{"generated_at":1787687781,"total_offers":2419,"feed_count":12,"feeds":[{"provider":"vast","offers":1877,"share_pct":77.59,"cumulative_pct":77.59,"kind":"marketplace","what":"Peer marketplace, true per-host offers with auction pricing.","endpoint":"POST console.vast.ai/api/v0/bundles","auth":"API key","note":"Two passes, on-demand and bid (interruptible). The deepest book we read and the widest consumer-card variety."},{"provider":"runpod","offers":138,"share_pct":5.7,"cumulative_pct":83.3,"kind":"cloud","what":"GPU cloud. Fixed per-class prices, not per-host asks.","endpoint":"POST api.runpod.io/graphql","auth":"API key","note":"One query carries both on-demand and spot for both clouds. No per-host reliability exists to read."},{"provider":"datacrunch","offers":110,"share_pct":4.55,"cumulative_pct":87.85,"kind":"cloud","what":"EU dedicated GPU cloud (rebranded Verda). Fixed instance catalog.","endpoint":"GET api.datacrunch.io/v1/instance-types","auth":"none — keyless","note":"gpu_memory is TOTAL across the instance, so per-GPU VRAM is divided out. Region is coarse because the location endpoint is key-gated."},{"provider":"shadeform","offers":109,"share_pct":4.51,"cumulative_pct":92.35,"kind":"aggregator","what":"AGGREGATOR — roughly 19 clouds behind one API.","endpoint":"GET api.shadeform.ai/v1/instances/types","auth":"API key","note":"NOT an independent source. Upstreams include Lambda, Crusoe, Nebius, Voltage Park, Paperspace, Scaleway and DigitalOcean. Prices arrive as whole-node US cents and are divided to per-GPU. If this feed changed terms we would lose several upstreams at once, not one."},{"provider":"novita","offers":65,"share_pct":2.69,"cumulative_pct":95.04,"kind":null,"what":null,"endpoint":null,"auth":null,"note":null},{"provider":"hyperstack","offers":23,"share_pct":0.95,"cumulative_pct":95.99,"kind":null,"what":null,"endpoint":null,"auth":null,"note":null},{"provider":"akash","offers":21,"share_pct":0.87,"cumulative_pct":96.86,"kind":null,"what":null,"endpoint":null,"auth":null,"note":null},{"provider":"scaleway","offers":20,"share_pct":0.83,"cumulative_pct":97.68,"kind":null,"what":null,"endpoint":null,"auth":null,"note":null},{"provider":"ovh","offers":19,"share_pct":0.79,"cumulative_pct":98.47,"kind":null,"what":null,"endpoint":null,"auth":null,"note":null},{"provider":"primeintellect","offers":16,"share_pct":0.66,"cumulative_pct":99.13,"kind":null,"what":null,"endpoint":null,"auth":null,"note":null},{"provider":"ionet","offers":14,"share_pct":0.58,"cumulative_pct":99.71,"kind":null,"what":null,"endpoint":null,"auth":null,"note":null},{"provider":"cudo","offers":7,"share_pct":0.29,"cumulative_pct":100.0,"kind":null,"what":null,"endpoint":null,"auth":null,"note":null}],"concentration":{"largest_feed":"vast","largest_share_pct":77.59,"top4_share_pct":92.35,"offers_without_largest":542,"feeds_without_largest":11},"independence_caveat":"A count of feeds overstates independence. shadeform re-sells other clouds, so losing it would cost several upstreams at once.","continuity":"If the largest feed stopped, the index would keep chaining from the remaining feeds — the chaining rule only compares providers present on BOTH sides of a step, so a departure cannot create a jump. The level would continue; the DEPTH behind it would fall to 542 offers, and we would say so on this page rather than let the number quietly thin out."}