Pipelines as editions. Runs as issues. Prompts that read like briefs — and ship like deadlines.
Huggingplace is the operations table for product managers who commission AI work, evaluate it against real cases, and govern it before it costs more than it earns.
No credit card · Self-host or hosted · Same API surface.
Drag prompts, models, and tools onto a horizontal score. See every branch at once. Re-cast a step by swapping the model — no rewiring, no redeploy.
P95, cost, and refusals at the top. Anomalies as headlines. Spikes you can quote in a standup.
Pin a dataset to an eval, a training run, and a release. Roll back the issue, not just the model.
Every chat is a transcript with margin notes — citations, tool calls, refusals — formatted for the editor, not the parser.
Hallucination, compliance, scrambler. Switch on the policies that turn risk discount into margin.
One API across providers. Promote a draft to prod with the same gesture as filing a story.
“We used to send three engineers to debug a prompt. Now my PM ships the fix during standup.”
“Pipelines as editions changed how my team talks about quality. We argue about which issue to publish, not which JSON key broke.”
“Governance went from a quarterly ask to a Tuesday. The compliance desk now reviews edits, not models.”
All plans share the same product surface — you only pay for ambition.
For PMs sketching their first edition.
For teams running a few weekly issues.
For orgs with margin to protect.