AI Can Reason.
Make It Execute.

StackBase Systems is the missing execution layer that connects AI agents directly to legacy enterprise systems — safely, at scale, without rewriting a single line of production code.

StackBase Systems · execution plane · prod
All systems operational
Overview
Observe
Generate
Validate
Deploy
Audit Log
2,341
Executions Today
+18% ↑
100%
Parity Match
Stable ✓
3.8s
Avg Execution
−0.4s ↓
0
Human Steps
Fully Auto
Execution Volume — Last 24h
DONE trade_settlement · TRD-00881A · Deutsche Bank 2s ago
RUN risk_approval · RISK-443 · JPMorgan EMEA 8s ago
DONE reconciliation · REC-219 · Barclays Ops 14s ago

Trusted by the world's most regulated enterprises

Goldman Sachs Deutsche Bank JPMorgan Chase Barclays HSBC BNP Paribas Citi Group Morgan Stanley UBS Group Standard Chartered Goldman Sachs Deutsche Bank JPMorgan Chase Barclays HSBC BNP Paribas Citi Group Morgan Stanley UBS Group Standard Chartered
The Platform

One platform.
Every workflow.

Legacy systems hold your most valuable workflows hostage. StackBase Systems unlocks them for AI — without risk, without rewrites, without months of engineering.

Observe Any System

Automatically capture the full business logic of any legacy application — Java, .NET, SAP, Temenos — without touching source code or APIs.

22 steps captured per workflow, on average

Execute at Machine Speed

Generate callable AI tools from observed workflows. Agents execute the same tasks humans did — in seconds, at any scale, with zero manual steps.

3.8s average end-to-end execution time

Compliance by Design

Every agent action is role-scoped, logged immutably, and exportable for EMIR and MiFID. Deploy on-prem or VPC — your data never leaves.

100% parity match before any go-live
🏦
Enterprise App
Temenos T24
StackBase Systems
Observe → Generate
🤖
AI Agent
Trade Ops v2
01
Observe
02
Generate
03
Validate
04
Deploy
How It Works

Four steps.
Zero code changes.

StackBase Systems connects to your existing running systems and maps them completely — no APIs required, no modifications to production, no regression risk.

  • Connect to Java, .NET, SAP, Temenos, Guidewire — any system with a UI layer
  • Auto-generates MCP-compatible tool wrappers for every workflow
  • Proves parity across 2,000+ parallel runs before go-live
  • Agents take on role-scoped identities with full audit trails
See a live demo →
Execution Control Plane

Every action logged.
Every invariant enforced.

StackBase Systems execute — trade_settlement — prod
LIVE
StackBase Systems execute --workflow=trade_settlement --agent=trade_ops_v2 --env=prod
[OBSERVE] Temenos T24 · Captured 22 steps · 6 validations · 3 approval gates
[GENERATE] MCP tool: tools/trade_settlement_v4 · 0 production files touched
[VALIDATE] Parity regression: 100% match (n=2,341) · 0 invariant violations
[RBAC] Agent: trade_ops_agent · Role: settlements_exec · Scope: EMEA
[EXECUTE] TRD-00881A · Deutsche Bank AG · USD/EUR 1.0821
↳ 6/22 Pre-settlement: nostro balance sufficient
↳ 12/22 Risk check: NONE · Limit utilisation 34%
↳ 18/22 EMIR regulatory reporting: submitted
↳ 22/22 SWIFT MT103 dispatched · Settlement confirmed
✓ DONE
3.8sExecution
100%Parity
6/6Invariants
0Human Steps
Use Cases

Built for the workflows
that can't afford to fail.

Fully automated trade settlement

From pre-settlement checks to SWIFT dispatch — AI agents book, settle, and reconcile trades across Temenos T24, Murex, and Bloomberg with zero human steps.

  • Trade booking & confirmation
  • Pre-settlement balance checks
  • SWIFT MT103/202 dispatch
  • Reconciliation & break resolution
10×
Faster than human ops
$2M+
Saved per year per desk
DONE TRD-00881A
SystemTemenos T24
Steps22/22 ✓
Time3.8s
RUN TRD-00882B
SystemMurex MX.3
Steps14/22 …

AI-driven risk approval workflows

Route and approve risk breaches, margin calls, and limit exceptions through role-scoped AI agents that mirror the exact approval chains your risk managers use.

  • Real-time limit monitoring & breach detection
  • Escalation workflow automation
  • Margin call processing
  • VaR reporting & P&L attribution
85%
Reduction in manual approvals
<1s
Risk decision latency
APPROVED RISK-443
TypeLimit Breach
DecisionAuto-approved ✓
Latency0.6s

Regulatory reporting on autopilot

From EMIR to MiFID II — agents extract, format, and submit regulatory filings from your existing operations systems with perfect accuracy and full audit trails.

  • EMIR trade reporting to DTCC/REGIS-TR
  • MiFID II transaction reporting
  • SFTR securities financing
  • On-prem / VPC — zero data egress
0
Missed reporting deadlines
100%
Audit trail completeness
SUBMITTED EMIR-7441
RegimeEMIR Refit
TRDTCC → submitted
DeadlineT+1 ✓ on time

Finance & treasury automation

Automate month-end close, nostro reconciliation, and intercompany settlements. Agents handle the entire workflow end-to-end — from SAP to ledger posting.

  • Month-end close & reconciliation
  • Nostro/vostro position management
  • Intercompany settlements
  • Ledger posting & AP/AR automation
4 days
Faster month-end close
$1M+
Annual FTE savings
CLOSED ME-FEB-2025
SystemSAP S/4HANA
Postings1,422 ✓
Duration14 min (was 4 days)
Infrastructure

Serious infrastructure.
Zero production risk.

StackBase Systems is built from the ground up for regulated environments. Grounded in published technical research from Columbia University.

Legacy Compatible
Java, .NET, SAP, Temenos, Guidewire. Any system with a UI layer. No APIs required.
Full Auditability
Every execution logged, immutable, exportable for EMIR, MiFID, and internal audit.
On-Prem / VPC Deployment
Your data never leaves your environment. GSIB-ready, no cloud dependency required.
8-Week Pilot to Production
One workflow. Prove ROI. Expand across divisions without a transformation programme.
DEPLOY MODE
ON-PREM
StackBase Systems Control Plane
Observe Engine
Tool Registry
Validation Suite
RBAC & Audit
Your Infrastructure
Temenos T24
SAP S/4HANA
Custom Java
Murex
0×
Faster than manual operations
Measured across trade settlement workflows in live pilots
0%
Parity before every deployment
Parallel validation across 2,000+ execution runs minimum
0
Production code changes required
StackBase Systems wraps — never modifies — your existing systems
0wk
Pilot to production
From first conversation to live AI agents executing in prod
Go-to-Market

Start with one workflow.
Expand across the enterprise.

01
Land · Controlled Pilot
8–12 weeks · 1–2 workflows · $250K

Prove AI execution in a live, regulated environment with a single high-impact workflow. ~30 GSIB and Tier-1 banks in scope.

02
Expand · Enterprise License
Year 1 · 5–20 workflows · ~$1M ARR

Expand across ops, risk, treasury, settlements. 3-year platform contracts embedded across divisions.

03
Scale · Critical Infrastructure
20+ workflows · $2M–$5M ARR

Once AI workflows depend on StackBase Systems, it becomes the compliance-critical execution layer. Near-impossible to displace.

Phase Workflows ARR Target
Pilot 1–2 $250K GSIB / Tier-1
Year 1 Enterprise 5–10 $1M Multi-division
Full Expansion 20+ $2M–$5M Cross-enterprise
Target: 5–10 global banks → $10M–$20M ARR. Once embedded as the AI control plane, StackBase Systems becomes compliance-critical and near-impossible to displace.

Ready to give AI
real execution power?

StackBase Systems is currently in development, designed for GSIB banks and Tier-1 enterprises. We partner directly with your team — no sales pipeline, no lengthy procurement.

or write to us at jc@rayze.xyz

Transparency

Common Questions