Studio

Open the demo (synthetic feedback in eight languages). The demo uses the offline hashing embedder, so the same issue in different languages appears as separate themes; with obsei[embeddings] they are grouped (see Themes). Demo themes carry curated labels; real themes are labelled from shared keywords or by your labeler model.

To rebuild the demo with the multilingual model (needs network to Hugging Face once):

uv run --extra embeddings obsei models download
uv run --extra embeddings obsei demo --embedder local --out docs/public/demo

obsei demo follows OBSEI_EGRESS_MODE (air-gapped by default), so it loads the model only from the local cache (OBSEI_MODELS_DIR, or the fastembed cache) that obsei models download fills. --embedder takes the same names as themes.embedder: hashing, local or local:<model>. The embedder that built the demo is recorded as embedder in data.json.

Studio shows k-anonymous aggregates, stable themes with seven-day trends, a knowledge graph that links themes to sources, languages, intents and sentiment, and redacted evidence for each theme. It never shows authors and never edits data.

Live

obsei serve hosts Studio at /studio/. Studio asks for OBSEI_API_TOKEN and keeps it for the browser tab only. The Ask box uses obsei ask on the server.

Static export

obsei studio --out site/      # index.html, app.js, styles.css and data.json

Host the folder anywhere (an internal bucket, Cloudflare Pages behind Access). The export holds only k-anonymous aggregates and a few redacted quotes per theme.

Slack

Create a Slack app with a slash command /obsei pointing to https://your-host/slack/commands, set SLACK_SIGNING_SECRET, and allow hooks.slack.com in the egress policy. Answers are posted to the channel with record-id citations.