Manufacturing Quality · daily/shift

Production output vs target, every shift

Drop in a production export; get back actual vs target with attainment % and variance per record, rolled up by line.

Drop in

production output records (JSON or CSV)

Required columns
lineshiftpart_numbertarget_qtyactual_qty

Optional: min_target_qty (0 = all), period_label

Get back

  • output_lines register
  • by_line summary
  • overall_attainment_pct
Sample outputs
overall_attainment_pct
by_line
total_actual_qty

These fields appear in the XLSX/PDF artifact after a run on your own data.

How it runs

What every run guarantees

Deterministic

Byte-identical replay, 100% across 10,200+ controlled runs.

Fast

Compiled logic runs in seconds. Batches process at 25,000+ rows/sec.

Confirmed

A named human confirms the compiled logic once — the model is out of the loop on every run.

Auditable

Every artifact is SHA-256 content-addressed and hash-linked.

Usage-based

You pay per run, not per seat.

Output: XLSX / PDFTTV: 1 actionDeliverable (tier B)Inputs: 5

Run it on your file

10 free runs. No credit card. No setup. Drop in your export and get the register back in seconds.

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