Home / Econexus / Business Deconstructor Agent / Business Deconstructor Agent Specification
Business Deconstructor Agent
Economic analysis for understanding how value flows through games, platforms, and businesses.
The Business Deconstructor Agent is a modular AI economic analysis system that deconstructs existing games, platforms, and business models to identify how revenue, costs, participation, engagement, and value flow through an ecosystem.
The agent provides the economic intelligence required to identify where value is created, where value is captured, where users and contributors generate uncompensated value, and where existing monetization models can be redesigned around participation and contribution.
Specification Goals
The Business Deconstructor Agent is designed to:
- Analyze existing economic models
- Map revenue and cost structures
- Identify user engagement and participation patterns
- Detect monetization pressure points
- Analyze how value is created and extracted
- Identify measurable contribution opportunities
- Recommend opportunities for value rebalancing
- Produce structured economic intelligence for downstream Econexus modules
- Support modular integration with games, businesses, platforms, and digital ecosystems
Core Modules
Business Model Analysis Module
Analyzes the fundamental economic structure of a system.
Features
- Analyze existing business models
- Identify primary and secondary revenue sources
- Map relationships between users, customers, contributors, operators, creators, sponsors, and partners
- Identify dependencies between revenue, participation, and growth
- Classify monetization models
- Identify economic dependencies and constraints
- Generate structured business model summaries
Revenue Stream Mapping Module
Maps how money and other monetizable value enter and move through an ecosystem.
Features
- Identify direct revenue streams
- Identify recurring revenue
- Analyze subscription revenue
- Map transaction revenue
- Analyze marketplace revenue
- Identify advertising revenue
- Identify sponsorship revenue
- Identify licensing revenue
- Identify affiliate and referral revenue
- Identify indirect revenue opportunities
- Map relationships between revenue sources and user activity
Cost Structure Analysis Module
Analyzes the costs required to operate and grow the system.
Features
- Identify infrastructure costs
- Analyze development costs
- Identify content production costs
- Analyze moderation costs
- Analyze customer support costs
- Identify marketing and acquisition costs
- Analyze operational expenses
- Compare revenue sources against cost centers
- Identify cost dependencies
- Identify potential economic efficiency opportunities
User Engagement Analysis Module
Analyzes the actions and behaviors that drive participation.
Features
- Identify core user actions
- Map gameplay cycles
- Map engagement loops
- Analyze progression systems
- Analyze retention mechanics
- Identify recurring behaviors
- Identify high-value user actions
- Identify low-value repetitive actions
- Measure relationships between engagement and revenue
- Identify behaviors that may support contribution-based rewards
Monetization Pressure Analysis Module
Identifies points where users are encouraged or required to spend money.
Features
- Identify paywalls
- Detect pay-to-play mechanics
- Detect pay-to-progress mechanics
- Identify subscription requirements
- Identify premium access restrictions
- Analyze purchase prompts
- Analyze transaction requirements
- Identify monetization friction
- Measure relationships between spending requirements and participation
- Identify opportunities for alternative incentive models
Value Extraction Analysis Module
Analyzes where economic value is generated and where it is captured.
Features
- Identify user-generated value
- Identify contributor-generated value
- Identify creator-generated value
- Identify community-generated value
- Map value capture points
- Compare contribution against compensation
- Identify uncompensated contributions
- Identify value concentration
- Identify value leakage
- Map value flows between ecosystem participants
Contribution Opportunity Module
Identifies activities that could become measurable and rewardable contributions.
Features
- Identify valuable user actions
- Identify potential contribution categories
- Identify content creation opportunities
- Identify moderation opportunities
- Identify testing and quality assurance opportunities
- Identify community-building opportunities
- Identify referral opportunities
- Identify bug reporting opportunities
- Identify research and problem-solving opportunities
- Recommend potential bounty opportunities
- Recommend potential contribution reward triggers
Value Rebalancing Module
Identifies opportunities to redirect economic value toward participants.
Features
- Recommend contribution-based alternatives to payment requirements
- Identify revenue-sharing opportunities
- Recommend sponsor-funded reward opportunities
- Recommend user participation incentives
- Recommend creator reward models
- Recommend community reward models
- Identify opportunities to convert passive engagement into contribution
- Identify opportunities to convert existing expenses into participant-funded or sponsor-funded activities
- Generate alternative economic models
Economic Relationship Mapping Module
Maps relationships between economic participants and system components.
Features
- Map users
- Map contributors
- Map creators
- Map operators
- Map sponsors
- Map advertisers
- Map service providers
- Map revenue relationships
- Map contribution relationships
- Map reward relationships
- Identify dependencies between participants
Economic Flow Analysis Module
Analyzes the movement of money, value, participation, and rewards through the system.
Features
- Map revenue flows
- Map cost flows
- Map contribution flows
- Map reward flows
- Identify economic bottlenecks
- Identify value concentration points
- Identify circular economic relationships
- Identify external funding opportunities
- Compare current economic flows with proposed alternatives
Economic Opportunity Detection Module
Identifies opportunities for improving economic participation.
Features
- Identify underutilized revenue sources
- Identify underutilized user contributions
- Identify potential sponsorship opportunities
- Identify potential advertising opportunities
- Identify marketplace opportunities
- Identify revenue-sharing opportunities
- Identify new participation incentives
- Identify opportunities for modular economic expansion
Economic Analysis Report Module
Generates structured reports from the agent’s analysis.
Features
- Generate business model summaries
- Generate revenue analysis
- Generate cost analysis
- Generate engagement analysis
- Generate monetization pressure reports
- Generate value extraction reports
- Generate contribution opportunity reports
- Generate value rebalancing recommendations
- Generate economic opportunity reports
- Generate machine-readable analysis for other Econexus modules
Analysis Inputs
The Business Deconstructor Agent may analyze:
- Business model descriptions
- Game design documentation
- Platform documentation
- Pricing structures
- Revenue models
- Cost information
- User journeys
- Gameplay systems
- Engagement metrics
- Monetization systems
- Marketplace systems
- Advertising models
- Sponsorship models
- Contribution systems
- Available analytics data
Analysis Outputs
The agent produces structured economic intelligence including:
- Business model maps
- Revenue stream maps
- Cost structure maps
- User engagement maps
- Monetization pressure maps
- Value extraction maps
- Contribution opportunity maps
- Economic relationship maps
- Economic flow models
- Value rebalancing recommendations
- Revenue opportunity recommendations
- Sponsor opportunity recommendations
- Reward system inputs
- Economic redesign inputs
AI Analysis Pipeline
The Business Deconstructor Agent processes economic information through a modular analysis pipeline:
- Ingest system information
- Classify the economic model
- Identify participants
- Map revenue streams
- Map cost structures
- Analyze engagement
- Identify monetization pressure
- Map value creation
- Map value extraction
- Identify contribution opportunities
- Identify economic opportunities
- Generate value rebalancing recommendations
- Produce structured outputs for downstream Econexus modules
Integration with Econexus
The Business Deconstructor Agent is designed to operate as a core Econexus intelligence module.
Its outputs may be consumed by:
- Incentive Mapper Agent
- Reverse Economy Generator
- AI Economy Optimization Agent
- Simulation & Stability Engine
- Sponsor Matching Agent
- Contribution Ledger
- Reward Distribution Engine
- Reward Economy Governance Module
- Multi-Economy Management Module
The module should expose structured outputs so other Econexus components can use economic analysis without duplicating the underlying analysis process.
Optional Plugin Modules
The Business Deconstructor Agent supports optional plugins that extend its economic analysis capabilities without requiring changes to the core analysis engine.
Industry Analysis Plugin
Provides specialized analysis for specific industries.
Features
- Game economy analysis
- SaaS business analysis
- Marketplace analysis
- Creator economy analysis
- Community platform analysis
- Digital service analysis
Financial Analysis Plugin
Provides deeper financial analysis.
Features
- Revenue forecasting
- Cost forecasting
- Margin analysis
- Break-even analysis
- Customer acquisition cost analysis
- Lifetime value analysis
Game Economy Plugin
Provides specialized analysis of game economies.
Features
- Virtual currency analysis
- Item economy analysis
- Progression analysis
- Player spending analysis
- Player contribution analysis
- Game marketplace analysis
Sponsorship Opportunity Plugin
Identifies potential sponsor-funded economic opportunities.
Features
- Identify sponsor placements
- Identify sponsor-funded activities
- Match contribution opportunities with sponsor objectives
- Estimate sponsor value
- Identify potential campaign structures
Marketplace Analysis Plugin
Analyzes marketplaces and transaction-based ecosystems.
Features
- Identify marketplace participants
- Analyze transaction flows
- Analyze marketplace fees
- Identify creator opportunities
- Identify liquidity opportunities
- Identify potential revenue-sharing models
Contribution Discovery Plugin
Provides deeper analysis of user-generated value.
Features
- Identify hidden contributions
- Classify contribution types
- Estimate contribution value
- Identify repeatable contribution opportunities
- Recommend contribution verification methods
- Generate potential reward triggers
Modularity Requirements
The Business Deconstructor Agent must maintain separation between:
- Data ingestion
- Economic classification
- Revenue analysis
- Cost analysis
- Engagement analysis
- Monetization analysis
- Value analysis
- Contribution analysis
- Recommendation generation
- Report generation
Each analysis capability should be independently replaceable, extendable, or disabled without requiring changes to unrelated modules.
Optional plugins must not be required for the core Business Deconstructor Agent to operate.
Transparency Requirements
The agent should provide explainable economic analysis.
Where practical, recommendations should identify:
- The source of the observation
- The economic behavior being analyzed
- The value relationship identified
- The reasoning behind the recommendation
- The assumptions used
- The expected economic effect
- The uncertainty associated with the analysis
Economic Integrity
The Business Deconstructor Agent should distinguish between:
- Observed economic activity
- Inferred economic relationships
- AI-generated assumptions
- Estimated economic value
- Recommended economic changes
The system should not represent estimates or AI-generated conclusions as verified financial facts.
Design Principles
The Business Deconstructor Agent is:
- Modular: Analysis capabilities operate as independent components.
- Composable: Outputs can be consumed by other Econexus modules.
- Transparent: Economic observations and recommendations should be explainable.
- Extensible: Optional plugins can provide specialized analysis.
- Data-driven: Recommendations should be grounded in available economic and behavioral information.
- Adaptive: Analysis can be repeated as an economic system changes.
- Interoperable: Structured outputs should support integration with external Econexus components.
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/econexus/
License & Notice Requirements
Business Deconstructor Agent is released under the GNU Affero General Public License v3.0 or later (AGPL-3.0+).
By contributing to this 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 https://www.roxanneardary.com/.
- Econexus specificiations 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.