---
title: "Finished Files, Sourced · AssistantGeneral"
description: "Ask for a spreadsheet and get a working one with live formulas; ask a question and see the exact page each answer came from, all on your own computer."
url: "https://royalsoftworks.com/products/assistant-general/features/finished-work/"
source: "https://royalsoftworks.com"
format: "markdown"
note: "Markdown rendering of the HTML page at `url`. Same content, same canonical URL."
---

Features · 1 of 6

# Finished files, answers with sources.

Ask for a spreadsheet and get a working one; ask a question and see the page each answer came from.

100%

Runs locally by default — no cloud required

9+

Optional cloud model providers, one click each

6

Profession workspaces, with practice packs for 4 countries

10

Interface languages, including RTL Arabic

Real deliverables

## Ask for a spreadsheet. Get a finished spreadsheet.

Most AI describes the work. AssistantGeneral does it. It builds a real Excel or Word file with the numbers already worked out, then opens it back up, checks every figure, and fixes its own mistakes before handing it to you.

For your IT team

- **Generation** — Real .xlsx / .docx / .pptx via a sandboxed Python (Pyodide / WASM) engine, no external service
- **Quality** — Self-audit + auto-repair loop on every workbook; checks cells, placeholders, broken references
- **Editing** — Layered builds and surgical edits; reads and edits existing files; never overwrites the original

Other AI

“You could create a budget with columns for month, revenue, and costs, then sum the totals…”

a description, not a file

Q3\_budget.xlsx✓ audited

Month

Revenue

Cost

Net

Jul

84,200

51,300

32,900

Aug

91,750

53,100

38,650

Sep

97,300

55,400

41,900

Total

273,250

159,800

113,450

Contract\_Acme.pdf

Q3\_audit.docx

Vendor\_terms.xlsx

READS YOUR FILES

14 vendor contracts expire this quarter; 3 auto-renew unless cancelled by Sept 30.

Contract\_Acme.pdf · p.4 Vendor\_terms.xlsx · row 22

Grounded answers

## It answers from your files, and shows its work.

Give it your PDFs, contracts, and reports. When you ask a question, it answers from those documents and points to the exact ones it used. No guessing, and no made-up facts.

For your IT team

- **Retrieval** — LanceDB hybrid: vector + keyword + RRF fusion + cross-encoder rerank + MMR
- **On-device** — Local embeddings; clustering and a knowledge graph; multiple scoped knowledge bases
- **Ingest** — PDFs (incl. scans), Office files, HTML, web pages, and YouTube transcripts

[Previous Features: all 6 pages](https://royalsoftworks.com/products/assistant-general/features/) [Next Your models, a real toolbox, your stack.](https://royalsoftworks.com/products/assistant-general/features/models-and-tools/)

[All of AssistantGeneral features](https://royalsoftworks.com/products/assistant-general/features/)

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