For AI Model Providers

Turn idle capacity into revenue.

Your models can deliver near-frontier performance at a fraction of the cost — but discovery is hard. Keld puts your capacity in front of live demand from enterprises and runs jobs on the best-fit model at the best price. Keld Trade is the trading platform you use to manage your orders and micro-batch matched work onto your fleet.

Keld Flow · managed service

Offer a batch endpoint
without building one.

Keld Flow is a managed service — a capability we run on your behalf, not a separate product. You expose your model to Keld; Flow turns incoming demand into paced micro-batches that hit your fleet efficiently. You get a production-grade batch endpoint without writing a line of batching infrastructure, and you monetise idle capacity that would otherwise sit unused.

  • Queueing, batching, pacing, retries and backpressure — handled for you
  • Demand from enterprises arrives pre-shaped into efficient micro-batches
  • Your fleet stays busy: idle capacity becomes billable throughput
  • No infrastructure to build, run or maintain on your side
The core idea

Keld provides the infrastructure for any AI model provider to offer a batch endpoint, without having to build it themselves.

KELD FLOW · BATCH ENDPOINT● Managed
01 · EXPOSE

Connect your fleet

Point Keld at your model. No batching code required.

02 · FLOW

Demand → micro-batches

Incoming demand is queued, batched and paced onto your fleet.

03 · EARN

Idle capacity, billed

A production batch endpoint that monetises spare throughput.

Keld Trade beta

The trading platform — place, cancel and reprice resting asks with algorithmic yield, plus a micro-batching layer that smooths matched jobs onto your fleet.

Keld Trade →

Live enterprise demand

Keld runs jobs from enterprises building apps and agents on the best-fit model at the best price — your capacity is in front of it.

New revenue unlock

Sell idle compute into live demand instead of letting it sit — a channel alongside your existing ones.

Demand forecasting

Plan ahead of
demand spikes.

Keld surfaces live demand signals so you can allocate compute before spikes arrive. Track month-to-date revenue against forecast and catch utilisation shifts before they become missed opportunity.

  • Demand forecasting to plan compute capacity ahead of spikes
  • MTD revenue tracking against rolling forecast
  • Utilisation trend alerts — rising demand surfaces automatically
  • Historical demand curves by model tier and time of day
Revenue Forecast● Live
REVENUE · MTD
$41,280 / $48,900 fcst
DEMAND TREND
↑ +18% vs last month
Llama 3.3 70B
↑ 24%
DeepSeek V3
↑ 18%
Qwen2.5 72B
↑ 9%

List your capacity and start trading

We're onboarding AI Model Providers through the private beta. See Keld Trade, read the documentation, or get in touch.