KDPResearch
Metrics

AI & Computing

Compare crypto AI and computing projects by product, operating results and token value.

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Sector
37 results · compare up to 4
Project features and market values. Sort by column headings and open details from project names.
SectorKey features
Inference APIs · Confidential compute · Media · renderingA privacy AI app where staked $VVV becomes $DIEM for daily API credits.$1.17B$1.94B$65M
Media · rendering · GPU · cloudDistributed GPUs for existing creative tools, with job payments buying back and burning $RENDER.$866.25M$890.9M—Token sale $30M
Inference APIs · AI chains · executionA PoUW chain mining with matrix multiplication, so inference GPUs also earn mining rewards.$637.23M$3.71B$130M
Data · data rights · Model trainingA data DePIN that collects the public web over idle home bandwidth and supplies it as AI data.$489.62M$699.96M$4.5M
Agent platforms · Agent financeAn agent economy platform connecting agent-to-agent jobs with agent token launches.$409.04M$621.27M—
GPU · cloud · Inference APIsA reverse-auction DePIN cloud whose fees settle in $ACT credits tied to $AKT burns.$200.6M$200.6M—Token sale $2M
GPU · cloud · Model trainingA GPU rental market on Bittensor SN51 with per-second billing at provider-set prices.$153.9M$644.51M—
Inference APIs · Data · data rights · Media · renderingAn AI platform adding a model and dataset marketplace to a DePIN storage and delivery network.$121.14M$121.15M—
AI chains · execution · Data · data rights · Inference APIsAn AI chain bundling inference, storage and EVM settlement, where $iAI minted from staked $0G earns daily AI credits.$120.29M$196.76M$40M
GPU · cloud · Inference APIs · Model trainingAn enterprise GPU DePIN serving both AI and cloud gaming.$116.48M$243.04M$9MNode sale ≈$100M
Inference APIs · GPU · cloudServerless inference on Bittensor SN64 for deploying open models or custom code without managing GPUs.$106.6M$356.66M—
GPU · cloudAn AI-infrastructure lending protocol that lends to neoclouds against GPUs and passes the interest to holders of the sUSDai yield dollar, with its operator buying back $CHIP at its discretion.$87.48M$437.4M$13.4M
GPU · cloud · Confidential compute · Inference APIsA GPU cloud on Bittensor SN4 offering confidential VMs.$85.74M$307.6M$10.5M
Media · rendering · Inference APIs · GPU · cloudRuns real-time video AI on the GPU network of a video-transcoding DePIN.$74.52M$74.52M$48M
GPU · cloud · Inference APIs · Model trainingA Solana DePIN renting multi-provider GPU clusters, with IO Intelligence model APIs also available.$62.51M$120.64M$30M

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Select 2–4 projects to compare focus, business activity and usage in aligned rows. Selection persists across searches and filters.

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CompareSurplus IntelligenceOrbio
Product focus / differentiationAn inference routing market where providers compete on price for the same model.An agent payment layer that turns $CREDIT, funded by $ORBIO trading fees, into an AI usage balance.
Sectors & operating status

Inference routing · Inference APIs

Live · $SURPLUS

Public usage API exposes completed-day model requests and tokens. Supplier-price routing is the main product; buyer savings are not platform revenue.

Inference routing · Inference APIs · Agent finance

Live · $ORBIO

Model, tool and agent access plus CREDIT trading and activation are operating, with public daily ledgers and usage. Trading and launchpad income have a different scope from model API charges.

Business activity
$0 USD

Platform fee revenue

Checked 2026-11-01 · 0% platform fee

Measurement basis

Checked 2026-11-01 · 0% platform fee

Operator report · Surplus FAQ ↗

The official FAQ states that platform fees are currently zero and seller payouts settle at 1.0x. Buyer payments settle to providers without a fee. The $0.003 per-request charge on x402 payments is described as payment cost recovery and is not counted as revenue.

$169.34K USD

Orbio-attributed receipts · mixed business

2026-09-27–10-24 · 28 complete UTC days

Measurement basis

2026-09-27–10-24 · 28 complete UTC days

Public API · operator aggregate · Official analytics API · protocol daily ledger ↗

Matches the official Orbio tab: harvestTreasury $125,606.097400 + bookFees $1,624.582113 + cardFees $1,019.357500 + activationFees $1,117.516279 + launchpadTreasury $39,976.619898. Excludes staker backing. Includes trading and launchpad fees; not inference-only API sales or accounting net income. Retail cash collected and API consumption costs are not added.

Usage & supply
6.28T model tokens

Inference tokens · input + output

2026-09-30–2026-10-27 · 28 completed UTC days

Measurement basis

2026-09-30–2026-10-27 · 28 completed UTC days

Public API · operator aggregate · Surplus public usage analytics ↗

Cached tokens are already included in input and are not counted again. Public operator aggregate.

92.18B model tokens

Model tokens · input + output

2026-09-30–2026-10-27 · 28 completed UTC days

Measurement basis

2026-09-30–2026-10-27 · 28 completed UTC days

Public API · operator aggregate · Orbio official usage ledger ↗

Model tokens only; excludes tool/server/database usage and CREDIT activations.

Burns, supply & more
3 operating metrics

Inference tokens · input + output

6.28T inference tokens

2026-09-30–2026-10-27 · 28 completed UTC days

Measurement basis

Cached tokens are already included in input and are not counted again. Public operator aggregate.

Surplus public usage analytics ↗

Processed requests

127.08M requests

2026-09-30–2026-10-27 · 28 completed UTC days

Measurement basis

Public daily request aggregate, distinct from paying-customer counts.

Surplus public usage analytics ↗

Buyer savings

$1.05M USD

2026-09-30–2026-10-27 · 28 completed UTC days

Measurement basis

Buyer savings relative to list prices, not Surplus revenue or protocol fees.

Surplus public usage analytics ↗
5 operating metrics

Model API usage value

$27.28K USD model usage value

2026-09-27–10-24 · 28 complete UTC days

Measurement basis

Sum(daily.usageMicroUsd)/1e6; model usage-ledger value, not ORBIO fee receipts or net revenue.

Orbio official analytics ledger ↗

Tool API usage value

$3.32K USD tool usage value

2026-09-27–10-24 · 28 complete UTC days

Measurement basis

Sum(daily.toolUsageMicroUsd)/1e6; separate from model and infrastructure usage.

Orbio official analytics ledger ↗

Model tokens · input + output

92.18B inference tokens

2026-09-30–2026-10-27 · 28 completed UTC days

Measurement basis

Model tokens only; excludes tool/server/database usage and CREDIT activations.

Orbio official usage ledger ↗

Model requests

2.66M requests

2026-09-30–2026-10-27 · 28 completed UTC days

Measurement basis

Requests from the official model-usage ledger.

Orbio official usage ledger ↗

Tool calls

2.77M tool calls

2026-09-30–2026-10-27 · 28 completed UTC days

Measurement basis

Tool usage measured separately from model requests.

Orbio official usage ledger ↗
Native token linkage

The product settles in USDC.

Details

The product settles in USDC. No required role for $SURPLUS inside the product has been verified.

Staking $ORBIO earns $CREDIT.

Details

Staking $ORBIO earns $CREDIT. $CREDIT is a tradable claim on AI usage, so users can also buy it without staking. Activation burns $CREDIT.

MC / FDV$19.01M / $19.01M

coingecko

$29.41M / $29.41M

DEX estimate

Disclosed funding—

Unverified

$1.2M

Seed round

Coverage and comparison basis

Market data fetched ·
Operating data fetched ·