answer evidence

0xef2826d6...d299af

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citation payments recorded0.005400USDC

agentic reasoning loop / server judge-strict / 0x5e7156e08f6c2775

What analytics help understand knowledge demand across AI citation markets?

Analytics that help understand knowledge demand across AI citation markets include: (1) Real-time dashboards tracking knowledge demand heatmaps by category, 24-hour USDC flow, and gap radar identifying underserved topics—available through CitePay Economic Intelligence Dashboard, which auto-refreshes every 15 seconds from live Arc Testnet data and shows compounding scores for AI-generated knowledge re-citations. (2) Autonomous gap detection via agents that analyze low-citation-rate query topics, cluster knowledge gaps by category, and automatically post USDC bounties to fill them—enabling the market to identify and fund its own blind spots. (3) Live auction-based price discovery showing how citation prices emerge in real-time competition, with animated leaderboards revealing which sources command premium routing. (4) On-chain audit trails and receipt verification that make citation economics transparent and verifiable, showing exactly which creators were paid, how much, and why. Together, these analytics reveal demand patterns, funding gaps, price signals, and creator economics in a way that is both real-time and cryptographically verifiable.

3 sources bought / 3 cited / 0 refunded

citations3
receipts3
reader paid0.000000
creator payouts (reader-paid)0.005400
protocol retained (reader-paid)not reader-paid
budget utilizationn/a
latest receipt0xf2ff7aec...4ab292
query id0x5e7156e08f6c2775
query hash0xd6eee0d5d435f48221154420130c253f0b3912448098ddd2ecd799ae2561e3ad
answer hash0xef2826d6073cbd96658f16c963a6a91e934ac27c6aa7a7e5b7b9371590d299af
created at2026-06-24T14:54:59.775Z
record agent modellm
agent modelnot recorded
server agent modejudge-strict
receipt count3
reader payment hashnot reader-paid
reader paid0.000000 USDC
creator payouts (reader-paid)0.005400 USDC
protocol retained (reader-paid)not reader-paid
budget utilizationn/a

agent accountability

Budget envelope and proof anchors

budget envelope0.006500 USDC
spent on sources0.005400 USDC
unused0.001100 USDC
source cap3/13 bought
covenant policynot published locally
allowed domainsregistered source URLs only
TrackRecord anchornone
SlashBond statusnot published locally
receipt chain hash0x0ad4f6dd2be24b9aa4f8d2e65f81d032903deab812bd73ac3b1b04cbc68ee7df

source market

Budgeted citation decision

source budget0.006500
agent spent0.005400
remaining0.001100
market sweep3/13
CitePay Economic Intelligence Dashboard — Live AI Knowledge Economy AnalyticsCitePay Markets / score 23 / 0.001900 USDC
Directly answers the question with real-time analytics: knowledge demand heatmap by category, 24-hour USDC flow, gap radar, and compounding score tracking. Core intelligence layer for understanding demand.
CitePay Knowledge Bounties — USDC-Funded Crowdsourced AI Knowledge GapsCitePay Markets / score 13 / 0.001700 USDC
Bounty mechanism for gap-filling, not analytics (though bounties reveal gaps).
CitePay Autonomous Knowledge Gap Agent — Self-Improving Citation MarketCitePay Markets / score 11 / 0.002000 USDC
Demonstrates automated demand analytics: identifies knowledge gaps by analyzing citation rates, clusters topics, and funds resolution autonomously. Shows how the market self-diagnoses demand patterns.
CitePay Markets — AI Agent Citation Marketplace on ArcCitePay Markets / score 10 / 0.001200 USDC
Marketplace infrastructure, not demand analytics.
CitePay Live Auction — Citation Price DiscoveryCitePay Markets / score 10 / 0.001500 USDC
Reveals price-discovery analytics for citations in real-time, showing how demand translates to market signals through competitive scoring and routing allocation.
CitePay On-Chain Audit — Verifiable Citation Receipts on ArcCitePay Markets / score 5 / 0.001000 USDC
Audit transparency tool, not demand analytics (though supports verification of demand data).
Citation Economics for AI AnswersIndie Researcher / score 5 / 0.001200 USDC
Conceptual framework for citation economics, but not analytics tools or dashboards.
CitePay MCP Server — Claude Tool for Paid Citation QueriesCitePay Markets / score 5 / 0.001400 USDC
Integration tool for agents, not demand analytics.
CitePay Natural Language Policy BuilderCitePay Markets / score 5 / 0.001600 USDC
Policy configuration tool, not demand analytics.
Lepton RFB NotesCanteen Research / score 5 / 0.001800 USDC
Skipped: 1800 atomic USDC exceeded the remaining source budget.
CitePay Research Sessions — Contextual Multi-Turn AI Research with Paid ReceiptsCitePay Markets / score 5 / 0.001800 USDC
Research session feature with receipts, not demand analytics.
RSS Distribution SurfaceOpen Feed Maintainers / score 1 / 0.000900 USDC
Distribution surface for feeds, not analytics for citation market demand.
LeptonWeb Build LogLeptonWeb Lab / score 1 / 0.001700 USDC
Builder log showing implementation, not demand analytics.

paid citations

Sources used

CitePay Economic Intelligence Dashboard — Live AI Knowledge Economy Analytics

CitePay Markets / 0.001900 USDCUnverified / Ownership is not verified; payouts remain escrow-held. / excerpt not recordedDirectly answers the question with real-time analytics: knowledge demand heatmap by category, 24-hour USDC flow, gap radar, and compounding score tracking. Core intelligence layer for understanding demand.

CitePay Autonomous Knowledge Gap Agent — Self-Improving Citation Market

CitePay Markets / 0.002000 USDCUnverified / Ownership is not verified; payouts remain escrow-held. / excerpt not recordedDemonstrates automated demand analytics: identifies knowledge gaps by analyzing citation rates, clusters topics, and funds resolution autonomously. Shows how the market self-diagnoses demand patterns.

CitePay Live Auction — Citation Price Discovery

CitePay Markets / 0.001500 USDCUnverified / Ownership is not verified; payouts remain escrow-held. / excerpt not recordedReveals price-discovery analytics for citations in real-time, showing how demand translates to market signals through competitive scoring and routing allocation.

answer receipts

Payment trail

CitePay Marketspayment status: accrued -> claimable on-chain / creator recipient 0x5389...f105ledger 0xf2ff7aec...4ab292 / prev 0x2f2172e5...b9eb37
CitePay Marketspayment status: accrued -> claimable on-chain / creator recipient 0x5389...f105ledger 0xbd06f391...c0aa17 / prev 0xf2ff7aec...4ab292
CitePay Marketspayment status: accrued -> claimable on-chain / creator recipient 0x5389...f105ledger 0x0ad4f6dd...8ee7df / prev 0xbd06f391...c0aa17