The Competition Analysis Module evaluates the competitive environment surrounding each opportunity.

Features

Estimate competition density.
Identify direct competitors.
Identify indirect alternatives.
Evaluate existing customer dissatisfaction.
Identify weaknesses in competing offerings.
Identify differentiation opportunities.
Evaluate barriers to entry.
Identify specialized niches within broader markets.
Distinguish highly competitive markets from markets with specific underserved segments.
Detect opportunities where competition exists but customer needs remain poorly served.

Outputs

Competition level.
Competitive landscape.
Entry barrier assessment.
Differentiation opportunities.
Competitive weaknesses.
Underserved segment indicators.

Opportunity Scoring Module

The Opportunity Scoring Module evaluates opportunities using transparent criteria.

Features

Demand strength scoring.
Customer pain intensity scoring.
Competition scoring.
Entry barrier scoring.
Differentiation potential scoring.
Startup cost assessment.
Time-to-revenue assessment.
Skill compatibility assessment.
Revenue potential assessment.
Operational complexity assessment.
Risk assessment.
User constraint compatibility.
Confidence scoring based on available evidence.

The scoring system should expose the factors contributing to a recommendation rather than producing an unexplained numerical result.

Outputs

Opportunity score.
Individual scoring factors.
Evidence supporting each factor.
Confidence level.
Risk indicators.
Recommendation rationale.

Skill-to-Opportunity Matching Module

The Skill-to-Opportunity Matching Module connects the user’s capabilities with identified market opportunities.

Features

Match individual skills to market requirements.
Match combinations of skills to differentiated opportunities.
Identify transferable skills that can satisfy market requirements.
Identify capability gaps.
Estimate the amount of additional learning required.
Rank opportunities by personal fit.
Apply user constraints.
Compare multiple business pathways.
Explain why an opportunity matches the user.

Outputs

Personalized opportunity rankings.
Skill-to-market mapping.
Capability gaps.
Required learning.
Personal fit score.
Feasibility assessment.
Recommended business pathways.

Business Model Module

The Business Model Module converts selected opportunities into practical business concepts.

Features

Generate service businesses.
Generate product businesses.
Generate digital products.
Generate information businesses.
Generate subscription models.
Generate software or technology-enabled services.
Generate marketplace concepts.
Generate hybrid business models.
Define target customer segments.
Define customer problems.
Define value propositions.
Define offers.
Suggest pricing approaches.
Identify revenue streams.
Identify potential recurring revenue.
Identify delivery methods.
Identify potential differentiation.

Outputs

Business concept.
Target customer.
Value proposition.
Offer structure.
Revenue model.
Pricing framework.
Delivery model.
Differentiation strategy.

Validation Module

The Validation Module tests whether a proposed business opportunity is sufficiently supported before substantial resources are committed.

Features

Verify demand signals.
Compare multiple evidence sources.
Identify weak assumptions.
Test customer problem validity.
Evaluate willingness-to-pay indicators.
Evaluate competitive alternatives.
Identify missing evidence.
Identify risks and dependencies.
Assign confidence levels.
Recommend low-cost validation activities.
Distinguish validated evidence from assumptions.

Outputs

Validation assessment.
Evidence summary.
Assumption list.
Risk assessment.
Confidence score.
Validation tasks.
Proceed, revise, or reject recommendation.

Execution Planning Module

The Execution Planning Module transforms a validated business concept into an actionable launch plan.

Features

Generate immediate next steps.
Generate short launch plans.
Generate extended launch roadmaps.
Prioritize actions by expected impact.
Identify actions required to obtain the first customer.
Identify customer acquisition activities.
Define initial offers.
Define outreach activities.
Define validation experiments.
Identify operational requirements.
Identify recurring tasks.
Identify likely bottlenecks.
Identify common failure points.
Adjust plans according to user constraints.

Outputs

Launch plan.
First-revenue plan.
Customer acquisition plan.
Validation checklist.
Operational plan.
Milestones.
Prioritized actions.

Business Blueprint Module

The Business Blueprint Module combines the outputs of the core system into a unified business plan.

Features

Combine skill analysis and opportunity analysis.
Combine market evidence and competition analysis.
Combine business model and validation results.
Generate an actionable launch strategy.
Present assumptions separately from verified information.
Explain why the business was recommended.
Identify the user’s strongest advantages.
Identify capability gaps.
Identify immediate actions.
Define short-term milestones.
Define longer-term growth opportunities.

Outputs

Business opportunity summary.
Market analysis.
Skill alignment.
Business model.
Validation results.
Launch plan.
First-revenue strategy.
Growth roadmap.
Risks and assumptions.

Growth Path Module

The Growth Path Module identifies how a successful small business can develop over time.

Features

Identify opportunities for automation.
Identify opportunities for productization.
Identify opportunities for recurring revenue.
Identify additional customer segments.
Identify complementary products and services.
Identify delegation opportunities.
Identify potential hiring requirements.
Identify expansion opportunities.
Model progression from individual operation to a larger business.
Preserve the user’s preferred scale and lifestyle constraints.

Outputs

Growth stages.
Expansion opportunities.
Automation opportunities.
Productization opportunities.
Revenue expansion strategies.
Scaling requirements.

Adaptive Learning Module

The Adaptive Learning Module improves recommendations based on user feedback and observed outcomes.

Features

Record user feedback.
Track selected opportunities.
Track validation results.
Track launch outcomes.
Track customer responses.
Track successful and unsuccessful recommendations.
Identify recurring patterns.
Adjust recommendation weights.
Incorporate changing market conditions.
Allow users to override recommendations.
Preserve explanations for recommendation changes.

Outputs

Updated user preferences.
Updated opportunity scores.
Updated recommendation patterns.
Outcome insights.
Improved future recommendations.

Optional Plugin Modules

Optional plugins extend LaunchCraft without requiring changes to the core modules.

Market Source Plugins

Market Source Plugins provide additional sources of market intelligence.

Possible capabilities include:

Search trend data.
Job market data.
Freelance marketplace data.
Product marketplace data.
Community discussions.
Review data.
Local business data.
Industry publications.
Public datasets.
Government datasets.

Each source plugin should expose normalized market signals to the Market Intelligence Module.

Local Market Plugin

The Local Market Plugin adds geographic opportunity analysis.

Features

Analyze local demand.
Identify local service gaps.
Compare geographic competition.
Identify local customer segments.
Analyze regional business activity.
Identify opportunities suited to a specific service area.

E-Commerce Opportunity Plugin

The E-Commerce Opportunity Plugin identifies product-oriented opportunities.

Features

Analyze product demand.
Identify underserved product categories.
Identify recurring customer complaints.
Evaluate product competition.
Identify opportunities for digital or physical products.
Generate product validation strategies.

Freelance Opportunity Plugin

The Freelance Opportunity Plugin focuses on service-based opportunities.

Features

Analyze service demand.
Identify frequently requested skills.
Identify underserved service categories.
Analyze pricing signals.
Identify specialization opportunities.
Generate service packaging strategies.

Digital Product Plugin

The Digital Product Plugin identifies opportunities for downloadable, educational, informational, or other digital products.

Features

Identify recurring information needs.
Identify repetitive customer problems.
Identify opportunities for templates, guides, tools, educational products, and resources.
Evaluate potential product differentiation.
Generate digital product concepts.

Content Business Plugin

The Content Business Plugin identifies opportunities based on information, education, media, and audience development.

Features

Identify underserved information topics.
Analyze audience demand.
Identify content gaps.
Generate content business models.
Identify monetization opportunities.
Connect content opportunities to products and services.

Service Productization Plugin

The Service Productization Plugin converts customized services into standardized offers.

Features

Identify repeatable service components.
Define packaged services.
Define tiers.
Identify automation opportunities.
Identify recurring service opportunities.
Create scalable service delivery models.

Financial Modeling Plugin

The Financial Modeling Plugin adds financial analysis to business opportunities.

Features

Estimate startup costs.
Estimate operating costs.
Model pricing scenarios.
Estimate revenue requirements.
Compare business models.
Calculate break-even scenarios.
Model conservative, expected, and optimistic cases.
Identify financial risks.

Customer Discovery Plugin

The Customer Discovery Plugin helps validate customer problems and willingness to pay.

Features

Generate customer interview questions.
Define target customer profiles.
Create validation experiments.
Organize customer feedback.
Identify recurring objections.
Analyze customer responses.
Update opportunity assumptions based on evidence.

Automation Opportunity Plugin

The Automation Opportunity Plugin identifies tasks that can be automated or systematized.

Features

Analyze recurring business tasks.
Identify repetitive workflows.
Identify automation candidates.
Estimate potential time savings.
Identify tasks that should remain human-controlled.
Recommend automation priorities.

Learning Path Plugin

The Learning Path Plugin identifies education needed to pursue an opportunity.

Features

Identify capability gaps.
Prioritize required skills.
Generate learning paths.
Estimate learning effort.
Distinguish essential skills from optional skills.
Connect learning requirements to specific business outcomes.

Opportunity Monitoring Plugin

The Opportunity Monitoring Plugin continuously monitors selected markets and opportunities.

Features

Track demand changes.
Track competition changes.
Detect new market signals.
Detect emerging customer complaints.
Detect changes in pricing.
Recalculate opportunity scores.
Notify users when an opportunity materially changes.

Module Communication

Core modules should communicate through defined, structured data contracts.

Modules should:

Maintain clear input and output boundaries.
Avoid unnecessary dependencies on other modules.
Expose explainable results.
Preserve source information where applicable.
Support replacement and extension.
Allow optional plugins to provide additional capabilities without modifying core business logic.
Fail gracefully when optional data sources are unavailable.
Distinguish unavailable information from negative market evidence.

Opportunity Data Model

Each opportunity should maintain structured information covering:

Opportunity identity.
Problem.
Customer.
Market.
Demand evidence.
Competition.
Entry barriers.
Differentiation.
Required skills.
User skill alignment.
Required resources.
Startup cost.
Time requirements.
Time-to-revenue estimate.
Business model.
Revenue potential.
Risk.
Validation status.
Confidence.
Evidence sources.
Assumptions.
Recommended actions.

Recommendation Requirements

LaunchCraft recommendations should:

Explain why an opportunity was selected.
Identify supporting evidence.
Identify uncertainty.
Identify relevant competition.
Avoid presenting speculation as fact.
Avoid guaranteeing revenue or business success.
Avoid claiming that a market is completely free of competition.
Provide alternatives when the highest-ranked opportunity is unsuitable.
Account for the user’s actual constraints.
Prioritize practical action.
Allow the user to reject, modify, or refine recommendations.

Business Launch Lifecycle

LaunchCraft should support a continuous lifecycle:

User Profile
→ Skill Intelligence
→ Constraint Analysis
→ Market Intelligence
→ Opportunity Discovery
→ Competition Analysis
→ Opportunity Scoring
→ Skill-to-Opportunity Matching
→ Business Model Development
→ Validation
→ Execution Planning
→ Launch
→ Outcome Tracking
→ Adaptive Learning
→ Growth Planning

Specification Branding License (SBL)

Standard

Fully AGPL-3.0+ compliant system.
Copyleft enforced for network deployments.
Required attribution:
- Roxanne Ardary
- https://www.roxanneardary.com/

Optional

Specification Branding License (SBL)
- Attribution-free commercial deployment.
- Pricing based on scale, usage, and deployment scope.
- https://roxanneardary.com/launchcraft/

License & Notice Requirements

LaunchCraft is released under the GNU Affero General Public License v3.0 or later (AGPL-3.0+).

By contributing to any Open Arsenal project, you agree that your contributions will also be released under this license.

Please note the following:

All contributions must comply with the AGPL-3.0+ terms.
Under Section 7 of the license, all redistributions, forks, and derivative works must preserve attribution to:
Roxanne Ardary and roxanneardary.com.
LaunchCraft specifications are free to use with attribution. A Specification Branding License can be negotiated upon request.
The project’s notice.md file tracks attribution requirements and contributor acknowledgments. Any update that adds new contributors or modifies attribution should also update notice.md.
When submitting a pull request, ensure that any new files maintain the attribution headers where applicable.
Network-deployed versions of this software must also remain fully AGPL-3.0+ compliant, including exposure of source code modifications when applicable under the license.

For full legal details, please refer to the AGPL-3.0+ license and the project’s notice.md file.

Notice – LaunchCraft

Attribution Requirement: Under Section 7 of the AGPL 3.0+ license, all redistributions, forks, and derivative works, including network-deployed versions of this project, must provide attribution to Roxanne Ardary and roxanneardary.com.

Contributors

This file tracks contributors and their specific contributions to the project.

Roxanne Ardary, roxanneardary.com – May 25, 2026
Created the LaunchCraft repository and established the initial architecture for an AI system that maps user skills to viable home-based business opportunities and generates actionable launch plans.
[Add other contributors here] – [Date]
[Describe contribution in one sentence]

License – LaunchCraft

This repository is licensed under the GNU Affero General Public License v3.0 or later (AGPL-3.0+).

Key Points:

You are free to use, modify, and distribute the code.
All redistributions, forks, and derivative works or network-deployed versions must also be licensed under AGPL-3.0+ and provide attribution to Roxanne Ardary and roxanneardary.com as required under Section 7 of the license.
The software is provided “as is,” without warranty of any kind.

For the full license text, see GNU AGPL-3.0 License: https://www.gnu.org/licenses/agpl-3.0.html