Best AI tools for financial analysts and modeling in 2026: in Excel, not instead of it
The AI modeling tools worth paying for work inside the spreadsheet you already use, show every cell they touched and wait for you to accept the change. Claude for Excel is the best starting point for an individual analyst: real formulas across tabs, changes highlighted, included in the $17 a month Pro plan. The rest covers a finance agent with a free tier, the Copilot option, the data layer, the standards add-in and the platform the banks are buying.
Key takeaways
- Reviewable changes are the whole game. A tool that highlights edited cells, keeps your formula structure and does not save until you approve can be trusted with a live model. A tool that returns a new file cannot.
- The price range is wide for a reason. A general assistant inside Excel is $17 to $25 a month per user; a dedicated finance agent is $100 a month; the institutional platforms do not publish prices because they sell to firms, not analysts.
- The model is only as good as the inputs, and the inputs are a separate purchase. Fiscal.ai at $39 a month puts filings-grade financials into Claude, ChatGPT or a spreadsheet; without something like it, the assistant is typing numbers from memory.
- Formatting and checking are still a product. Macabacus has sold modeling and formatting discipline to banks for years, and at $200 a year it is still the cheapest way to make an AI-built model look and behave like a house model.
- Vendor benchmarks are marketing. Shortcut publishes a test showing it beating Claude for Excel and Copilot; it wrote the test. Run your own model through two tools for a week before you commit a team.
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What an AI financial modeling tool actually is (and what it is not)
An AI financial modeling tool is an assistant that reads a spreadsheet the way an analyst does, as a structure of inputs, calculations and outputs, and can act on it: explain what a cell does, change an assumption without breaking the chain, add a scenario, extend a forecast, audit for hard-codes and errors, and build a three-statement, DCF or LBO model from a brief. The best ones live in Excel as an add-in or a side panel and show their work as highlighted cells rather than as prose.
The category has four layers. General assistants in the spreadsheet (Claude for Excel, Microsoft 365 Copilot) are the frontier models with an Excel interface. Dedicated finance agents (Shortcut, Endex) are built for modeling tasks specifically and tuned on them. Data layers (Fiscal.ai, Daloopa) are not modeling tools at all but supply the reported numbers a model needs. Institutional platforms (Rogo, Hebbia) wrap all of this in the security, integrations and audit trail a bank or fund requires, and are bought by the firm.
What none of them are: a replacement for understanding the model. An assistant that builds an LBO in four minutes will also build a wrong one in four minutes, and the error will be a plausible-looking formula three tabs deep. The analyst's job shifts from typing to reviewing; it does not go away. Our checklist for that is in the Copilot month-end guide and applies to every tool here.
How we ranked these tools
Five criteria, all checkable on the vendor's own pages or in a free trial. We did not rank on vendor-run benchmarks, funding rounds or logo walls.
- Works inside Excel. Add-in or side panel in Excel (and Google Sheets where relevant), reading and writing real formulas, rather than a separate chat window.
- Reviewable changes. Does it highlight the cells it changed, preserve formula structure and wait for approval before saving?
- Where the numbers come from. Can it pull reported financials from a licensed source, or does it rely on what you paste in and what the model remembers?
- Price per analyst. Monthly or annual list price for one user, from the pricing page on the updated date, and whether there is a free tier to test on your own model.
- Fits the desk. Office and Google integration, data connectors, admin controls, and whether an individual can buy it without a procurement process.
The best AI tools for financial analysts and modeling in 2026
Six tools, in order. Each entry says what it is best for, what it costs, how it shows its changes and who should skip it.
1. Claude for Excel, best for an individual analyst: builds and updates models in Excel, every change highlighted, included in Pro
- Price
- Pro $17/mo annual or $20 monthly; Max from $100/mo; included in Team and Enterprise
- Works inside
- Excel, PowerPoint, Word, Outlook
- Reviewable changes
- Highlighted cells; nothing saved until approved
- Data
- Your workbook and files; connectors (Fiscal.ai and others)
Claude for Excel is part of Claude for Microsoft 365, an add-in that puts Claude inside Excel, PowerPoint, Word and Outlook. In Excel it can explain any cell, update assumptions without breaking formulas and build a model from scratch, writing real formulas across multiple tabs from a brief in a Word document. Edits show up as highlighted cells and nothing is saved until you accept, which is the behaviour that makes it usable on a model other people depend on.
It is included in the individual plans: Claude Pro is $17 a month with annual billing ($200 up front) or $20 monthly, and Max, for people who use it all day, starts at $100 a month with 5x or 20x the usage. Team and Enterprise plans add SSO and admin controls. Anthropic's own customer quotes for the Excel product come from investment and consulting teams building and pressure-testing coverage models, which is the use case it fits best.
The limit is data. Claude knows what is in your workbook and what you give it; for reported financials it needs a connector, and the Fiscal.ai connector below is the one to add. The pre-market analyst, 10-K and one-page memo prompts in our library were written for Claude and transfer directly into this workflow.
Best suited for: Analysts and PMs who build their own models and want the assistant inside Excel for the price of a Pro plan. Skip it if your firm blocks third-party add-ins; see Copilot.
Claude for Excel website →Prompt #003: Your pre-market analyst →Prompt #009: What changed in the 10-K →Prompt #014: Turn a messy analysis into a one-page memo →
2. Shortcut, best dedicated finance agent, with a free tier and Google Sheets support
- Price
- Free (20 credits/week); Pro $100/mo annual ($125 monthly); Teams $320/mo + $100/seat
- Works inside
- Excel, Google Sheets, web, desktop
- Reviewable changes
- Edits in your file; traces figures to source documents
- Benchmarks
- Vendor-run; treat accordingly
Shortcut is a finance-specific agent that runs on the web, as a desktop app and as plugins for Excel and Google Sheets. It builds detailed models, traces figures back to source files and produces the PowerPoint output, and it is aimed squarely at hedge funds, private equity, banks, FP&A teams and advisory firms. The Google Sheets plugin is a real differentiator for smaller shops and for anyone who left Excel.
Pricing is credit-based. Free includes 20 credits a week across all surfaces, which is enough to run your own model through it. Pro is $100 a month billed annually ($125 monthly) for 1,000 monthly credits, unlimited file creation and edits and API access. Teams is $320 a month plus $100 per seat, billed annually, with pooled credits and a shared workspace; Enterprise is quoted.
Shortcut publishes a benchmark of 20 finance tasks in which it scores above Claude for Excel and Microsoft Copilot, and a cost-per-task comparison in its favour. It ran both tests itself. We note them because they tell you what the product is optimised for; we did not rank on them. Use the free tier and your own model instead.
Best suited for: Analysts who want an agent tuned for modeling tasks, and anyone on Google Sheets. Skip it if $100 a month is more than the modeling you do.
3. Microsoft 365 Copilot, best if your firm is standardised on Microsoft and will not allow another add-in
- Price
- Copilot Business add-on $18/user/mo annual (list $21) or $25.20 monthly; bundles from $23.50
- Works inside
- Excel, Word, PowerPoint, Outlook, Teams
- Reviewable changes
- Edits in place; less explicit change highlighting
- Governance
- Inherits Microsoft 365 permissions and admin controls
Copilot in Excel is Microsoft's own assistant, and for a lot of finance teams it is the only AI the IT department will approve. It analyses tables, writes and explains formulas, adds columns, builds charts and runs Python inside the workbook, and it reaches into the rest of Microsoft 365: the Teams thread where the numbers were discussed, the Outlook message with the brief, the SharePoint folder with last quarter's file.
Microsoft 365 Copilot Business is sold as an add-on to an existing Microsoft 365 business plan at $18 per user a month paid yearly (listed as a promotional reduction from $21) or $25.20 monthly; bundles that include the apps plus Copilot are listed at $23.50 and $32 per user a month paid yearly. Enterprise pricing is separate. The business tiers cap at 300 users.
It sits third on our criteria because its change-tracking is less explicit than Claude for Excel's highlighted cells and it requires a Microsoft 365 business plan underneath. Its advantages are governance and reach: it is already inside the tenant, it inherits your permissions, and it is the tool the whole team can be given tomorrow. Our month-end close guide is built on it for exactly that reason.
Best suited for: Finance teams inside a Microsoft tenant that need one approved AI across Excel, Teams and Outlook. Skip it if you are an individual who can choose; Claude for Excel is cheaper and more explicit about what it changed.
Microsoft 365 Copilot website →Guide: Month-end close with Copilot in Excel →Prompt #013: Variance commentary in your house style →
4. Fiscal.ai, best data layer: filings-grade financials into Claude, ChatGPT or a spreadsheet
- Price
- Pro $39/mo annual ($49 monthly); Max $79/mo annual ($99 monthly)
- Coverage
- 100,000+ companies, ETFs and funds; 20+ years on Max
- Into your model via
- MCP connector (Claude, ChatGPT), API, export on Max
- Not covered
- Private companies, macro, non-filing data
Fiscal.ai is not a modeling tool; it is what the modeling tool should be reading from. It covers 100,000+ public companies, ETFs and funds with figures extracted from filings as they are published, and makes them available three ways: its own web terminal, an MCP connector for Claude and ChatGPT, and an API. The connector is the piece that matters here, because it means 'pull the last 20 quarters of segment revenue for these three companies' becomes a sentence rather than an afternoon.
Pro is $39 a month billed annually ($49 monthly) with 15 years of annual and 20 quarters of history. Max is $79 a month billed annually ($99 monthly), extends to 20+ years and 40+ quarters, adds unlimited dashboards and events, and is the tier with data export, which is the one a modeler needs. The company supplies data to Perplexity Finance and Google Finance and announced a $10 million Series A led by Portage Ventures.
It is equities fundamentals only. For private company data, macro series or anything not in a filing, you are back to your own sources. Daloopa plays a similar role at the institutional end, with analyst-verified datasheets that drop straight into models, but it does not publish pricing.
Best suited for: Anyone building public-equity models who wants reported numbers in the assistant and in the sheet. Skip it if your models are private-company or macro.
5. Macabacus, best for making AI-built models meet a house standard: formatting, checks and consistency
- Price
- Basic $200/yr; Professional $360/yr; Enterprise quoted
- Works inside
- Excel, PowerPoint, Word
- Strength
- Model Check, formatting, tracing, linked Excel-to-PowerPoint
- AI
- Writing Assistant and Deck Check on Enterprise
Macabacus is the Excel, PowerPoint and Word add-in that banks and PE firms have used for years to enforce modeling discipline: keyboard shortcuts, formatting and modeling tools, formula tracing, workbook optimisation, Model Check, chart add-ons and linked Excel-to-PowerPoint output that updates when the model does. In 2026 that matters more, not less, because the models arriving on your desk were partly written by an assistant and need to be brought up to the house standard.
Basic is $200 a year per licence for individuals; Professional, the popular tier, is $360 a year and adds brand compliance, shared libraries and collaboration features; Enterprise is quoted and adds unlimited libraries and admins, templated tombstones and the AI Writing Assistant and Deck Check features. Each licence covers two Windows user accounts.
It is the least 'AI' entry on the list and it is here on purpose. An assistant can build the model; Macabacus is how you check it, format it and get it into a deck without the links breaking. The two together are a better analyst than either alone.
Best suited for: Anyone whose models go into decks and in front of clients or committees. Skip it if you never leave the spreadsheet.
6. Rogo, best institutional platform: the one the banks and funds are buying
- Price
- Not published; sold to firms
- Works inside
- Excel, PowerPoint and the firm's systems (OneDrive, DealCloud, Salesforce and others)
- Scale
- 450+ institutions, 60K users (vendor figures)
- Security
- SOC 2 Type II, ISO 27001, ISO 42001
Rogo is an AI platform built for investment banks, private equity and asset managers, running on the firm's own documents, data and systems. Its site cites 450+ institutions, 60,000 bankers and investors as users and 200,000 daily queries, and the product runs 'hundreds of purpose-built financial agents' across workflows: reviewing an LBO model in OneDrive, checking relationship notes in DealCloud, pulling from Salesforce, producing the sheet and the deck. It announced a $160 million Series D in April 2026.
There is no public pricing and no individual plan; it is bought by the firm and deployed inside its security perimeter, with SOC 2 Type II, ISO 27001 and ISO 42001 listed. That is the point: the integrations, audit trail and data controls are what an institution is paying for, and they are what an individual's Claude subscription cannot provide.
It is last on the list only because an individual analyst cannot buy it. If you work at a firm that is evaluating platforms, Rogo and Hebbia are the two names that come up, and Endex is the agent-first alternative that works through Outlook and Teams. Ask any of them for the same thing: a model you built, changed by their agent, with every edit visible.
Best suited for: Firms deploying AI to a whole analyst class with institutional controls. Skip it if you are buying for yourself.
Side-by-side comparison
List prices per user from each vendor's pricing page on the updated date. 'Reviewable' means edits are highlighted in place and held for approval.
| Tool | Best for | Works inside | Price | Free tier | Reviewable changes | Data source |
|---|---|---|---|---|---|---|
| Claude for Excel | Individual analyst, build and update models | Excel, Word, PowerPoint, Outlook | $17–20/mo (Pro) | Limited | Yes, highlighted cells | Your files + connectors |
| Shortcut | Dedicated finance agent | Excel, Google Sheets, web | $100/mo annual | 20 credits/week | In file, traces to source | Your files |
| Microsoft 365 Copilot | Microsoft-standard firms | Excel, Teams, Outlook, Word | $18–25.20/user/mo add-on | No | Partial | Your tenant |
| Fiscal.ai | Reported financials into the model | Claude, ChatGPT, API, export | $39/mo annual | Yes, with trial | n/a | Own dataset from filings |
| Macabacus | Standards, checks, decks | Excel, PowerPoint, Word | $200/yr | No | n/a | n/a |
| Rogo | Institutional deployment | Excel, PowerPoint, firm systems | Not published | No | Yes (firm-configured) | Firm data + integrations |
Which tool fits your desk
| If you are | Start with | Add later | Why |
|---|---|---|---|
| An individual analyst or PM building your own models | Claude Pro with Claude for Excel | Fiscal.ai Pro connector | Reviewable edits in Excel for $17; reported numbers for $39 more. |
| A small shop on Google Sheets | Shortcut free tier | Shortcut Pro | The only serious finance agent with a Sheets plugin. |
| A finance team inside a Microsoft tenant | Microsoft 365 Copilot Business | Macabacus Professional for standards | The AI IT will approve, plus discipline on the output. |
| A sell-side or buy-side analyst with a coverage model | Claude for Excel + Fiscal.ai Max | Macabacus Basic | Build and update with reported data, export to the sheet, check and format. |
| A banker whose models go into decks | Macabacus Professional | Claude for Excel | Linked Excel-to-PowerPoint first; the assistant second. |
| A firm evaluating a platform for every analyst | Rogo or Hebbia demo | Endex for agent-first workflows | Institutional controls and integrations an individual plan cannot offer. |
What the workflow looks like
The Copilot month-end guide below is the closest thing on this site to a modeling walkthrough: reconcile two lists and explain the breaks, draft variance commentary in your house style, turn the analysis into a one-page memo. Swap Copilot for Claude for Excel and the steps are identical; the prompts linked from it were written to transfer.
The habit to build is the same with every tool: ask for the change, read the highlighted cells before you accept, and keep a version from before the assistant touched the file. The assistant is fast; the review is still yours.
Frequently asked questions
- What is the best AI tool for financial modeling?
- For an individual, Claude for Excel: it builds and updates models with real formulas inside Excel, highlights every change and is included in the $17 to $20 a month Pro plan. For a dedicated agent with a free tier and Google Sheets support, Shortcut. For a firm standardised on Microsoft, Copilot.
- Can AI build a DCF or LBO model?
- Yes, from a brief, in Claude for Excel, Shortcut, Copilot and the institutional platforms. It will also build a wrong one convincingly, so review the highlighted cells, trace the key formulas and check the inputs against a licensed source before you use it.
- Is Copilot in Excel good for financial modeling?
- It is adequate for analysis, formulas and charts and strong on governance, since it inherits your Microsoft 365 permissions. Its change tracking is less explicit than Claude for Excel's and it needs a Microsoft 365 business plan underneath, which is why it ranks third here despite being the most widely deployable.
- How much do AI financial modeling tools cost?
- From $17 a month (Claude Pro) to $100 a month (Shortcut Pro) per analyst, plus $39 a month if you add Fiscal.ai for reported data and $200 a year for Macabacus. Institutional platforms such as Rogo and Hebbia do not publish prices.
- How do I get reported financials into an AI-built model?
- Through a data connector. Fiscal.ai offers an MCP connector for Claude and ChatGPT and export on its Max plan; Daloopa serves the same need at the institutional end. Without one, the assistant is working from what you paste in.
- Will AI replace financial analysts?
- It is replacing the typing, not the judgement. The analyst's job is shifting to specifying the model, reviewing the changes and defending the assumptions, which is the part that was always worth paying for.
- Is it safe to let an AI edit a live model?
- Only with reviewable changes: highlighted cells, preserved formula structure and no save until you approve. Claude for Excel is built that way; keep a pre-edit version regardless, and never let an assistant work on the only copy.
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Prices and plan details are taken from each vendor's own pages on the updated date and change without notice. This is an editorial shortlist, not a tested configuration and not financial advice. We have no paid relationship with any tool on this page.