STALL.ONE
LOG // TAXBOX · 2026-07

Taxbox field notes

Working notes from shipping a multi-tenant document engine — isolation as a product constraint, not a filter bolted on later.

Project
Taxbox / TaxFort
Type
Field note
Audience
Builders · operators
MULTI_TENANT RAG_PIPELINE OPS

Context

Tax and compliance teams drown in unstructured PDFs. Manual classification is slow and hard to audit. One wrong multi-tenant join is an incident — so the stack has to make cross-tenant access structurally impossible.

What we tried

  • JuiceFS for large document blobs with predictable IO.
  • Tenant-scoped metadata and vectors on Turso/SQLite.
  • Docling + model path for ingest and classification.
  • Desktop pairing so firms keep vault workflows on machines they control.
What stuck

Isolation is a product feature. Operator UX stays calm under deadline pressure — status chips and hierarchy over terminal fireworks.