Best for
Best for teams that answer the same questions from a recurring Excel workbook and need to show where each number came from.
- Freelancers
- Small and mid-sized
- Enterprise
AI Data Analysis Comparison
At a glance
Best for
Best for teams that answer the same questions from a recurring Excel workbook and need to show where each number came from.
Best for
Best for finance teams that build Excel models from filings and want an agent to do the modelling with each figure traced to its source.
Cataleo does not name a winner. Both statements come from the vendors themselves.
| Criterion | Jolene.pro | Shortcut AI |
|---|---|---|
| Starting price | Free plan with 2,000 credits per month The website names no paid plans and no price per credit. | Free plan; Pro from 100 US dollars / month Pro is shown at 100 US dollars a month billed annually, with credits refreshing monthly; the pricing page does not give a price for monthly billing. Teams is 320 US dollars a month plus 100 US dollars per seat a month, also billed annually. |
| Free trial | Free plan with 2,000 credits every month, no payment required | Free plan with 20 credits per week |
| Output | Written answers with charts, pinned into drag-and-drop dashboards and shared as read-only snapshot links | Edited or newly built Excel workbooks with working formulas and charts, plus written analysis, Word and PowerPoint documents and PDFs |
| API | Not stated | Platform API for asynchronous spreadsheet jobs, included from the Pro plan |
| Hosting | Cloud, used in the browser | Excel add-in, web app, Windows desktop app and command-line tool; the vendor also offers on-premise deployment |
| Data sources and file types | Excel workbooks with multiple tabs and CSV files; it detects separate tables on the same sheet, even when they sit side by side | The open Excel workbook and any attached files, including filings, PDFs, CSVs and zip archives; the desktop app and CLI can open local files and folders synced from OneDrive, SharePoint, Google Drive, Dropbox and Box, and databases or internal APIs can be reached through MCP connectors. A Google Sheets add-on is also available |
| Charts, tables and summaries | A written answer and a chart for each question; charts can be pinned into a drag-and-drop dashboard layout | Builds and edits workbooks, including dashboards and charts, or answers read-only in Ask mode with summaries and review; other outputs such as documents, presentations and analysis are downloadable from the chat |
| Formulas and code | Not stated | Builds models with linked Excel formulas in the workbook itself; the workspace keeps the code behind a chart, and the desktop Excel mode on Windows can work with VBA and macros |
| Traceability to the source | Clicking a chart shows the tabs and ranges that were read, how many rows were used, the calculation steps and the rows behind each number. The steps are saved and rerun on the next version of the same workbook | On request, or through a skill that writes them, the agent adds a note to a cell naming the source file, the page and the figure; selecting the cell opens the cited document inside the app at that page with the figure highlighted |
| File size and row limits | Not stated | The workspace accepts attached files of any type up to 5 GB; row limits are not stated, and Platform API quotas are given in the live API reference |
| Data handling and privacy | Not stated | The privacy policy describes a "Help improve Shortcut" setting, on by default for individual Pro accounts and Teams members, under which conversations may be retained and used to train models, and states that Enterprise data is never used for model training. The vendor lists SOC 2 Type II, zero-data-retention agreements with model providers, bring-your-own-key encryption, a private LLM gateway and customer-owned storage |
| Export and sharing | Read-only snapshot links that viewers open without logging in; a link stays frozen at the moment it was shared, even if the file changes later. The uploaded workbook stays downloadable | Edits land in the workbook itself, and generated workbooks, documents and decks can be downloaded; projects with shared files can be shared with people or a whole team to view, edit or manage |
| Integrations and API | Not stated | Platform API at api.shortcut.ai: submit a prompt with a workbook and supporting files, get a run ID, poll or receive a signed webhook, and download the resulting .xlsx; MCP connectors in the desktop app, CLI, add-in and web app, and a plugin for Claude Code and Codex |
| Deployment | Browser-based | more entries Cloud (SaaS), Browser-based, On-premise |
| Support | Not stated | Email helpdesk, Community forum |
| Onboarding | Not stated | Documentation and knowledge base, Guided onboarding |
| Company size | Freelancers, Small and mid-sized, Enterprise | Not stated |
| Integrations | Not stated | Microsoft Excel, Google Sheets, Claude Code, Codex |
Adds a column to the table, from the tools in this category.
Row where the values differ The small markers point at the lower number, the longer list or the stated feature. They describe the data, they are not a verdict.
The short version
Every line is one datapoint from the table above, picked automatically. Nothing here is written text.
The trade-offs
Jolene.pro
Strengths
Limitations
Shortcut AI
Strengths
Limitations
Plans
Jolene.pro
Shortcut AI
What users say
Jolene.pro
No reviews yet. Nothing has been published here yet, and no score is shown. How a review is checked before it appears is described below.
Shortcut AI
No reviews yet. Nothing has been published here yet, and no score is shown. How a review is checked before it appears is described below.
Before sending, the author has to confirm three things: that they have used the product themselves, that they work neither for the vendor nor for a competitor, and that nobody is paying them for the review. We also ask whether the vendor invited them to write it. That answer is required, either answer is accepted, and it stays with the review.
Every review is read by a person before it appears. An email address is required and is confirmed: we send a link to it, and a review does not reach us until the author opens that link, so a review has a sender who was reachable at least once rather than being anonymous. Where what somebody writes needs backing, we ask them for evidence that they used the product, and a review that does not get it is not published. We publish positive and negative reviews alike, we pay nothing and offer nothing for a review, and we accept none that was bought or incentivised.
What we cannot do is verify a purchase. There is no shop here and no account, so whether the author really used the tool rests on their own declaration, on whatever we ask them for, and on the plausibility of what they write. We say so rather than implying a check that does not exist.
A vendor cannot buy a review, and cannot have one removed or changed because they dislike it. We remove or edit a review only if it breaks our rules or the law, for example a false statement of fact. Paid placement has no effect on which reviews appear or on any score.
Where this comes from
Jolene.pro https://jolene.pro · checked against the official source on 2026-11-05
Shortcut AI https://www.shortcut.ai/ · checked against the official source on 2026-11-06
This table lists factual criteria taken from information the vendors publish themselves. For how we put it together, see the methodology.