Option A: Claude: reshapes the report and computes reconciliation
Best when: You want inspectable reshape code and computed reconciliation together.
What it does: Claude maps, reshapes, reconciles; you check cells and sign
Strong at: Runs classification, reshape and reconciliation as code in one session.
Limit: Your cell sampling and signed reconciliation remain necessary controls.
Free plan: Yes, limited usage windows
Option B: Vizly: reshapes the sheet; you reconcile totals
Best when: You want conversational reshaping but independent spreadsheet reconciliation.
What it does: Vizly reshapes; you compute reconciliation and sign
Strong at: Generates Python or R for analysis and provides exported CSV.
Limit: Transformation logic is not inspectable line by line in this workflow.
Free plan: Yes, limited to 10 messages a month
Option C: ChatGPT: reshapes using your column map
Best when: You want to own column mapping and reconciliation yourself.
What it does: ChatGPT reshapes; you map columns and reconcile totals
Strong at: Performs the mechanical reshape under your supplied column roles.
Limit: You must map columns and compute the reconciliation by hand.
Free plan: Yes, limited uploads and data analysis