Case Study

KEYSTONE (Finance AI Room)

About This Project

Client Snapshot The Client is a $50M wholesale distributor with 200 employees. Its six-person finance team was responsible for month-end

keystone-the finance ai room

Client Snapshot

The Client is a $50M wholesale distributor with 200 employees. Its six-person finance team was responsible for month-end close, compliance, forecasting, and cash flow management. Despite strong growth, the finance department struggled with manual processes and delayed reporting that slowed executive decisions.

The Challenge

Closing the books took nearly two weeks every month, requiring late nights and weekend work from the finance team. Errors from manual reconciliations delayed reporting, and executives lacked timely visibility into cash flow. When auditors arrived, missing or inconsistent documentation created additional work, straining both staff and external relationships.

Leadership worried that as the company scaled, the finance team would not be able to keep up. Missed insights into cash flow risked operational disruptions, and compliance concerns threatened credibility with lenders and partners.

The breaking point came when an audit revealed documentation gaps that delayed the process and nearly resulted in a penalty.

The Solution

BA3® AI deployed KEYSTONE, the Finance AI Room. The initial deployment was completed in under two weeks, with a full rollout over 90 days. KEYSTONE was tailored to the distributor’s workflows, integrating with QuickBooks, Excel, and bank feeds.

Delivered as an all-inclusive package, KEYSTONE combined software, managed services, 20 hours of monthly AI consulting, and continuous enhancements. Key capabilities included:

  • Automated reconciliations across accounts, bank feeds, and subledgers.
  • Variance analysis and anomaly detection to highlight risks.
  • Audit-ready documentation generated automatically.
  • Cash flow dashboards updated in real time for executives.

Implementation Journey

KEYSTONE was rolled out in four agile sprints:

  1. Sprint 1 (Weeks 1–2): Integrated QuickBooks and ingested historical financials.
  2. Sprint 2 (Weeks 3–4): Automated reconciliations and account matching.
  3. Sprint 3 (Weeks 5–6): Built variance reporting and anomaly detection.
  4. Sprint 4 (Weeks 7–8): Delivered audit templates and executive dashboards.
The CFO prioritized reconciliation automation to reduce close times. BA3® AI’s managed services team supported adoption with finance team training and regular enhancement cycles.

The Results & Benefits

Within six months, KEYSTONE delivered measurable improvements to finance operations:

Metric Before KEYSTONE After KEYSTONE Impact
Close time
12 days
5 days
60% faster
Reconciliation errors
Frequent
-95%
Accuracy improved
Finance team productivity
Flat
+30%
More capacity
Cash flow visibility
Delayed
Real-time
Faster decisions

Beyond the numbers, executives gained confidence in financial reporting, and auditors noted the improved organization of records. The finance team reported lower stress and more time for strategic analysis.

Testimonial

“Closing used to take weeks and left us exhausted. Now it takes days, and the numbers are reliable. KEYSTONE gave us confidence in our reporting and freed time to focus on strategy instead of scrambling.” – CFO at a Private Equity Firm

Looking Ahead

The company plans to expand KEYSTONE with:

  • Predictive cash flow modeling to anticipate liquidity needs.
  • ERP purchasing integration for real-time spend visibility.
  • Enhanced compliance reporting for future SOC1 and SOC2 readiness.

With monthly enhancements included, KEYSTONE will continue to grow with the company and support financial resilience.

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