Production decisions. Every one replayable. Your AI doesn't have to be a black box.
AIGENSYS builds deterministic, audit-ready AI systems for agents, scoring, segmentation, and underwriting. Easy to connect. Plug & Play into your workflows.
Your next regulatory audit is coming.
Can you explain every decision?
The average European insurer loses €18–24M annually to mispriced risk. Not from bad models — from models they can't explain. Can't replay. Can't defend. The ECB doesn't care about your architecture diagram. They want the decision path.
Six Modules. One Promise.
Deterministic, audit-ready, designed for high-stakes financial decisioning.
Orchestration
The deterministic control plane between your AI agent and your core system. 5 layers. 0 hallucinations. Full audit trail.
Scoring
2,847 features in. 12 out. 0.8ms inference. Regulatory-grade scorecards that survive committee review.
Monitoring
Continuous drift detection, PSI tracking, time series analysis, deterministic replay. Your model's guardian, 24/7.
Underwriting
4ms mortgage scoring. WOE precision, constrained logistic models. Every decision replayable to your regulator.
Segmentation
Non-linear clustering for non-stationary credit behavior. You see who's drifting, who's upgrading, catch migration patterns before churn
Features
Zero-copy feature engineering with PyArrow, Spark, Ray. Raw data → predictive signal at scale. Platform-agnostic.
Don't Take Our Word For It
Interact with the runtime. Run a benchmark. Pull the audit trail.
Experience Real-Time System Diagnostics
Interact directly with the AIGENSYS runtime. Select a preset or type a command to observe live engine status, benchmarks, and compliance output.
Quick Presets:Three Engines. Zero Black Boxes.
Ph.D.-level research. Production‑grade engineering. Every coefficient defensible.
AIDflow
v3.0.11 SCORECARD ENGINERegulatory-grade risk scorecard framework. WOE transformations, optimal binning (Chi-Merge, Decision Stump), constrained logistic regression with full deterministic state-graph replay.
STAIflow
v1.8.3 SEGMENTATION ENGINEHigh-dimensional non-linear segmentation and decision-tree interaction modeling. Designed for non-stationary credit behaviors where traditional clustering fails.
FAIflow
v4.1.0 PIPELINE + ORCHESTRATIONFeature engineering, standardization, and distributed execution. Zero-copy Arrow IPC streaming, Spark/Ray cluster orchestration, real-time monitoring with PSI alerts.
1 Month. Not 14 Months.
While your competitors are still in vendor evaluation, you're live.
Connect
API‑first. REST, gRPC, or batch.
Drop into your core banking or CRM.
No retraining your team. No process re‑engineering.
Validate
Shadow‑mode comparison against your incumbent. Side‑by‑side scores. Your committee sees the delta before you go live.
Deploy
Deterministic replay.
Actionable intelligence.
Plug & Play into existing workflows. Zero disruption.
The LLM is the Face. The State Machine is the Brain.
5 layers between your AI agent and your core system. Zero hallucinations. Full audit trail.
Guardrails Engine
Auth, limits, AML, SCA. Hard stops before money moves. The LLM never sees this layer.
State Machine
Deterministic transitions. INIT → VALIDATE → SCA → EXECUTE. The LLM doesn't decide the path. The machine does.
Templated Response
The LLM's only job: make it sound human. Numbers injected from the state machine. Zero hallucinated figures.
Deterministic Layers
Parse → Guard → Route → Execute → Reply
Hallucinations
LLM generates tone, never numbers
Decision Replay
Every state transition logged and reproducible
Your next audit is coming.
Are you ready to explain every decision?
We'll run 500 applications from your book through the full pipeline.
You get the score distribution, factor contributions, and a one‑page model risk report.
Free. No sales call. No obligation.