SymbenchFour files in.
A living operational
twin out.
Upload Purchase, Inventory, Production, and Shipments exports. Symbench derives your suppliers, plants, materials, routes, and customers into one connected, queryable network — deterministically, in minutes.
The data exists.
The connections don't.
Operations teams already export the truth every week — from purchasing, inventory, production, and shipping systems. But traditional visibility programs demand clean enterprise master data, long modeling projects, and heavy integration before anyone sees a connected flow.
Procurement, inventory, production, and fulfillment each tell a partial story.
No line of sight from raw material to parent output to shipped product.
Programs stall waiting on manually curated entity and material masters.
Real routes and handoffs can't be seen directly from the files teams already have.
Master data, derived — not curated.
Four specialized stages turn raw exports into an explainable operational model. Every derivation is deterministic; humans review only when evidence is ambiguous.
Librarian
Recognizes each upload as Purchase, Inventory, Production, or Shipments — no configuration, no templates.
Mechanic
Maps raw customer headers to operational standard fields with deterministic, file-aware rules.
Weaver
Persists transaction history, then derives entities, material crosswalks, bills, and route legs — the twin itself.
Detective
Raises findings only where evidence is ambiguous. High-confidence data materializes automatically.
Every entity real. Every edge a verb.
One thread, from raw material to shelf.
Trace by SKU, child item, work order, or UPC. Every segment carries evidence, dates, and honest coverage warnings — provenance is the product.
Ask the twin anything.
FROM purchase_history p
JOIN entity_master s ON …
GROUP BY 1 ORDER BY 2 DESC LIMIT 5 · validated · workspace-scoped
Read-only by construction. Single SELECT statements only — mutations, comments, and out-of-scope tables are rejected before execution.
Workspace-scoped. Every query is wrapped in workspace CTEs. Eight operational tables exposed, nothing else.
Self-correcting. A failed statement triggers one automatic model-corrected retry. Plain-English explanations on demand.
Deterministic. Explainable. Fast.
No master-data project
Entities, materials, bills, and routes are derived from transactions your team already exports. The six-month prerequisite disappears.
No black boxes
Deterministic mapping, evidence on every derivation, human review only for genuine ambiguity. Partial data renders truthfully — never faked.
No exotic infrastructure
PostgreSQL as the single system of record. No graph database, no vector store in the core path. Boring where it should be boring.
See your operation
as one connected system.
Bring four exports to the first session. Leave with your own operational twin — live, traceable, and queryable in plain English.