Starting without the learning tax: the first-payout method

Short answer: Start with one minimum contract, verify the pool worker and the on-chain payout, then scale. The first payout is the cheapest possible lesson this market sells - and the only one that cannot be faked at you.

providers on this page: 43 · status active: 81% · facts verified by us: 65% · publish independent proof: 7%

quick picks

  • First position on a documented operator ECOS (ECOS-M) - low minimum with a real pool integration
#1

Voltage Park

US neocloud selling on-demand and reserved bare-metal NVIDIA HGX H100 clusters from $1.99/hr; acquired TensorDock (2025) and merged with Lightning AI (Jan 2026).

7.8
from $1.99 per GPU/hr
GPU / AI compute GPU cloud 46 d ago
#2

Salad / SaladCloud

Distributed consumer-GPU cloud with published per-second prices and measured host earn rates; no token, fiat only.

7.5
no KYC
from $0.015 per GPU/hr
GPU / AI compute GPU marketplace 46 d ago
#3

Lambda (Lambda Labs)

Established US GPU cloud: on-demand H100/B200 instances, 1-Click Clusters and Superclusters, billed per minute with no ingress/egress charges.

7.3
from $0.690 per GPU/hr
GPU / AI compute GPU cloud 46 d ago
#4

Akash Network

Open permissionless marketplace for containerised GPU/CPU compute; providers bid, tenants pay per block.

7.2
from $0.090 per GPU/hr min $0.500
GPU / AI compute GPU marketplace 46 d ago
#5

Together AI

Centralized open-model inference and GPU-cluster provider with published per-token and per-GPU rates; fiat-only and not decentralized.

7.1
from $1.99 per GPU/hr min $5
GPU / AI compute GPU cloud 46 d ago
#6

Runpod

Developer GPU cloud with published per-second rates across Community and Secure Cloud, plus serverless endpoints and clusters.

7
from $0.160 per GPU/hr min $10
GPU / AI compute GPU cloud 46 d ago
#7

Prime Intellect

US (Delaware) marketplace for aggregated on-demand GPU instances and token-priced hosted RL training/inference, with an open-source AI research profile.

6.9
from $0.470 per GPU/hr
GPU / AI compute GPU marketplace 46 d ago
#8

Vast.ai

Host-set GPU marketplace with per-second billing; on-demand, interruptible and reserved tiers, plus serverless and clusters.

6.9
no KYC
from $0.067 per GPU/hr
GPU / AI compute GPU marketplace 5 d ago
#9

Render Network

Decentralised GPU rendering and generative-AI media marketplace; job/frame-priced, not a raw GPU-hour cloud.

6.8
price on request
GPU / AI compute GPU marketplace 46 d ago
#10

Venice AI

Privacy-first inference platform (text/image/video/audio) with TEE/E2EE modes, subscription tiers and USDC/x402 crypto payment; not GPU rental.

6.8
no KYC
price on request
GPU / AI compute AI inference service 46 d ago
#11

Chutes (Bittensor subnet)

Serverless AI inference on Bittensor subnet 64 with an OpenAI-compatible API, public per-1M-token pricing and attestable TEE compute.

6.7
provable
from $0.025 per GPU/hr
GPU / AI compute AI inference service 46 d ago
#12

Thunder Compute

Centralized GPU cloud built on the company's own GPU-virtualisation layer: cheap per-minute A100/L40/H100/A6000 instances; no crypto, no token.

6.7
from $0.350 per GPU/hr
GPU / AI compute GPU cloud 46 d ago
#13

Hyperbolic

US curated GPU cloud and OpenAI-compatible inference; H100 $3.19/hr, H200 $3.99/hr on-demand with hourly billing and $5 never-expiring credits.

6.6
from $3.19 per GPU/hr min $5
GPU / AI compute GPU cloud 46 d ago
#14

Lium

Decentralised GPU marketplace on Bittensor subnet 51: pods with SSH on provider machines, billed per second with no minimum; CLI, SDK, API and MCP tooling.

6.6
no KYC open source
from $0.160 per GPU/hr
GPU / AI compute GPU marketplace 5 d ago
#15

iExec

Decentralized confidential-computing toolkit: tasks run in Intel TDX enclaves with on-chain proof, paid in RLC.

6.3
no KYC provable
price on request
GPU / AI compute GPU marketplace 46 d ago
#16

Aleph Cloud (Aleph.im)

Decentralized cloud (VPS, GPU instances, storage, confidential VMs) on a node network; paid via ALEPH/USDC/card credits.

6.2
no KYC
from $0.055 per GPU/hr
GPU / AI compute GPU network 46 d ago
#17

Spheron Network

Singapore-run GPU aggregator reselling capacity from 5+ neoclouds; H100 from $2.64/hr on-demand, per-minute billing.

6.2
from $0.480 per GPU/hr
GPU / AI compute GPU marketplace 46 d ago
#18

Antpool (cloud mining)

AntPool's prepaid fixed-term cloud-hashrate product (S19 XP BTC packages): pay the hashrate fee up front, electricity is deducted daily from output; the only live SKU was sold out.

6.1
price on request
Cloud mining buy-hashrate contract 38 d ago
#19

CUDOS

Permissionless GPU cloud and per-token LLM inference (now ASI:Cloud); wallet login, no KYC, crypto only.

6.1
unverified no KYC verify
price on request min $5
GPU / AI compute GPU cloud 46 d ago
#20

Gensyn

Verifiable-AI network on an OP-Stack L2: information markets, REE verification and $AI - no GPU rental.

6.1
unverified provable verify
price on request
GPU / AI compute GPU network 46 d ago
#21

Theta EdgeCloud

Hybrid cloud+edge GPU marketplace with cheap consumer-GPU rates (RTX 3090 $0.14/hr, A100 $1.99/hr) and TFUEL-linked node rewards; cloud-launched in 2024. Facing an LA lawsuit alleging fraud/token manipulation.

6.1
from $0.050 per GPU/hr
GPU / AI compute GPU marketplace 46 d ago
#22

Nosana

Solana-based self-serve GPU marketplace for AI inference, CI and agent workloads; live price table, consumer-GPU supply.

6
from $0.048 per GPU/hr
GPU / AI compute GPU marketplace 46 d ago
#23

Allora

Decentralized AI inference network: models compete to produce predictions; consumers query signed inferences via REST/SDK.

5.8
no KYC
price on request
GPU / AI compute AI inference service 46 d ago
#24

Gonka (Gonka.ai)

Cosmos-SDK L1 for decentralized open-weight LLM inference; hosts earn GNK, developers use OpenAI-compatible brokers.

5.8
price on request
GPU / AI compute GPU network 46 d ago
#25

Fluence

Swiss-DAO multi-provider neocloud; H200 from $2.80/hr with zero egress, but Console access is still gated to an Alpha VM testing program and top-ups run only in USDC via CopperX.

5.7
from $2.80 per GPU/hr min $10
GPU / AI compute GPU marketplace 46 d ago
#27

Golem Network

Swiss pioneer (2016) of decentralized CPU-first compute; provider-set GLM prices, developer SDKs, and a GPU provider programme that remains in beta since 2022.

5.4
price on request
GPU / AI compute GPU network 46 d ago
#28

BitFuFu Inc.

Nasdaq-listed, Bitmain-backed Singapore operator selling BTC cloud mining, miner rental and miner co-hosting.

5.3
from $0.015 per TH/s/day hashrate fee (June 2026 example; service fee extra)
Cloud mining buy-hashrate contract 38 d ago
#29

Bittensor

A network of subnets producing digital commodities and paid in TAO - not a GPU-rental market; buyers rent compute indirectly via subnet apps such as Chutes (subnet 64).

5.3
no KYC
price on request
GPU / AI compute GPU network 46 d ago
#30

Unmineable

Local miner + pool relay that auto-converts your own hardware's mining rewards into 82 payout assets for a 1% fee (0.75% with a referral code); not cloud mining.

5.3
no KYC
price on request
Cloud mining hashrate broker 38 d ago
#31

io.net

Solana-based aggregated GPU/CPU network: clusters, VMs, containers, inference, and Intel TDX confidential compute.

5.3
price on request
GPU / AI compute GPU network 46 d ago
#32

KuMining

KuCoin-operated cloud hashrate (BTC, DOGE+LTC, ZEC, KAS) on 7-360 day contracts with mine-first-pay-electricity-later; capacity and returns are unaudited operator claims.

5.1
from $0.030 per TH/s/day hash fee (BTC; public API) min $1
Cloud mining buy-hashrate contract 38 d ago
#33

Morpheus

Decentralized, MOR-token AI inference network (OpenAI-compatible, TEE-backed providers) with no company, no fiat, and no published price table.

5.1
no KYC
price on request
GPU / AI compute GPU network 46 d ago
#34

NodeShift

Funded UAE/ADGM company that pivoted from GPU cloud to a governed 'private AI' platform; no public GPU pricing.

5.1
unverified verify
price on request
GPU / AI compute GPU cloud 38 d ago
#35

Aethir

Distributed enterprise/gaming GPU cloud (Aethir Earth for AI, Aethir Atmosphere for cloud gaming) with staking and slashing.

5
price on request
GPU / AI compute GPU cloud 46 d ago
#36

GoMining

Tokenised 'digital miner' hashrate NFTs with daily BTC rewards, resale on a marketplace and GOMINING-token fee discounts.

5
from $12.99 per digital miner (one-off purchase) min $12.99
Cloud mining buy-hashrate contract 38 d ago
#37

Cudo (CudoMiner)

Legacy GPU-mining software (CudoMiner/CudoFarm/CudoOS) with 1.5-6.5% commission pricing; the parent has pivoted to enterprise AI GPU infrastructure and the mining product looks unmaintained.

4.9
watch watch
from $0 commission on mined output
Cloud mining GPU marketplace 38 d ago
#38

Atoma

Confidential-inference protocol - site/dashboard/API ALL DEAD; docs self-contradictory. Drop to dead if still dark next cycle.

4.6
unverified verify
price on request
GPU / AI compute GPU network 38 d ago
#39

ECOS (ECOS-M)

Armenian-operated BTC cloud contracts and hosted-ASIC ownership from $99, with a daily service fee and terms up to 60 months.

4.6
from $99 per contract min $99
Cloud mining buy-hashrate contract 38 d ago
#40

Clore.ai

Permissionless peer-to-peer GPU marketplace paying in crypto, with on-demand and biddable spot tiers and no disclosed legal entity.

4.4
watch watch
from $0.027 per GPU/hr
GPU / AI compute GPU marketplace 46 d ago
#41

Exabits

Tokenised enterprise-GPU compute project (GB200/H100/H200/RTX 5090 claims) with a JS-only site, no public pricing and no disclosed legal entity.

4
unverified verify
price on request
GPU / AI compute GPU marketplace 46 d ago
#42

Flux

DePIN cloud with a FluxEdge GPU marketplace; its UK operator entered administration on 4 September 2026.

4
watch watch
price on request
GPU / AI compute GPU marketplace 46 d ago
#43

Hashing24

Long-running Irish-registered BTC hashrate contracts with a contract trading room; US residents are blocked.

3.6
from $0.330 per MH/s (3-24 month DOGE/LTC contract) min $19.80
Cloud mining buy-hashrate contract 38 d ago

Most "beginner guide" content in this market teaches you what to click; almost none teaches you how to avoid paying the learning tax - the 30-80% of first positions that this market extracts from newcomers in failed operators, overpriced contracts, and faked hashrate. This page compresses that lesson into one repeatable method.

The first-payout method

First payout checklist: the four checks before scaling a position 1. MIN ORDER smallest contract 2. POOL WORKER verify at the pool 3. ON-CHAIN PAYOUT your address, your txid any step fails? stop do not average into a failing operator
Four checks before any scale-up: minimum order, pool worker, on-chain payout, and a hard stop when any of them fails.

The method is four steps, and the order matters:

  1. Minimum position only. The cheapest contract the operator sells, in the coin you actually want. Not the "recommended bundle."
  2. Verify at the pool, not the dashboard. A pool worker under your control is the only proof that cannot be faked - the proof ladder in the mining hub explains why [1].
  3. Verify the payout on-chain. Your address, your txid, at the documented cadence. Balance counters are marketing; a txid is data.
  4. Scale only after all three pass. Averaging into a failing operator is the most expensive mistake in this market.

What everything actually costs

At today's hashprice (n/a per TH/day), one terahash earns about four cents of gross revenue daily. Any contract fee near that number eats the entire revenue. This is why "cheap per-TH" offers with fat maintenance fees dominate this market's scam pattern - the fee is where the seller's margin lives [1]. Price every offer in the mining calculator with a difficulty-growth assumption you believe; never with the operator's projection.

ProviderFromUnitTermMaint.ProofScore
Voltage Park$1.99 per GPU/hrper GPU/hrn/an/ano7.8
Salad / SaladCloud$0.015 per GPU/hrper GPU/hrn/an/ano7.5
Lambda (Lambda Labs)$0.690 per GPU/hrper GPU/hrn/an/ano7.3
Akash Network$0.090 per GPU/hrper GPU/hrn/an/apartial7.2
Together AI$1.99 per GPU/hrper GPU/hrn/an/ano7.1
Runpod$0.160 per GPU/hrper GPU/hrn/an/ano7
Prime Intellect$0.470 per GPU/hrper GPU/hrn/an/ano6.9
Vast.ai$0.067 per GPU/hrper GPU/hrn/an/apartial6.9
Render Networkn/an/an/apartial6.8
Venice AIn/an/an/apartial6.8
Chutes (Bittensor subnet)$0.025 per GPU/hrper GPU/hrn/an/ayes6.7
Thunder Compute$0.350 per GPU/hrper GPU/hrn/an/ano6.7
Hyperbolic$3.19 per GPU/hrper GPU/hrn/an/ano6.6
Lium$0.160 per GPU/hrper GPU/hrn/an/apartial6.6
iExecn/an/an/ayes6.3
Aleph Cloud (Aleph.im)$0.055 per GPU/hrper GPU/hrn/an/apartial6.2
Spheron Network$0.480 per GPU/hrper GPU/hrn/an/ano6.2
Antpool (cloud mining)n/aper TH/s/day150 dn/apartial6.1
CUDOSn/an/an/ano6.1
Gensynn/an/an/ayes6.1
Theta EdgeCloud$0.050 per GPU/hrper GPU/hrn/an/apartial6.1
Nosana$0.048 per GPU/hrper GPU/hrn/an/ano6
Alloran/an/an/apartial5.8
Gonka (Gonka.ai)n/an/an/apartial5.8
Fluence$2.80 per GPU/hrper GPU/hrn/an/apartial5.7
Bitdeer Technologies Group$0.056 per TH/s/dayper TH/s/day30 dn/apartial5.6
Golem Networkn/an/an/apartial5.4
BitFuFu Inc.$0.015 per TH/s/day hashrate fee (June 2026 example; service fee extra)per TH/s/day hashrate fee (June 2026 example; service fee extra)n/an/apartial5.3
Bittensorn/an/an/apartial5.3
Unmineablen/an/an/apartial5.3
io.netn/an/an/apartial5.3
KuMining$0.030 per TH/s/day hash fee (BTC; public API)per TH/s/day hash fee (BTC; public API)7 dn/apartial5.1
Morpheusn/an/an/apartial5.1
NodeShiftn/a365 dn/aunknown5.1
Aethirn/an/an/apartial5
GoMining$12.99 per digital miner (one-off purchase)per digital miner (one-off purchase)n/an/apartial5
Cudo (CudoMiner)$0 commission on mined outputcommission on mined outputn/an/ano4.9
Atoman/an/an/apartial4.6
ECOS (ECOS-M)$99 per contractper contract1830 dn/ano4.6
Clore.ai$0.027 per GPU/hrper GPU/hrn/an/apartial4.4
Exabitsn/an/an/aunknown4
Fluxn/an/an/ano4
Hashing24$0.330 per MH/s (3-24 month DOGE/LTC contract)per MH/s (3-24 month DOGE/LTC contract)90 dn/ano3.6

Live from our database - caveats and sources in each linked review.

What to buy first, by goal

  • "I want coins, not hardware." Spot exposure on a hashrate market - day-to-day rentals cap your worst case at a day's rent.
  • "I want the full learning loop on the smallest ticket." Minimum cloud mining contract on a documented operator, pool-verified.
  • "I want machines I own." ASIC hosting - the hardware is an asset you can resell; the guide covers contract anatomy.
  • "I want yield instead of mining." Staking services - commission is the fee on yield you already take risk for.
  • "I want compute for AI workloads." GPU markets rent you real hardware by the hour - and the interruption rules in that hub apply to your first job the same as to your hundredth.

The three mistakes that cost beginners the most

  • Starting with the biggest position the operator suggests. The minimum contract exists for testing; the upsell exists because it works.
  • Trusting a dashboard. Every scam in our archive had a beautiful dashboard. Pool workers and txids, or nothing [2].
  • Ignoring the exit. Payout thresholds that exceed your term's earnings are the quietest value leak in the market - read the payout terms in each review before buying.

A fourth one deserves its own line: buying the story instead of the economics. "Next-gen datacenter", "green energy powered", "mining since 2017" - none of it is a cash flow. The only inputs that matter are price, fee, term, and hashprice [1]; everything else is either documented in the columns above or it is decoration. Story-based buying is also how experienced people lose money here - familiarity with the jargon is not the same as pricing the contract, and the scams checklist exists because experienced buyers get taken too.

A realistic first month

What the method looks like on a small budget [3]:

  1. Day 1: price two candidate offers in the calculator with a difficulty assumption you believe. Pick the one with the lower all-in cost and a documented pool integration.
  2. Day 1-2: buy the minimum. Note the order ID and the contract start.
  3. Day 2-3: the worker appears at the pool - or the operator has answered why not. Screenshot both states.
  4. Week 1: first payout lands on-chain at the documented cadence. Match the amount against the calculator's projection; a mismatch is a question, not a verdict.
  5. Week 2: withdraw a meaningful amount. The exit works or it does not - and either result is real evidence.
  6. After all that: scale or walk. Both are correct answers; only one of them is based on evidence.

Where the numbers come from: our methodology documents how hashprice is built from public network data, and every figure in the strip above traces to it [4]. No operator projection on this page is taken at face value - the same discipline your own verification applies [5].

The archive currently documents 25 failed or fraudulent operators - almost all of them would have passed a dashboard screenshot test and failed the pool-worker test. That asymmetry is the whole method: 65% of the 43 live rows here carry facts we verified ourselves; the rest are documented-but-unverified, and your own exit test is what closes that gap. Median minimum purchase across the population is $7.50 - small enough that the method costs you a test, not a lesson in ruin.

// Sources

  1. Hashrate Index - mining economics data - accessed 2026-10-01
  2. mempool.space - network hashrate reference - accessed 2026-10-01
  3. NiceHash profitability calculator - accessed 2026-10-01
  4. WhatToMine - accessed 2026-10-01
  5. our mining calculator - accessed 2026-10-01
  6. our scam watch archive - accessed 2026-10-01
  7. our methodology page - accessed 2026-10-01
  8. our change log - accessed 2026-10-01

// FAQ

What is the first-payout method?

One minimum contract, verify the pool worker under your control, verify the payout on-chain, then scale. The order matters - each step is evidence, and any failure is a stop.

How much should a first position be?

The minimum the operator sells, in the coin you actually want. Not the recommended bundle - the minimum exists for testing and the upsell exists because it works.

How do I verify hashrate is real?

A pool worker under your control - your account, your address, your rejected-share count. Balance counters are marketing; a pool worker is data.

What does one TH actually earn right now?

At the current hashprice in the strip above, roughly four cents of gross revenue per day before any operator cut. Every fee near that number is eating your entire revenue - which is why the calculator exists.

Contract or hosting first?

Contract for the smallest learning loop - one operator, one payout. Hosting if you want machines you own, with the retrieval clause read before you buy hardware.

Spot market or contract to start?

Spot - day-to-day rentals cap your worst case at a day's rent. Contracts lock a term, and the term is where beginners pay the learning tax.

What payout threshold is acceptable?

One you can reach inside the contract term. If the threshold exceeds your term's earnings, the unclaimed balance is the operator's - ask what happens to it before buying.

How do I know an operator is documented rather than claimed?

Every row in our table carries a data-quality flag and sources with access dates. Verified means we checked it ourselves; read the methodology before trusting the badge.

What mistakes cost beginners the most?

Starting with the biggest suggested position, trusting dashboards over pool workers, and ignoring the exit. All three are covered on this page.

When should I scale up?

Only after the full loop - order, worker, payout - has passed once. Averaging into a failing operator is the most expensive mistake in this market.