Best for
Best for individuals and small teams who want charts, reports and slides from spreadsheets or a SQL database by asking questions in plain language.
AI Data Analysis Comparison
At a glance
Best for
Best for individuals and small teams who want charts, reports and slides from spreadsheets or a SQL database by asking questions in plain language.
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 | Powerdrill | Shortcut AI |
|---|---|---|
| Starting price | Free plan; Pro from 199 US dollars / year Pro is billed annually; the pricing page shows 159.20 US dollars for the first year, then 199 US dollars a year, about 16.58 US dollars a month. A price for monthly billing is not shown. | 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 1,000 credits refreshed daily and 1 scheduled task | Free plan with 20 credits per week |
| Output | Charts, maps, insights and summaries, plus generated reports, slides, documents, sheets and images | Edited or newly built Excel workbooks with working formulas and charts, plus written analysis, Word and PowerPoint documents and PDFs |
| API | REST API for datasets, data sources, file uploads, sessions and jobs | Platform API for asynchronous spreadsheet jobs, included from the Pro plan |
| Hosting | Web app | Excel add-in, web app, Windows desktop app and command-line tool; the vendor also offers on-premise deployment |
| Data sources and file types | CSV, TSV and Excel files, up to 10 per upload, and MySQL and PostgreSQL databases through a read-only user; the API also accepts PDF, Word, PowerPoint, Markdown, JSON and plain text files as data sources | 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 | Charts and maps generated from raw data, insights and summaries, and reports, slides, documents and sheets built from an analysis | 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 | The documentation describes code generation for data analysis and says Powerdrill is designed to work with Python and SQL; whether the web app shows the generated code is 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 | Through the API, an answer streams the analysis code as a separate block, and a sources block names the data source file, its dataset and the chunk used with its location in the source file | 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 | Up to 10 files can be uploaded at a time; file size and row limits are not stated on the pricing page or in the documentation | 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 | The pricing page shows GDPR, ISO 27001, ISO 20000 and SOC 2 Type 2 badges. The privacy notice names Datacloud as data controller and refers to Singapore's Personal Data Protection Act; it does not state where data is stored | 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 | Generated presentations download as PowerPoint files, and the vendor names export of results to PPT, images and Notion. Datasets can be shared by email or invitation link, optionally with a token, for one day, one week or permanently; invitees can ask questions about a shared dataset but cannot view its content | 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 | REST API (v2) to create datasets and data sources, upload local files including multipart uploads, and run sessions and jobs, with streaming responses | 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 | Cloud (SaaS) | more entries Cloud (SaaS), Browser-based, On-premise |
| Support | Not stated | Email helpdesk, Community forum |
| Onboarding | Documentation and knowledge base | more entries Documentation and knowledge base, Guided onboarding |
| Integrations | MySQL, PostgreSQL, Notion | more entries 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
Powerdrill
Strengths
Limitations
Shortcut AI
Strengths
Limitations
Plans
Powerdrill
Shortcut AI
What users say
Powerdrill
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
Powerdrill https://powerdrill.ai/ · checked against the official source on 2026-11-06
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.