Enrichment
Smart Enrich — depth tiers, cost preview, and run history.
Smart Enrich builds rich member profiles automatically from public sources (LinkedIn, OpenAlex, Semantic Scholar, web research). You run it from a community's Enrichment tab, or during the creation wizard, or as a bulk action on selected members.
Depth tiers
Smart Enrich has three depth levels. Each level is a superset of the one before it — a deeper tier runs everything the shallower tiers do, plus more.
| Tier | Also labeled | What it adds | Relative cost |
|---|---|---|---|
| Quick | Rapide | Discovery, classification, auto-fill, LinkedIn merge | Lowest |
| Standard | Standard | + web research | Recommended (default) |
| Deep | Approfondi | + LinkedIn-URL discovery, publications (OpenAlex), Doctolib | Most complete |
Deep exposes an expert customize section to toggle individual add-ons (LinkedIn finder, publications, Doctolib). A checked add-on only sets the ceiling — the worker still decides per profile whether each step applies (e.g. it won't chase publications for a non-researcher).
What you control before launching
The Smart Enrich form shows:
- the eligible member count,
- a Force refresh switch (
include_already_enriched) to re-run already-enriched profiles, - an ETA estimate, and
- a credit-cost preview (a min–max range from the live rate card).
If the estimated cost exceeds the community billing owner's balance, an amber over-budget warning appears. See Billing.
Run history
The Enrichment tab includes a run history table where you can monitor progress, and resume or cancel runs. There's also a separate Publication refresh action.
Enrichment is billed post-hoc, at a flat per-tier rate: each enriched profile bills
exactly one tier marker (enrichment_quick / enrichment_standard / enrichment_deep)
for the depth the run was started at. It is not metered per individual step — skipping an
optional add-on (e.g. no publications for a non-researcher) does not lower the charge for
that profile. The pre-launch estimate is therefore the actual per-profile tier cost, not a
ceiling most profiles come in under.
Data sovereignty
For claimed profiles (owned by a real member), enrichment results are stored as community-scoped suggestions and never overwrite the person's public profile directly. Fields sourced from protected origins (manual entry, CSV import, CRM) are never overwritten by automated enrichment.