Tokens

Understanding the ikigize token system for usage-based pricing, community governance, and fair cost distribution across platform features.


Overview

The ikigize token system provides a transparent, usage-based pricing model that directly reflects platform variable costs. Rather than hiding operational expenses in subscription tiers, tokens create a clear connection between what you use and what you pay, ensuring fairness and sustainability for all users.

Tokens power advanced platform features—from AI-driven content generation to live video sessions—while enabling community participation through voting, governance, and nonprofit support initiatives.

Core Principles

Fair & Transparent Pricing

Every token cost directly corresponds to actual platform expenses: LLM API calls, external service integrations, database operations, and infrastructure costs. The token system adds a transparent margin for platform sustainability, development, and support—no hidden fees or surprise charges.

Usage-Based Model

Pay only for what you use. Free monthly token allocations cover typical usage patterns, while power users and organizations can purchase additional tokens as needed. This approach ensures accessibility for learners while supporting intensive educational programs.

Community Participation

Tokens aren't just a payment mechanism—they're a tool for community engagement. Use tokens to vote on feature development, support educational nonprofits, and participate in platform governance decisions.

Token Pricing Framework

The token pricing model is built on cost-plus economics, ensuring transparency and predictability while covering platform operational expenses.

Cost-Plus Pricing

Token costs directly reflect actual variable operational costs (LLM APIs, database operations, external services) plus a transparent platform margin for sustainability and development.

Fair Margin

The platform adds a reasonable margin to variable costs to ensure sustainable operations, continuous improvements, and long-term platform health while keeping costs predictable.

Stable Pricing

Fixed token price provides predictable budgeting. As underlying costs change, token allocations adjust rather than token prices, maintaining financial clarity.

Full Transparency

Clear cost breakdown for every operation. Users can see exactly how tokens map to platform costs, ensuring trust and informed decision-making.

Token Cost Calculation Formula
1

Base Variable Cost

Actual cost from service providers

OpenAI API, VoyageAI, etc.

2

Platform Margin

Added for sustainability

Development, support, infrastructure

3

Total Cost

Combined cost with margin

Base cost + Platform margin

4

Token Conversion

Convert to token amount

Total cost ÷ Fixed token price

Token Cost = (Base Variable Cost + Platform Margin) ÷ Fixed Token Price

What Consumes Tokens?

Platform features consume tokens based on their actual variable costs. Understanding these categories helps you budget effectively and optimize usage.

LLM Operations

AI-powered interactions and content generation

EXAMPLES:

Chat conversations with AI agents
Task instruction generation
Content recommendations and summaries
Module and course creation assistance

Cost structure: Variable based on conversation length and complexity

External API Calls

Third-party integrations and data retrieval

EXAMPLES:

Web search for research materials
YouTube content integration
Educational resource discovery
External content enrichment

Cost structure: Fixed per API request

Embedding Services

Semantic search and content matching

EXAMPLES:

Task similarity matching
Resource recommendation
Smart search across content
Content relationship discovery

Cost structure: Per embedding operation

Complex Database Operations

Advanced queries and data processing

EXAMPLES:

Batch data processing
Cross-entity analytics
Complex report generation
Large-scale data operations

Cost structure: Based on query complexity and volume

Real-time Features

Live interactions and streaming services

EXAMPLES:

Video call hosting
Live collaborative sessions
Real-time chat streaming
Interactive whiteboard sessions

Cost structure: Per minute of active usage

Basic Operations Are Free

Standard platform usage—browsing courses, reading content, basic navigation, file storage, and simple database operations—does not consume tokens. Tokens are reserved exclusively for variable-cost features like AI interactions, external API calls, and resource-intensive operations.

Token Allocation & Management

The platform provides flexible token allocation strategies for individuals and organizations, balancing free access with usage-based pricing.

Individual Users
Base monthly allocation

Personal token budget for individual learners and creators

Monthly free token reset
Purchase additional tokens anytime
Track personal usage analytics
Carry over unused purchased tokens
Organizations
Base allocation + per-member bonus

Centralized token management for teams and institutions

Allocate tokens to courses, campuses, or users
Purchase tokens in bulk with discounts
Organization-wide usage analytics
Flexible allocation strategies
Token Purchasing

Flexible Purchasing

Buy tokens in any amount, from small top-ups to bulk enterprise packages

No Expiration

Purchased tokens never expire and roll over month to month

Organizations can allocate purchased tokens to specific courses, campuses, groups, or projects, ensuring resources are distributed according to educational priorities.

Organizational Token Management

Organizations have powerful tools for managing token budgets across their educational programs:

  • Course Allocation: Assign token budgets to specific courses for AI-enhanced features
  • Campus Distribution: Allocate tokens across different campuses or departments
  • Group Budgets: Set token limits for specific groups or cohorts
  • Project Resources: Dedicate tokens to specific learning projects or initiatives
  • Flexible Reallocation: Move tokens between allocations as priorities change

Understanding Token Costs

Token costs vary based on operation complexity and external service usage. These examples illustrate the calculation framework without specific pricing.

Basic Chat Session

Having a 5-message conversation with an AI agent

~X+Y+Z tokens

BREAKDOWN:

Chat messages (input) · 5 messagesX tokens
AI responses (output) · 5 responsesY tokens
Context processing · 1 sessionZ tokens

Short conversations with AI tutors or learning agents

Content Generation

Creating a new module with AI assistance

~A+B+C+D tokens

BREAKDOWN:

Module outline generation · 1 outlineA tokens
Task instructions (5 tasks) · 5 tasksB tokens
Resource recommendations · 3 searchesC tokens
Content embeddings · 5 embeddingsD tokens

Using AI to scaffold complete learning modules

Video Call Session

Hosting a 60-minute live learning session

~(M+N)×60+O tokens

BREAKDOWN:

Video infrastructure · 60 minutesM tokens/min
Real-time features · 60 minutesN tokens/min
Session recording · 1 recordingO tokens

Live cohort sessions with multiple participants

Research Session

Using Librarian agent to find resources

~3P+Q+5R tokens

BREAKDOWN:

Web searches · 3 searchesP tokens each
Content analysis · 10 resultsQ tokens
Similarity matching · 5 embeddingsR tokens each

Deep research with external resource discovery

Note: These examples use variables (X, Y, Z, etc.) to illustrate cost structures. Actual token costs depend on the platform's variable costs plus a sustainable margin, ensuring transparent and fair pricing based on real usage.

Token Cost Factors

Several factors influence how many tokens an operation consumes:

Complexity

  • Simple requests consume fewer tokens than complex multi-step processes
  • Context length affects AI interaction costs
  • Number of API calls impacts external service operations

Duration

  • Real-time features consume tokens per unit time
  • Longer sessions naturally use more tokens
  • Batch operations can be more token-efficient than individual requests

Volume

  • Processing multiple items increases token consumption
  • Bulk operations may offer efficiency advantages
  • Embedding large content sets requires proportional tokens

Token Lifecycle

Understanding how tokens flow through the system helps you manage your budget effectively and predict usage patterns.

Stage 1
Token Allocation

Receive your monthly free tokens or purchase additional tokens

Free tokens allocated automatically each month
Purchase tokens anytime for additional capacity
Organizations allocate tokens to teams/projects
Unused purchased tokens carry over
Stage 2
Token Usage

Tokens are consumed as you use platform features and services

AI interactions deduct tokens in real-time
Video calls consume tokens per minute
Content generation uses variable token amounts
See usage breakdown after each operation
Stage 3
Usage Tracking

Monitor your token consumption with detailed analytics

Real-time balance updates
Detailed transaction history
Usage analytics and insights
Cost optimization recommendations
Stage 4
Monthly Reset

Free tokens refresh at the start of each billing cycle

Free token allocation resets monthly
Purchased tokens remain in balance
Usage history archived for records
New month, fresh allocation

Continuous Cycle: The token lifecycle repeats monthly, with free allocations resetting while purchased tokens persist, ensuring uninterrupted access to platform features.

Token Balance Types

Your token account maintains two distinct balances:

Free Tokens

  • Allocated monthly based on account type
  • Reset at the beginning of each billing cycle
  • Use these first before purchased tokens
  • Unused free tokens do not carry over

Purchased Tokens

  • Never expire or reset
  • Roll over month to month indefinitely
  • Used after free tokens are exhausted
  • Can be reallocated within organizations

Community & Governance Features

Beyond usage-based pricing, tokens enable meaningful community participation and platform governance.

Feature Voting

Use tokens to vote on which features the platform should prioritize next

Quarterly community voting on product roadmap
Vote weight proportional to tokens spent
Transparent results and implementation timelines
Participation rewards for active voters
Nonprofit Support

Community votes on which educational nonprofits receive platform donations

Monthly allocation of platform profits
Token-based voting on nonprofit selection
Transparent impact reporting
Support for education, environmental, and social causes
Governance Participation

Contribute to platform policies and community guidelines

Vote on terms of service updates
Shape community guidelines
Influence resource allocation priorities
Participate in platform decision-making
Token Earning

Earn tokens by contributing value to the platform and community

Create valuable course templates
Help other users in the community
Report bugs and suggest improvements
Provide detailed product feedback
Successful user referrals
Community Governance Impact

Platform Development

Shape the future of the platform by voting on feature priorities and development direction

Community Impact

Direct platform resources toward educational causes that align with community values

Token-based governance ensures both active users and organizations have a voice in shaping the platform's future, creating a balanced community-driven development process.

Balanced Participation

The governance system is designed to balance influence across the community:

  • Vote Caps: Reasonable maximum token limits per vote prevent whale dominance
  • Participation Rewards: Active community members earn bonus tokens
  • Multiple Voting Methods: Quadratic voting and other mechanisms ensure fair representation
  • Transparent Results: All voting outcomes are publicly visible with implementation timelines

Earning Tokens & Gamification

While tokens can be purchased to access advanced features, the platform offers extensive opportunities to earn tokens through valuable contributions. The earning system is designed to reward quality participation, encourage collaboration, and recognize consistent community engagement.

The Earning Philosophy

Token earning isn't just about reducing costs—it's about creating a vibrant, self-sustaining community where value creation is recognized and rewarded. By contributing content, helping others, improving the platform, and participating in governance, you simultaneously enhance the community while earning tokens for your own use.

Ways to Earn Tokens

Contribute value to the community and earn tokens that expand your access to platform features

Content Creation
Variable rewards

Create valuable templates and resources that others can use

EXAMPLES:

Publish high-quality course templates
Create reusable module blueprints
Design effective task templates
Share learning resources and guides
Develop session frameworks
Community Support
Per helpful interaction

Help other users succeed and solve their challenges

EXAMPLES:

Answer questions in community forums
Provide detailed guidance to learners
Share best practices and tips
Mentor new users through onboarding
Create helpful tutorial content
Bug Reports & Testing
Based on severity

Identify issues and help improve platform quality

EXAMPLES:

Report reproducible bugs with details
Identify security vulnerabilities
Test new features in beta
Document edge cases and issues
Verify bug fixes and improvements
Product Feedback
Per quality submission

Share insights that shape platform development

EXAMPLES:

Provide detailed feature suggestions
Share user experience insights
Conduct usability testing sessions
Write comprehensive feedback reports
Participate in product research
Referral Program
Per successful referral

Grow the community by inviting quality users

EXAMPLES:

Invite educators to the platform
Bring in active learners
Connect organizations and institutions
Expand campus communities
Build learning networks
Governance Participation
Participation rewards

Engage meaningfully in platform governance

EXAMPLES:

Vote in feature prioritization
Participate in nonprofit selection
Contribute to policy discussions
Review and comment on proposals
Attend community governance sessions

Gamification & Recognition

Progress through levels, earn badges, and gain recognition for your contributions

Achievement Badges

Unlock badges for reaching milestones and demonstrating expertise

Visual recognition of contributions
Profile showcase of accomplishments
Unlocked special community privileges
Increased credibility and trust
Contributor Levels

Progress through contributor tiers based on sustained positive impact

Higher token earning rates
Access to exclusive features
Priority support and feedback channels
Recognition in community leaderboards
Skill Specializations

Earn recognition as an expert in specific areas or topics

Subject matter expert designation
Bonus tokens in specialization area
Featured as a domain expert
Invited to specialized governance votes
Streak Bonuses

Get multiplier rewards for consistent daily or weekly contributions

Token multipliers for sustained activity
Streak milestone celebrations
Community recognition for dedication
Accelerated level progression
Quality Assurance & Fair Play

The earning system includes multiple layers of quality validation to ensure tokens reward genuine value creation and prevent gaming or manipulation.

Peer Review

Community members rate content quality, with tokens awarded based on aggregate ratings

Impact Metrics

Track how often content is used, how helpful support was rated, and actual bug fix implementations

Anti-Gaming

Smart detection of spam, low-quality submissions, and coordinated manipulation attempts

Diminishing Returns

First contributions in a category earn more; prevents farming and encourages diverse participation

Balanced Ecosystem: The system is designed to reward both quality and quantity while preventing abuse. Token earning caps, cooldown periods, and quality thresholds ensure the system remains fair and sustainable for all participants.

Encouraging Collaboration

Token earning is structured to promote collaborative behaviors and community building:

1

Team Bonuses

Collaborative projects earn bonus tokens when multiple contributors work together on courses, modules, or community initiatives.

2

Peer Amplification

When you help others who then contribute successfully, you earn a small percentage of their earning tokens—incentivizing mentorship and support.

3

Community Goals

Platform-wide challenges and goals reward entire communities when milestones are reached, fostering collective achievement.

4

Knowledge Sharing

Open-source templates and shared resources earn ongoing tokens based on usage, creating passive earning opportunities for generous contributors.

Earning Limits & Fair Distribution

To maintain system sustainability and prevent farming behavior:

  • Daily Earning Caps: Reasonable limits on tokens earned per day in each category
  • Quality Thresholds: Minimum quality standards must be met for earning rewards
  • Cooldown Periods: Time delays between similar earning activities
  • Progressive Scaling: First contributions earn more; encourages diverse participation

These mechanisms ensure the earning system remains accessible to all users while preventing abuse and maintaining token value.

Transparency & Tracking

Your earning dashboard provides complete visibility into your token-earning activities:

  • Earning History: Detailed log of all tokens earned with sources
  • Activity Breakdown: See which contribution types earn you the most
  • Progress to Next Level: Track advancement through contributor tiers
  • Badge Collection: Visual showcase of your achievements
  • Impact Metrics: How your contributions have helped others

This transparency helps you understand what the community values most and where you can make the biggest impact.

Token Analytics & Insights

The platform provides comprehensive analytics to help you understand and optimize token usage:

Usage Dashboard

  • Real-time Balance: Current token balance with free vs. purchased breakdown
  • Transaction History: Detailed log of all token consumption with timestamps
  • Category Breakdown: Usage by operation type (LLM, API, video, etc.)
  • Trend Analysis: Historical usage patterns and projections
  • Cost Attribution: Clear mapping of tokens to specific activities

Optimization Recommendations

  • Usage Patterns: Identify high-consumption activities
  • Efficiency Suggestions: Tips for reducing token costs
  • Budget Planning: Projected token needs based on usage history
  • Comparative Analytics: Benchmark against similar usage patterns

Frequently Asked Questions

What happens if I run out of tokens?

When your token balance reaches zero, token-consuming features become temporarily unavailable. Core platform functionality—course access, content reading, task management—remains fully operational. You can purchase additional tokens anytime to restore access to AI-powered features.

Do tokens expire?

Free monthly tokens reset at the beginning of each billing cycle and unused amounts do not carry over. Purchased tokens never expire and remain in your account indefinitely, rolling over month after month.

Can I transfer tokens to another user?

Organizations can reallocate tokens between internal allocations (courses, campuses, groups). Individual users cannot transfer tokens between personal accounts. Tokens cannot be sold or exchanged for money.

How do I know how many tokens an operation will cost?

Before performing token-consuming operations, the platform displays an estimated token cost. After completion, you receive a detailed breakdown showing exactly how many tokens were used and why.

Can I get a refund if an operation fails?

Yes. If an operation fails due to platform errors or service issues, tokens are automatically refunded to your account. The transaction history clearly marks refunded operations.

Do organizations get bulk discounts?

Organizations purchasing tokens in larger amounts receive volume-based pricing advantages. Contact the platform for enterprise pricing options tailored to institutional needs.

How can I earn tokens instead of buying them?

You can earn tokens through various activities: creating valuable course templates, helping other users in the community, reporting bugs, providing detailed product feedback, and participating in governance. Each activity has specific earning criteria and quality standards to ensure fair rewards.

Is there a limit to how many tokens I can earn?

Yes, the system implements daily earning caps per category to prevent farming behavior and ensure sustainable token distribution. However, these limits are generous enough that active, genuine contributors rarely hit them. The limits reset daily, encouraging consistent participation.

How long does it take to earn meaningful amounts of tokens?

This varies by activity level and contribution quality. Answering a few community questions might earn tokens equivalent to a short AI chat session. Creating a popular course template could earn enough tokens to cover weeks of moderate AI usage. The system rewards both small consistent contributions and major creative efforts.

Can earned tokens be used the same way as purchased tokens?

Yes, absolutely. Earned tokens and purchased tokens are functionally identical—both can be used for any token-consuming feature, allocated to projects, or used for governance voting. The platform makes no distinction between earned and purchased tokens once they're in your account.

How does the platform prevent gaming the earning system?

Multiple safeguards are in place: peer review of content quality, impact metrics tracking actual usage, anti-spam detection, diminishing returns for repetitive activities, and cooldown periods between similar contributions. These mechanisms reward genuine value creation while making gaming attempts unprofitable.

Implementation Status