January 2026 — Teal Paper
Cardstack Rewards
Marketplace and Incentive Infrastructure for AI-Generated Software
This paper is a companion to the Boxel Whitepaper. Where that document presents the architecture for composable software in the age of abundant code, this one addresses the economics—design principles made possible by decentralized blockchain infrastructure. The opportunity: reward people for sharing what they generate with AI, so others can reuse what's already been extracted rather than regenerating it endlessly.
AI code generation means you can ask for anything—and get working software in minutes. The unintended consequence: we ask for the same things over and over. Every developer burns tokens regenerating CRMs, dashboards, and workflows that thousands have built before.
Traditional sharing systems like GitHub weren't designed for this—they share entire source code repositories, not the granular artifacts that drive AI generation: system prompts and custom instructions, reusable components and data schemas, UI templates and styling presets, API integrations and tool definitions, even reference images and seed content.
What we need is not just easier sharing but a marketplace—where the artifacts you use for generation and the outputs you create can be published, discovered, and monetized. Creators earn when others build on their work. Value flows to human judgment instead of raw compute.
The economics shift from paying AI companies to regenerate endlessly toward paying each other to remix what already works.
The solution requires a hybrid architecture that separates two kinds of costs:
Cardstack Rewards is the name for this system—the flywheel connecting material costs to alignment incentives. Catalog growth drives transaction volume. Transactions drive burns and rewards. Rewards attract creators. Creators improve the catalog. Curation happens through staking: vouchers put CARD at risk when they endorse submissions, earning ongoing revenue when items succeed, losing stake when items fail.
For decades, businesses carved their workflows into silos—HR software here, CRM there, project management elsewhere—each charging $5 to $100 per user per month. The subscription model made sense when building software required teams of specialists working for months. You paid because you couldn't build it yourself.
That calculus has shifted. Anyone who has used Cursor, Claude Code, or Lovable knows the feeling: ask for a dashboard, a storefront, a workflow, and get working code in minutes. Once you've experienced that, paying fragmented subscriptions for dozens of siloed apps feels arbitrary.
But generating everything from scratch doesn't work either. Each generation burns tokens. Each risks bugs. Each payment flows to compute providers. The patterns are well-established—why regenerate them?
What makes sense is remix. Get proven solutions. Remix for your needs. Buyers get source plus license—full access to customize, extend, and deploy however you want.
| Approach | Cost | What You Get |
|---|---|---|
| SaaS Subscriptions | $50-500/month | Proven but rigid • No customization • Rent forever |
| Generate from Scratch | $500-2000 | Multiple iterations • Debug hallucinations • Hope it works |
| Remix from Catalog | $5-50 to creators | Production-ready • Full source • Creator gets paid |
Your AI searches the catalog before generating from scratch. Need a CRM? It finds proven templates that match. Browse what the community has built, or let AI find it for you—either way, you get full source to customize.
This is not an app store. You're not downloading finished products to use unchanged. You're acquiring starting points—proven solutions you adapt, extend, and transform. The Cardstack Catalog is infrastructure for remix.
The Catalog works like package managers developers already know—npm, pip, crates—but designed for the artifacts that drive AI generation. Builders submit their work. Submissions go through a vetting and review process powered by the staking mechanism. Approved components enter a commons where others can discover, remix, and build upon them.
The difference from traditional package managers: creators earn royalties when their work gets used. The difference from app stores: buyers get source code they can modify. The economics shift from consumption to contribution.
Browse by category—Business, Creative, Productivity, Finance, E-commerce, AI Tools—or search by keyword. But the more powerful path: describe what you need, and the AI assistant searches the Catalog as part of its generation process. When proven solutions exist, it recommends them. When they don't, it generates.
This inverts the default behavior of AI coding tools. Instead of generating first and searching never, the assistant searches first and generates only what's missing. Remix before rebuild.
| Category | Examples | What You Get |
|---|---|---|
| Apps | CRM, Project Tracker, Invoice System, Blog Platform | Complete solutions with data models, templates, and logic |
| Cards & Fields | Contact, Company, Product, Event, Task | Reusable data structures with built-in rendering |
| Skills & Prompts | Code Review, Content Generation, Data Analysis | AI capabilities packaged for reuse |
| Commands | Stripe integration, email automation, API connectors | Integrations you'd otherwise build yourself |
| Templates & Themes | Landing pages, dashboards, admin panels | UI patterns ready to customize |
| Data & Content | Seed datasets, reference images, sample content | Starting material for generation |
Creators earn ~75% of every sale. They choose how to receive payment: Boxel Credit for reinvestment, CARD tokens for ecosystem participation, or cash for withdrawal. As their work gets remixed, they earn passively.
Without a catalog, all value flows to the proprietary AI labs. Every regeneration is another payment to OpenAI, Anthropic, Google—compute providers who capture the upside while human expertise evaporates into chat logs. The Catalog changes where value goes. Instead of burning tokens to regenerate patterns, you pay creators for proven work.
Running an AI software ecosystem has real costs. Inference, storage, compute, API calls—these are material costs with dollar-denominated expenses paid to external providers. Someone has to pay OpenAI, AWS, Anthropic.
For material costs, we use Boxel Credit: an off-chain metering system, efficient and stable. Like Roblox credits or an AWS balance, you top up, you spend, the math is simple.
But there's a second kind of cost: alignment costs. These are the incentives that shape ecosystem behavior—encouraging people to submit their work, enabling them to sell what they create, rewarding curation that surfaces quality, giving early participants a stake in what they're building.
Think of airline miles. When you fly, you pay the material cost—the ticket price. But on top of that, the airline attaches a rewards system: points that accumulate, that can be redeemed for upgrades, that grant status, that create loyalty.
CARD Token works the same way. It's not trying to replace dollars for material costs—Boxel Credit handles that. CARD is the alignment layer: the rewards program that coordinates ecosystem behavior beyond simple transactions.
CARD has the same structure as airline status. The token is fungible—interchangeable units you earn and spend. But membership tiers are more like NFTs—distinct status levels that unlock specific benefits.
How do you achieve tier status? Multiple paths: cumulative platform spending earns tier progression; locking CARD tokens guarantees tier status; publishing successful catalog items advances your tier; or simply pay directly for tier access. Early supporters lock in advantages that fade for latecomers.
| Tier | Multiplier | Who It's For | Key Benefits |
|---|---|---|---|
| Basic | 1× | Casual users | Base rewards, standard catalog access |
| Bronze | 2× | Consistent users | Double rewards, modest CARD stake |
| Silver | 3× | Active users | Triple rewards, enhanced access |
| Gold | 5× | Committed participants | Priority placement, substantial boosts |
| Platinum | 7× | Top contributors | Maximum visibility, significant multipliers |
| Diamond | 10× | Highest stake | Premier positioning, unlimited slots |
What does status unlock? Access tiers (standard to full catalog including premium listings), earning multipliers (1× to 10×), catalog slots (limited to unlimited), discovery advantages (ranking, featured placement, search weighting). Higher status means more visibility—quality builders who demonstrate commitment surface more readily.
Quality determines the Catalog's value. Bad components—buggy code, security vulnerabilities, malicious behavior—destroy trust faster than good components build it. But centralized review doesn't scale and creates bottlenecks.
Cardstack Rewards solves this with staking. Builders submit components. Vouchers stake CARD on submissions they believe in, putting capital at risk. Submissions with sufficient vouching proceed to the Catalog. Vouchers earn ongoing revenue when items sell. If items prove harmful, vouchers lose their stake.
Everyone has something to lose. That's the point. Vouchers are playing a prediction market—betting that submissions will succeed. Good judgment earns rewards. Bad judgment loses stake.
Smart contract security auditors—firms and independents who review blockchain code—can expand their market to Catalog submissions. Audit firms stake CARD to vouch for submissions they've reviewed, earning ongoing revenue from successful components. The same rigor applied to DeFi protocols applies to composable software.
Vouchers can also hire auditors to improve their odds—paying for professional review before committing stake. This creates a market for due diligence: auditors earn fees, vouchers reduce risk, and the Catalog benefits from higher-quality submissions reaching users.
Even with rigorous pre-submission vetting, issues emerge after components go live. Any user can file a security report. Credible high-severity reports trigger temporary blocks while under review. A panel of staked auditors, Foundation representatives, and domain experts evaluates evidence.
| Verdict | Action | Stake Impact |
|---|---|---|
| Dismissed | No action | None |
| Minor issue | Publisher must fix | Warning to vouchers |
| Temporary block | Item removed pending fix | Partial slash |
| Permanent pull | Item permanently removed | Full slashing |
| Malicious actor | Publisher banned | Full slashing; publisher stake forfeited |
AI generation is expensive—hundreds of dollars in inference costs to iterate, debug, and refine. Creativity and willingness to learn aren't correlated with wealth. Some of the most valuable potential contributors have skills and taste but not resources.
Cardstack Foundation takes a different approach: momentum grants. Instead of rewarding what you did, we amplify what you're doing. Think of an e-bike. You pedal, and the motor amplifies your effort—the more you pedal, the more power you get. Stop pedaling, the assist fades. The system rewards motion, not weight.
| Traditional Airdrop | Momentum Grant |
|---|---|
| After: Rewards past activity | During: Amplifies current building |
| One-time distribution | Reactive and ongoing |
| Recipients dump tokens | Recipients convert to AI credits |
| Attracts farmers | Attracts builders |
CARD Token exists on two layers. Ethereum mainnet holds the primary ERC-20 token, minted in 2018—the canonical asset for long-term holding, major transactions, cross-ecosystem portability. Base L2 holds bridged CARD for daily usage and staking—low-cost transactions, high-frequency operations.
Champer† is a smart contract protocol for batch reward distribution based on activity analytics. Unlike off-chain accounting, Champer anchors all calculations on-chain—transparent, verifiable, trustless. The protocol is live on testnet (Gnosis Chain) and powers the first test run of the CARD Reward system.
Champer pairs the scalability of off-chain analytics with the trustlessness of on-chain verification. This hybrid approach solves a fundamental tension: complex reward calculations require computational power that would be prohibitively expensive on-chain, but final distributions must be transparent and tamper-proof.
| Phase | Layer | What Happens |
|---|---|---|
| Cadence | Cloud | Define an epoch—a time bracket aligned to block numbers—establishing the boundaries for activity measurement |
| Crunch | Cloud | Run analytics pipelines on activity data, computing reward allocations using data frames, SQL, and existing datasets |
| Cleanse | Cloud + AI | LLM-powered attribution analysis detecting fraud patterns, classifying spam, filtering low-quality distributions, and flagging anomalies before commit |
| Commit | On-chain | Write a Merkle root to the blockchain, anchoring the computed results with cryptographic proof |
| Claim | On-chain | Users claim their rewards by providing Merkle proofs that verify their allocation against the on-chain root |
† Champer stands for: Consensus through the Harmony of Analytical Machines Producing Evaluated Results
Two currencies serve different purposes. Boxel Credit—like dollars in your AWS account—provides stable pricing for metered services. No volatility when running inference. CARD Token—like airline miles that appreciate—captures ecosystem growth. When the catalog thrives, token holders benefit.
The currencies convert freely. Pay with CARD at a discount. Earn in CARD, withdraw as cash. Stake CARD for tier benefits. Daily operations stay simple; deeper mechanics—staking, vouching, governance—align long-term incentives.
Boxel Credit bridges the ecosystem to fiat-denominated infrastructure—AI inference, cloud services. No inference network today is denominated in crypto; conversion must happen. Boxel Credit handles this translation.
| Use | What It Covers |
|---|---|
| AI Inference | Run queries, generate code, process images |
| Compute & Storage | Hosting, databases, file storage |
| API Calls | External service integrations |
| Catalog Purchases | Buy templates, apps, skills, commands |
Acquire it through fiat purchase, CARD redemption at discounted rates, or earnings from catalog sales. The unified billing matters: one balance for everything, no separate accounts per service, no tracking across providers.
CARD Token represents deeper ecosystem participation. Staking for tier status and vouching power. Earning through contribution, curation, and sales. Governance participation as the ecosystem matures. Long-term value capture as the ecosystem grows.
| Layer | Analogy | What It Does |
|---|---|---|
| Boxel Credit | Cash / Stablecoin | Pays material costs with predictable value |
| CARD Token | Airline Miles | Coordinates alignment through flexible incentives |
| Membership Tier | Status / NFT | Grants access and benefits based on commitment |
The two layers work together: Boxel Credit for operations (AI queries, hosting, catalog purchases), CARD Token for alignment (earnings, staking, vouching). Run inference with credit. Earn from sales in CARD. Stake CARD for tier benefits. Vouch with CARD at risk. Daily operations stay simple; economic alignment runs deep.
A user buys a $10 CRM template from the Catalog. Where does that $10 go? The creator receives ~75%—around $7.50—directly. The remaining ~$2.50 flows into the ecosystem: a portion covers operating costs, while the rest enters the recirculation pool. That pool purchases CARD from the open market, then splits it between burns (permanent supply reduction) and reward distributions to vouchers, purchasers, and affiliates.
The interactive diagram below traces every dollar through the system. Click to explore the full breakdown and adjust the parameters yourself.
The mechanics are deterministic. Burns are automatic—triggered by submission fees, slashing events, and certain transaction types. The flows are auditable through the proof-of-circulation ledger. Skeptics can verify that the economy operates as described: not promises, but queryable records.
At scale, these numbers compound. A thousand transactions monthly means $7,500 to creators, $1,050 in CARD burned, and $700 distributed through reward pools. The reinforcement is straightforward: more creators improve the catalog, a better catalog attracts more buyers, more transactions mean more burns and rewards, and rewards attract more creators.
CARD is a multi-purpose token designed for ecosystem coordination. Unlike single-purpose tokens, each use of CARD reinforces the others—creating a web of utility that makes the token integral to serious participation in the Boxel ecosystem.
Lock tokens for tier status and vouching power. Staked CARD cannot be spent—it's commitment removed from circulation. Early stakers lock in lower thresholds. The mechanism that separates long-term participants from short-term users.
Earn through catalog sales, successful vouches, Spend mining, and affiliate commissions. Champer distributes rewards in periodic epochs based on activity analytics. The mechanism that compensates contribution.
Tiered membership unlocking catalog access, earning multipliers (1× to 10×), and discovery advantages. Achieve status through spending, staking, contribution, or early support. The mechanism that recognizes commitment.
Stake on catalog submissions you believe in. Earn ongoing revenue share from successful components; lose stake if items prove harmful. The mechanism that ensures quality without gatekeeping.
Purchase sponsored listings and promoted placement within the Catalog. Merchants and creators who want visibility pay in CARD for advertising instruments. All promotion fees flow through the token. The mechanism that funds discovery while burning supply.
Pay for services in CARD at reduced rates compared to fiat. AI inference, hosting, catalog purchases—all cheaper when paid in CARD. The mechanism that rewards ecosystem participation.
Automatic supply reduction through submission fees, slashing events, transaction fees, and Boost purchases. Burns are not discretionary; specific triggers execute them. The mechanism that tightens supply as activity grows.
Each use creates demand for the token while contributing to ecosystem health. Staking removes tokens from circulation. Burns permanently reduce supply. Rewards attract contributors. Discounts encourage spending. The seven uses form an interlocking system where participation in one reinforces the others.
The Catalog is open infrastructure—not tied to a single host. While Boxel.ai is the initial deployment, private instances, enterprise deployments, and third-party platforms can all tap into the same Catalog foundation. The economics of CARD extend across every deployment.
| Deployment Model | Example | CARD Community Benefits |
|---|---|---|
| Public SaaS | Boxel.ai | Full membership tiers, all seven token uses |
| Private Enterprise | Corp-hosted Cardstack instance | Catalog licensing, employees auto-granted Gold status |
| Third-Party Apps | E-commerce, social platforms built with Cardstack | Sign-in with Boxel, tier-based access, affiliate rewards |
| Physical Products | Merch, events, consulting | Member-exclusive pricing, loyalty redemption |
| Affiliated Communities | DAOs, creator collectives, dev guilds | Portable tier status, cross-promotional access |
CARD utility extends beyond software. Physical products, consulting, training—anything participants offer can be priced in CARD. Any community can affiliate and offer tiered benefits: "We accept CARD" becomes a signal of ecosystem alignment, with membership tiers traveling across affiliated communities.
As more data sources connect—usage analytics, transaction records, contribution metrics—Champer analyzes both private and public datasets to shape optimal reward distributions. The vision: a membership as valuable as American Express Membership Rewards®, recognized across a network of partnerships, but built on-chain with Champer's analytics engine and AI coordinating discovery, promotions, and cross-ecosystem benefits.
Ecosystems either compound or decay. The difference is whether the mechanisms reinforce each other.
In this system, every catalog transaction triggers a burn. Not discretionary—automatic. Submission fees burn. Slashing burns. A portion of platform revenue converts to CARD and exits circulation permanently. Meanwhile, staking locks tokens for tier benefits and vouching power. Supply tightens from both directions.
Participation requires the token. Staking unlocks tier benefits and discovery advantages. Vouching requires locked CARD—curators need skin in the game. Catalog discounts favor CARD payment over fiat. The token isn't optional for serious participants; it's the mechanism of participation.
Most token flywheels never spin. The mechanics are sound—burns, staking, network effects—but the ecosystems stay inert. Web3 has spent years perfecting coordination mechanisms for communities that never reached critical mass. The virtuous cycles exist on paper.
In trading-oriented ecosystems, the loops feed on themselves: crypto users trading with crypto users, value circulating inside a closed system with no external injection. For web3 expanding beyond on-chain financial games into real software utility, there are few success stories.
AI changes the equation.
AI software is being adopted at unprecedented pace. Real users paying real money for real productivity gains—not speculation, not governance tokens, not promises of future utility. There's actual cash flow between users and AI applications, even if margins remain thin. The energy is external to crypto. It exists whether or not anyone cares about tokens.
Boxel is a pure-play AI application. A SaaS replacement platform that doesn't depend on web3 adoption to be useful. Users come for the AI workspace, the composable software, the remix economics. They stay because they build faster and ship more. The token layer is opt-in, not required.
This separation is the key. Revenue flowing through Boxel injects external energy into the flywheel. Not crypto trading with crypto—real economic activity from users who may never hold a wallet. Every catalog purchase, every AI inference call, every hosting fee feeds the recirculation mechanism. Burns happen. Rewards distribute. Supply tightens. And the source of that activity is a product people use for non-crypto reasons.
Build something valuable. Publish to the Catalog. Earn CARD. Stake for tier benefits. Vouch for quality. Earn more CARD. Spend on AI, hosting, components. Build something better. Repeat.
The test remains simple: do builders earn more here than elsewhere? For the first time, the answer can be yes—because a commons compounds. Every component makes the next one easier to build, richer in context, more discoverable. AI accelerates this: contributions become training data, recommendations, building blocks for the next generation. Your work appreciates as the catalog grows around it—and rewards from downstream value flow back to you.
What will you build—and what will you earn?
| Component | Status | Network |
|---|---|---|
| CARD Token | ✅ Live since 2018 | Ethereum Mainnet |
| Champer Protocol | ✅ Tested, deployed | Gnosis Chain (testnet) |
| Boxel Credit Metering | ✅ Production | Boxel Platform |
| Bridged CARD | 🛠 In development | Base L2 |
| Cardstack Catalog | 🔄 Work in progress | Target: Q1-Q2 2026 |
| Plaza Release | 📅 Planned | ~6 months post-Catalog |