Local vs Cloud

• Vultr GPU Cloud Review 2026: Established IaaS for AI Workloads — Who It's Actually For

  Vultr occupies the middle ground between hyperscaler pricing and GPU marketplace volatility. Datacenter-grade GPUs (A100, H100), hourly billing, no consumer chips, and a familiar control plane. The guide: when Vultr wins, why reliability costs, and who should look elsewhere.

• TensorDock Review 2026: The $0.37/hr RTX 4090 Marketplace, Honestly Assessed

  TensorDock's spot RTX 4090 rentals at $0.20–$0.37/hr are among the cheapest on the market. But they're marketplace listings with no quality guarantees — identical constraint logic to Vast.ai. When they work, the unit economics are real. When they don't, you have no recourse. Honest pricing, zero affiliation, pure editorial trust piece.

• Salad Cloud Review 2026: $0.20/hr 4090s on Gaming PCs — Too Cheap to Be True?

  Salad rents compute time on 60,000+ consumer gaming PCs at $0.20/hr for an RTX 4090. The catch is reliability: you get stateless, checkpointed, interruption-tolerant inference at a massive price advantage, or long stateful jobs fail mid-way. This guide shows when Salad wins and when to rent from a datacenter instead.

• Modal Review 2026: 12-Second Cold Starts, and the Pricing Multipliers Nobody Reads

  Modal's GPU snapshotting cut serverless cold starts from 118 seconds to 12 seconds. But non-preemptible, non-default-region pricing can quietly stack to 5x+ list cost. When serverless GPU makes sense, and when a rented pod wins.

• How to Avoid Losing Your RunPod Data When Your Balance Runs Low

  RunPod terminates pods and network volumes with zero recovery when your account balance hits zero and you have no backup payment method. A five-minute prevention checklist: automatic payments, balance alerts, checkpoint-to-object-storage backups, and a decision rule for network volume costs.

• GPUMart Review 2026: Bare-Metal GPU Servers and the Real Rent-a-4090-Monthly Math

  GPUMart's monthly bare-metal RTX 4090 rental creates one of the few apples-to-apples rent-vs-buy comparisons in the market. When high utilization and no upfront capital meet a sub-one-year horizon, monthly bare metal can beat both hourly cloud and ownership. This guide cuts through the pricing layers.

• The Hidden Costs of Cloud GPUs: Bandwidth Fees, Preemption Multipliers, and Silent Throttling

  Cloud GPU invoices diverge from the advertised $/hr rate in three places: bandwidth overage, preemption/interruption multipliers, and undisclosed throttling. This guide catalogs documented cases from Vast.ai, Modal, and RunPod and gives you a pricing framework to run before you rent, not after the bill arrives.

• Cheapest RTX 5090 Cloud Rental in 2026: Prices, Availability, and Why Supply Is the Story

  The RTX 5090 rental market is defined by supply constraints, not competition. A 7.4× price spread ($0.27–$2.00/hr) across providers reflects which ones have cards at all. Compare Salad, RunPod, CloudRift, and Vast.ai; break-even math against the ~$3,800 street price for ownership; and when renting beats buying for realistic workloads.

• Best GPU Cloud for Fine-Tuning vs Inference: Two Different Problems, Two Different Providers

  Fine-tuning and inference have opposite constraint profiles. Fine-tuning is interruption-intolerant and hours-long; inference is bursty and restart-tolerant. A single provider does not win both. This guide routes you by workload: reliable datacenter tiers (RunPod Secure, Lambda) for training, cheaper marketplace and serverless tiers (RunPod Community, Vast.ai, Modal) for inference, with the price penalty of each mismatch stated clearly.

• H100 Rental Price Comparison 2026: $1.38 to $12+ an Hour for the Same Chip

  The same NVIDIA H100 SXM rents for ~$1.38-$1.99/hr on peer-to-peer marketplaces and ~$12.29/hr on Azure — a 6-9x spread for identical silicon. This comparison maps why the gap exists and which provider tier actually matches your workload, not just which table is cheapest.

• RunPod vs Vast.ai in 2026: Which Is Actually Cheaper (and When Cheap Isn't the Point)

  RunPod and Vast.ai get compared on list price by almost every affiliate site, and almost none of them mention that Vast's cheaper number and its realized cost are not the same thing. The honest answer is bimodal: it depends on whether your workload can tolerate variance, not on which provider pays a better commission.

• Cheapest Place to Rent an RTX 4090 in 2026, Ranked by What You Actually Pay

  Every "cheapest RTX 4090 cloud" list ranks by sticker price. This one ranks by realized cost — sticker plus variance risk, bandwidth fees, and interruption probability by provider class. The cheapest listing and the cheapest outcome are usually different providers.

• Rent vs Buy a GPU for Local AI: The Break-Even Math Nobody Shows You

  A full total-cost-of-ownership model for the rent-vs-buy GPU decision — purchase price, electricity, depreciation, idle time, and cloud egress — worked in both directions with real, attributed numbers. The answer is a utilization threshold, not a winner.

• Cudo Compute Review 2026: Distributed GPU Cloud Without the Marketplace Roulette

  Cudo Compute occupies the middle ground between Vast.ai's bargain chaos and hyperscaler lock-in: distributed GPU supply with SMB-grade account management. Honest assessment of who it fits, pricing anchored to H100 market rates, and when RunPod or Vast is the better choice.

• DigitalOcean GPU Droplets Review 2026: Beginner-Friendly, Not the Cheapest

  DigitalOcean's GPU Droplets are the beginner-friendliest tier-1 cloud GPU option: predictable per-GPU-hour pricing, no spot preemption, and tight integration with existing DO infrastructure. Paperspace (acquired 2023) still runs as a separate subscription-gated product, not a merged one. For hobbyists escaping ChatGPT costs.

• Lambda Cloud Review 2026: The $4.29 H100 Standard-Bearer for Serious Training

  Lambda Cloud is the reference point builders compare against: clean datacenter H100s at ~$4.29/hr on-demand (single GPU) or ~$4.09/hr per GPU in an 8x cluster, with no marketplace variance. Wins decisively for multi-hour training and fine-tuning where interruption risk is high. Overkill for inference workloads where cheaper marketplaces undercut, and pricier than it used to be.

• RunPod Review 2026: Secure Cloud vs Community Cloud, Pricing, and the Data-Loss Gotcha

  RunPod is the only tier-1 provider renting a real consumer RTX 4090. This guide covers Secure Cloud vs Community Cloud, when interruptions cost more than savings, the network-volume data-loss failure mode, and whether RunPod makes sense for fine-tuning or inference.

• Is Vast.ai Safe? An Honest 2026 Review of the Cheapest GPU Marketplace

  Vast.ai is legitimate, not a scam. But it is a peer-to-peer GPU marketplace with a variance problem: host reputations vary widely, pricing can creep past advertised rates, and unattended workloads silently fail. This guide separates real risks from rumors and tells you when Vast makes sense.