k3ld is the AI platform and services team: we take your data from governed source to a model — trained from scratch, fine-tuned, or post-trained, then aligned, deployed, and monitored — on your terms, and you own the result.
3B LoRA fine-tune · ml.g5.2xlarge (spot) — with the cost shown before we start.
— this is what "knowing the price before you commit" looks like.
*Illustrative example — representative figures, not a quote or guarantee.
"Most AI vendors are in the same business: renting you back your own intelligence, token by token. k3ld exists to make ownership the easy choice — your weights are yours to keep, your data trains your model, and the result is yours."
Every closed model you rent is a model you don't control — the capability ceiling, the pricing, the data terms, and the renewal are all someone else's. k3ld takes on the work that made owning a model impractical: data prep, training, evaluation, deployment, monitoring.
Catalog, lineage, glossary, and data-quality checks — so models are built on data you trust and can defend.
Managed ingestion and ELT with run history and live cost tracking on every job.
The heart of what we do: docs become instruction data automatically, then we fine-tune (LoRA) or align (DPO/GRPO) a model for your behavior.
Built-in benchmarks and eval runs that rank your checkpoints with evidence before you ship.
One click from a completed run to a real-time endpoint, batch, serverless, agent, or model-catalog bake.
Production is where models decay: latency, drift, usage, and alerts — with retraining one click away.
Each step is handled by our team — the parts most teams hand-write are the parts we automate for you.
Scroll the strip → · we took a support team's 12,847 conversations to a live, monitored assistant in a single engagement.
Every engagement shows a live cost estimate — projected while it runs, exact when it finishes. We deliver on your terms: no per-token markup, no surprise invoices, no meter running in the background.
Tell us what you need and we'll scope a consultation or a pilot on your data.