FIN · Use Case Study
Finance Systems
Reconcile, post, and close with policy-aware agents.
Treasury, AP, AR, and the general ledger run as a single governed loop — agents reconcile, draft journal entries, surface variance, and prepare statements for human sign-off.
01 · Baseline
The coordination tax, measured.
Pre-agent metrics captured across finance systems workflows during the Phase 01 read-only observation window.
Reconciliation backlog
$0M
Open items > 30 days
AP exception rate
0%
Routed to manual review
Treasury cash forecast
±0%
14-day variance
02 · Architecture
How the agent core integrates.
Bounded actuation framework wraps every tool. No raw access — typed surfaces, scoped credentials, policy-bound writes.
- 01
Sub-ledger fabric
NetSuite, Oracle, SAP, Kyriba exposed as typed financial tools with policy-bound posting authority.
- 02
Reconciliation agent
Daily three-way match across bank, GL, sub-ledger; drafts adjusting entries, escalates anomalies.
- 03
Cash forecast loop
Reads AR aging, AP schedule, and treasury positions; updates rolling forecast continuously.
03 · Outcomes
Steady-state, after Day 60.
Measured against the Phase 01 baseline. Every number is reconciled by the same audit fabric your CISO already trusts.
Open recon items
$0.0M
−96% vs. baseline
AP exceptions
0.0%
−88% vs. baseline
Forecast variance
±0.0%
14-day rolling
04 · Rollout
60 days. Three milestones.
Reversible at every step — rollback in < 60s.
Phase 01
Days 1–20
Read-only observation
Agent senses, plans, and shadows live traffic. Zero write surface. Baseline metrics captured.
Phase 02
Days 21–45
Supervised execution
Every action drafted by the agent, 1-click human approval, immutable audit trail signed off.
Phase 03
Day 46+
Bounded autonomy
Full Observe → Decide → Execute → Verify loop. HITL retained only on high-risk thresholds.
Governance
Controls shipped with this workflow.
Aligned to OWASP Agentic Top 10 (2026) and ISO 42001.
- SoD enforcement at posting
- Materiality-based HITL
- SOX 404 evidence stream
- Reversible posting with audit
90-minute discovery workshop
Map this study to your FIN stack.
We baseline your workflows, walk the 60-day staircase, and leave you with a deployment plan — not a pitch deck.