Experiments

Documentation from vllnt/convex-experiments, recorded October 23, 2026. APIs and setup may differ in the Bijection adaptation.

@vllnt/convex-experiments

Deterministic A/B experimentation — sticky variant assignment and deduped exposure tracking, as a Convex component.

Copy codeconst experiments = new Experiments(components.experiments);
await experiments.define(ctx, "checkout_button", {
  variants: [
    { key: "control", weight: 1 },
    { key: "treatment", weight: 1 },
  ],
});
const { variant } = await experiments.logExposure(ctx, "checkout_button", userId);
if (variant === "treatment") showNewButton();

Define an experiment with weighted variants; enroll subjects into a sticky variant chosen deterministically from (salt, subjectRef); record exposures and read per-variant tallies. Pair it with a feature-flag system for kill-switches and measure conversions in your own tables — this component handles assignment and exposure. Domain-neutral: any subject, any surface.

Features

• Deterministic + sticky — the same subject always lands in the same weighted variant, even before anything is stored.
• Weighted variants — split traffic by relative weights (1:1, 90:10, N-way); equal weights split evenly.
• Enrollment lifecycle — draft → running → stopped; only running enrolls, and stopping preserves recorded data.
• Deduped exposures + O(variants) results — one tallied row per subject; results reads maintained per-variant tallies (assigned/subjects/exposures/weight), never scanning the exposure table.
• Sample-ratio-ready — assigned + weight per variant let you check observed vs expected split (SRM).
• peek — a read-only deterministic query returns a subject's sticky variant without writing (SSR / flicker-free first paint).
• Immutable once assigned — variants/salt are fixed after enrollment (changing them throws); define a new key to re-randomize.
• Lifecycle + GDPR — listExperiments to discover, forgetSubject to erase one subject, deleteExperiment to cascade-delete.
• Scopes — global by default, or namespace per tenant / surface (folded into the hash for independent bucketing).
• Fully typed — variant keys, weights, and outcomes are concrete types end to end; no any.
• Server-sourced time — assignment timestamps come from the server, never the caller.

Installation

Copy codepnpm add @vllnt/convex-experiments

Peer dependency: convex@^1.41.0.

Usage

Copy code// convex/convex.config.ts
import { defineApp } from "convex/server";
import experiments from "@vllnt/convex-experiments/convex.config";

const app = defineApp();
app.use(experiments);
export default app;

Copy code// convex/checkout.ts — host owns auth; pass an opaque subjectRef in.
import { components } from "./_generated/api";
import { mutation } from "./_generated/server";
import { v } from "convex/values";
import { Experiments } from "@vllnt/convex-experiments";

const experiments = new Experiments(components.experiments);

export const view = mutation({
  args: { userId: v.string() },
  handler: async (ctx, { userId }) => {
    const { variant } = await experiments.logExposure(ctx, "checkout_button", userId);
    return { variant }; // "control" | "treatment" | null (not enrolled)
  },
});

Measure the outcome in your own table, joined on the assigned variant — then read tallies with results(ctx, "checkout_button"). See example/convex/example.ts for a host-side conversion recorder.

API Reference

Full reference: docs/API.md.

React

Optional, tree-shakeable hooks via @vllnt/convex-experiments/react (react is an optional peer dep — a backend-only consumer pulls none of it). Each hook wraps useQuery over a query reference you re-export from your app, so the component never owns your api.

Copy code// convex/experiments.ts — re-export the host-side wrappers (auth gated)
// export const myVariant = query({ args: { userId: v.string() },
//   handler: (ctx, { userId }) => experiments.peek(ctx, "checkout_button", userId) });

import { useVariant } from "@vllnt/convex-experiments/react";
import { api } from "@/convex/_generated/api";

function CheckoutButton({ userId }: { userId: string }) {
  // deterministic first paint via peek → no flash-of-control
  const variant = useVariant(api.experiments.myVariant, { key: "checkout_button", subjectRef: userId });
  return variant === "treatment" ? <OneClick /> : <Classic />;
}

Security

• Auth-agnostic — the host resolves identity and decides who may define, start, stop, or enroll.
• Tables sandboxed — reached only through the exported functions; subjectRef, variant keys, and scope stay opaque.
• Server-sourced timestamps — a caller cannot supply assignment time.

See docs/API.md.

Testing

Copy codepnpm test           # single run
pnpm test:coverage  # enforced 100% on covered files

Tests run against the real component runtime via convex-test (@edge-runtime/vm), not mocks.

Contributing

See CONTRIBUTING.md.

Author

Built by bntvllnt · bntvllnt.com · X @bntvllnt

Part of the @vllnt Convex component fleet — vllnt.com

If this is useful, sponsor the work.

License

MIT — see LICENSE.