Ship ranking experiments without waiting for the ML backlog.
The Console is where your team builds, previews, validates, deploys, and monitors ranking logic — as visual stages, an AI prompt, or code, kept in sync the whole way.
Three ways in, one source of truth
PMs sketch it visually, anyone can prompt it, engineers refine the code — the form and the DSL are two views of the same algorithm.
Search, Hydration, and Ranking stages as forms: pick an index, add filters and boosts, choose what context to attach, set the sort. Every change is mirrored in code, so nothing is a black box.
“Liquid election markets this wallet would trade” — the AI builder turns the prompt into a working algorithm, and a conversational assistant helps you refine it from there.
Drop to the Studio DSL when you want full control. Validation checks syntax and security and signs the exact code that passed — only reviewed code reaches production.
Production controls, not a demo toy
Draft for experiments, Group for a beta cohort from a CSV whitelist, Live for everyone — promote when the numbers look right.
Your most active users get feeds rebuilt every few hours; dormant ones on demand. Compute follows attention.
Algorithm weights, dual fallback tiers, cache TTLs, and exclusion rules live in the feed config — tune them without touching code.
Run any algorithm or config against live indices and inspect real results as cards, a table, or raw JSON — before saving anything.
Wire algorithms to webhooks with daily budgets, cooldowns, and priority filters. Send a test payload, preview the last 100 matches, then activate.
Provision a data source, push items, users, and engagement events, and reference them from any algorithm or stream.
Watch what a weight change does
Every feed reports engagement with 7-day deltas, so a config tweak on Tuesday shows up in the numbers by Friday — no analytics sprint required.
Your ranking team, without the hiring plan.
Build a feed this afternoon, put it in front of a beta cohort tomorrow, and promote it to production when the metrics agree.