Best for
Best for small teams and agencies that want plain-English answers across connected marketing, sales and warehouse data, kept current as dashboards and alerts.
- Freelancers
- Small and mid-sized
AI Data Analysis Comparison
Better Analyst vs. Shortcut AI
At a glance
At a glance
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.
Full Comparison
| Criterion | Better Analyst | Shortcut AI |
|---|---|---|
| Starting price | Free plan; Pro from 20 US dollars / month Pro is 20 US dollars a month billed yearly (240 US dollars), or 30 US dollars billed monthly. Team is 119 US dollars a month billed yearly, or 149 US dollars billed monthly, for 5 people, plus 12 US dollars a month per extra person on yearly billing or 15 US dollars on monthly billing. Extra AI credits cost 10 US dollars per 1,000. | 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 10 chat messages and 100 AI credits a month, one data source and one AI dashboard, no credit card required | Free plan with 20 credits per week |
| Output | Charts, tables and written analyses in chat, AI dashboards, scheduled reports and alerts by email or Slack | 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; data stored on AWS in the United States | Excel add-in, web app, Windows desktop app and command-line tool; the vendor also offers on-premise deployment |
| Data sources and file types | Uploads of Excel, CSV, TSV and PDF files, plus connectors for Google Analytics, Search Console, Google Ads, Google Sheets, Google Drive, BigQuery, Snowflake, Databricks, PostgreSQL, MySQL, Supabase, SQL Server, Redshift, Airtable, HubSpot, Salesforce, Power BI, Tableau, Dropbox, OneDrive and SharePoint | 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 | Written analyses with charts and tables in chat, dashboards edited by chat or drag and drop, scheduled reports and metric alerts | 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 | Writes and runs SQL or Python for each analysis, and generates Excel and Google Sheets formulas; Excel and Google Sheets add-ons are available | 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 | The vendor states that every answer shows the SQL or Python behind it, and that the calculations and code behind complex transformations can be opened to verify the output | 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 | Maximum file size depends on the plan: 5 MB on Free, 500 MB on Pro, and 1 GB on Team and Enterprise; the documentation names no row limit | 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 | Data is stored on AWS in us-east-2 (Ohio) and encrypted in transit and at rest; analysis code runs in an isolated sandbox per chat. The vendor states it does not train models on customer data and uses AI provider APIs that do not train on data sent through them. Free-plan chats and files inactive for 60 days are deleted | 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 | Charts can be downloaded from chat; chats, charts and dashboards can be shared with named people, behind a password or with an expiry date, and viewers open them with an email code. Data Flows write cleaned data to Google Sheets or a warehouse | 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 | Any REST API can be connected as a data source on paid plans; a Slack agent and one embedded AI chat for your own product are on Team, unlimited embeds on Enterprise | 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), Browser-based | more entries Cloud (SaaS), Browser-based, On-premise |
| Support | Email helpdesk | more entries Email helpdesk, Community forum |
| Onboarding | Documentation and knowledge base | more entries Documentation and knowledge base, Guided onboarding |
| Company size | Freelancers, Small and mid-sized | Not stated |
| Integrations | more entries Google Analytics, Google Search Console, Google Ads, Google Sheets, Google Drive, Google BigQuery, Snowflake, Databricks, PostgreSQL, MySQL, Supabase, Microsoft SQL Server, Amazon Redshift, Airtable, HubSpot, Salesforce, Power BI, Tableau, Dropbox, OneDrive, SharePoint, Slack | Microsoft Excel, Google Sheets, Claude Code, Codex |
Add a tool
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
Key Differences
- Starting price Better Analyst Free plan; Pro from 20 US dollars / month Shortcut AI Free plan; Pro from 100 US dollars / month
- Free trial Better Analyst Free plan with 10 chat messages and 100 AI credits a month, one data source and one AI dashboard, no credit card required Shortcut AI Free plan with 20 credits per week
- Deployment Better Analyst Cloud (SaaS), Browser-based Shortcut AI Cloud (SaaS), Browser-based, On-premise
- Hosting Better Analyst Cloud, used in the browser; data stored on AWS in the United States Shortcut AI Excel add-in, web app, Windows desktop app and command-line tool; the vendor also offers on-premise deployment
- Support Better Analyst Email helpdesk Shortcut AI Email helpdesk, Community forum
Every line is one datapoint from the table above, picked automatically. Nothing here is written text.
The trade-offs
Strengths and Limitations
Better Analyst
Strengths
- Over twenty built-in connectors, from GA4 and Google Ads to Snowflake, BigQuery and Salesforce
- Each answer shows the SQL or Python that produced it
- Chat, charts and dashboards do not use AI credits on paid plans
- Team plan includes 5 people and free dashboard viewers who see only their permitted rows
- Alerts can be previewed against the last 30, 60 or 90 days before they are saved
Limitations
- Free plan is limited to 10 chat messages a month and one data source
- Bulk work such as PDF conversion and row enrichment draws on a monthly credit allowance
- Per-member data access, Projects and the Slack agent need the Team plan
- SSO, SCIM and audit log export need a custom Enterprise contract
- No file size or row limits are published
Shortcut AI
Strengths
- Free plan with 20 credits a week across web, desktop, Excel and Google Sheets
- Cell notes link a figure to the source file and page it came from
- Works inside Excel as an add-in and also without Excel in the browser
- Platform API for unattended spreadsheet jobs from the Pro plan
Limitations
- Every request spends credits, typically 2 to 15 per message by the vendor's figure
- Pro and Teams prices are shown only for annual billing
- Model training on conversations is on by default for Pro and Teams accounts
- The deepest Excel features, including VBA, need the desktop app on Windows
Plans
Pricing
Better Analyst
- Free 0 US dollars 10 chat messages and 100 AI credits a month, one data source, one AI dashboard.
- Pro 20 US dollars / month Billed yearly at 240 US dollars, or 30 US dollars billed monthly. Unlimited chat, data sources and dashboards, 3,000 AI credits a month, for one person.
- Team 119 US dollars / month Billed yearly at 1,428 US dollars, or 149 US dollars billed monthly. 5 people included, 12 US dollars a month per extra person on yearly billing and 15 US dollars on monthly billing, 10,000 shared AI credits a month, free viewers.
- Enterprise Custom Annual contract with SAML SSO, SCIM, audit log export, custom connectors, DPA and SLA.
Shortcut AI
- Free 0 US dollars / month 20 free credits per week; access on web, desktop app, Excel plugin and Google Sheets plugin.
- Pro 100 US dollars / month Billed annually, credits refresh monthly. 1,000 monthly credits, unlimited file creation and edits, Platform API access.
- Teams 320 US dollars / month Plus 100 US dollars per seat per month, billed annually. 1,000 pooled monthly team credits, shared workspace and resources, usage analytics and central billing.
- Enterprise Not stated Custom pricing. Adds SSO and custom permissions, bring-your-own-key and a private gateway, dedicated support, custom contracts and SLAs, and optional unlimited seats or credits.
What users say
Review Scores · opens after launch
Better Analyst
- Ease of use
- Not rated yet
- User interface
- Not rated yet
- Onboarding
- Not rated yet
- Support and service
- Not rated yet
- Value for money
- Not rated yet
- Features
- Not rated yet
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
- Ease of use
- Not rated yet
- User interface
- Not rated yet
- Onboarding
- Not rated yet
- Support and service
- Not rated yet
- Value for money
- Not rated yet
- Features
- Not rated yet
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.
How we check reviews
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
Where this comes from
Better Analyst https://betteranalyst.com · no check date recorded yet
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.