Last updated: October 27, 2026

Key takeaways

• Choose planning and reporting software by testing reliability, not by comparing feature lists: do the numbers reconcile, can finance change the logic, and can you trace every figure and AI answer to its source?

• Use eight criteria: source connections, one governed plan, finance ownership, AI governance, reporting, spreadsheet connectivity, multi-entity needs, and a clear implementation plan.

• Ask every vendor to run the same live scenario, then score what you see.

• Agents are fine when the boundary is clear: agents propose, the planning engine calculates, and finance approves every change to reported figures.

Abacum is the AI-native business planning platform for scaling enterprises. It brings all your data, business logic and business context into one governed place. We wrote this checklist from the questions finance leaders ask us when they run a software evaluation.

Who needs planning and reporting automation

If your team spends more time preparing numbers than discussing them, automation is worth evaluating. Common triggers are multiple versions of the same model, budget owners who send inputs by email, reports rebuilt each month, and a plan that only one or two people can change. Before you talk to vendors, decide which workflows you want to fix first. Our guide on what to automate first in FP&A can help.

The buyer's checklist

1. Source connections

Your platform is only as current as its connections. Check which systems connect automatically (ERP, CRM, HRIS, billing), how often data refreshes, and what you see when a connection fails. Ask for the full integration count and how connections are maintained. Abacum offers 700+ integrations, plus native, automated connections to your core systems.

2. One governed plan

Finance, reporting, and budgeting should run on one source of truth, so every team works from the same numbers and every version reconciles. Ask the vendor to change a driver and show the plan, the report, and the commentary update together.

3. Finance ownership

Ask what a finance user can change without IT, a consultant, or a specialist admin. Some platforms are flexible modeling environments where your team or an implementation partner designs and keeps models running. Confirm who will own the model after go-live. Abacum is built to be run by finance, with no added load on IT.

4. AI governance and auditability

AI is only as good as the data and context beneath it. Ask for these tests:

• Trace it. Show me an AI answer and link it to source data, assumptions, and the action that produced it.

• Scope it. How are AI actions limited and logged?

• Approve it. Who approves a change to a reported figure? Agents propose, the planning engine calculates, and finance approves.

• Use it where I work. Can I ask from the tools my team already uses and still get answers from the governed source, within each user's permissions? In Abacum, you can ask from Claude, ChatGPT or Abacum.

5. Reporting

Look for report templates that refresh when the plan changes, and AI-drafted variance commentary that your team can review and edit before it reaches the board pack. Ask how reviewed figures are locked once presented. Read more about financial reporting automation features and automated financial reporting.

6. Spreadsheet connectivity

Your team will keep using Excel and Google Sheets. Ask exactly how a budget or forecast comes in and how platform work goes out. In Abacum, you can import a budget or forecast as a version, or export platform work to a spreadsheet.

7. Multi-entity needs

If you have several entities or currencies, ask how entities roll up and how currency translates. Abacum does multi-entity roll-ups with FX translation at the rates you set, so every entity reports into one plan. See best integrated financial planning software.

8. A clear implementation plan

Ask for a written plan with named owners, milestones, and who from the vendor is on your project. Avoid choosing on a single headline number, because timelines depend on data complexity, entity count, and workflows. Abacum implementation runs six to nine weeks depending on those factors, guided by our in-house FP&A experts rather than consultants.

The live scenario to give every vendor

Give each vendor the same scenario so you compare like for like:

1. Connect two source systems and show current actuals.

2. Change a hiring assumption and a revenue driver. Show the effect on the plan, the P&L, and the report.

3. Show AI drafting the variance explanation, then edit it and approve it.

4. Trace one AI answer to its source data and assumptions.

5. Import a budget from a spreadsheet as a version and export a view back out.

6. Show who approves the final number.

A scorecard you can copy

Where AI Modeler fits in an evaluation

If modeling currently lives with one person on your team, test it directly. With Abacum's AI Modeler, you describe the model you need in plain language, or bring the spreadsheet you already built, and get a working model in minutes. Models are built to evolve, so you can add a product line or new variables by asking, even in models you inherited. Every model explains itself: ask what drives it, line by line, before the board meeting. The agent proposes, the engine calculates, and you approve. Nothing saves until you approve. AI Modeler is included with the platform: no credits, no meter, no hidden fees.

For more help, see how to choose FP&A automation software and the most reliable financial planning platforms for reducing manual work.

Ready to see Abacum in action? Request a personalized demo

See it in action

Bring a planning scenario, your input table layout and entity structure, and the reports your leadership team expects, and we'll build a model around them in the call. See Abacum in action.