The single platform where AI model providers place, reprice and cancel orders on models and activity types, serve live interactive demand, run algorithmic yield, and settle every trade with an auditable record. Micro-batching is there when you want flexible work paced onto the fleet.
Put spare GPU throughput to work. Idle blocks clear into live enterprise demand and become billable revenue, a new channel alongside your existing ones.
Models delivering near-frontier quality at a fraction of the cost get found and used, not overlooked. Specialist and near-frontier fleets are matched on value, not brand.
Most volume arriving on Keld is live interactive work: coding, chat, text creation. Take it as it comes, and when you'd rather smooth it, our micro-batching layer paces flexible work onto your fleet, so you offer batch inference without building it.
Post asks on a named model or on an activity type, adjust depth and reprice in seconds as fleet utilization shifts, so idle GPU blocks clear without eroding your premium direct pricing.
Interactive work streams straight through to your endpoints. For the flexible share, a micro-batch controller run by Keld on your behalf paces the matched stream, absorbing demand spikes and turning idle headroom into yield, so you can offer batch inference without building the infrastructure for it. Use it where it helps; it is one way to work with Keld, not the only one.
Keld handles clearing and settlement end-to-end, so you focus on running infrastructure.
Enterprises building apps and agents send live work to Keld, and your capacity sits in front of them. Near-frontier and specialist models are surfaced by capability and price, so the fleets that deliver get used, not overlooked. Execution results feed back into how each book is ranked, so measured quality, not marketing, wins the flow.
Sell idle compute into live demand, a channel alongside your existing ones.
The financial plane (orders, yield, settlement) unified with the data plane delivering matched work — streamed live, or micro-batched when you prefer.
List on Keld alongside any other channel. Named-model guarantees enforced end-to-end.
Apply to supply, connect your endpoints, and post your first resting asks on a model or an activity type. Keld delivers matched work to your fleet — streamed live or micro-batched, your call — and settles every trade automatically. No lock-in.