Anthropic recently said something that caught our attention – when using AI for financial analysis, you need to verify everything but why is so much verification is needed in the first place?
Many finance teams are experimenting with AI using spreadsheets, CSV exports and disconnected reports. The AI can only work with what it’s given. If an entity is missing, a currency hasn’t been converted, an elimination hasn’t been applied, or the wrong reporting period has been used, the answer may look convincing while still be wrong.
The challenge is the data underneath it.
Built on connected data
This is where Joiin Intelligence is different.
Instead of exporting data into an AI tool and hoping everything is included, Joiin starts with connected financial data. Data flows directly from Xero, QuickBooks, Sage, spreadsheets and other sources into Joiin, where entities, currencies, eliminations, reporting periods and chart of accounts mappings are already in place before AI gets involved.
When you ask Joiin Intelligence a question, it’s working from the same live, consolidated data used in your reports, dashboards and report packs. The AI isn’t generating the numbers, it’s helping you understand them.
A different kind of verification
Professional judgement is key. Finance teams should always challenge outputs, apply context and sense-check conclusions.
Without a structured reporting layer, verification often means checking both the inputs and the outputs.
- Did I include every entity?
- Are the currencies correct?
- Have eliminations been applied?
- Is this the right reporting period?
- Did the export include everything?
With Joiin, much of that work has already been addressed within the reporting and consolidation layer before the AI starts analysing the data.
Finance teams still need to validate outputs, apply context and challenge conclusions. The difference is what is being validated. Instead of spending time checking exports, spreadsheets and disconnected data sources, more attention can be focused on the analysis itself and what it means for the business.
- Does the analysis reflect what’s happening in the business?
- Is there context the AI doesn’t have?
- Does the commentary align with what you’re seeing operationally?
Why Joiin for AI-First Financial Reporting?
Joiin was built as a reporting and consolidation platform first. Multi-entity structures, currencies, eliminations, governance and reporting logic were already in place long before Joiin Intelligence was introduced. The AI works from the same live, structured data already powering reports, dashboards and report packs, rather than data that has been manually exported, uploaded or copied into a prompt.
If you’re evaluating AI for finance, don’t just ask how good the model is. Ask what it’s working from. The quality of the answer will always depend on the quality of the data behind it.
Ready to see Joiin Intelligence in action?
Start a free 14-day trial with unlimited users, unlimited reports and no credit card required, or explore Joiin Intelligence to see how reporting, consolidation and AI-driven insights work together in one platform.
