Gilion AI Engine
50+
Data Connectors
100+
Process Layers
90%
Forecasting Accuracy
100%
GDPR Compliant
The infrastructure
Gilion's AI Infrastructure
A finance-native AI stack engineered from the ground up for building tailored real-world company understanding for investment funds, capital institutions and entrepreneurs. Gilion’s infrastructure fuses event-driven data ingestion, ML and generative AI modelling, and context-aware reasoning orchestration, forming a complete pipeline from raw input to investment-grade intelligence.
50+ Real-time Connectors
Flexible connector infrastructure, with 50+ streaming real-time data connectors across ERP, CRM, payments, app analytics, and market APIs
Unified financial ontology
Unified financial ontology translating heterogeneous schemas into canonical business entities and individual funds’ metrics definitions, for example revenue, cohorts, churn, LTV, product lines, customer segments
10k-Layer DAG Engine
Individualized Deep Directed Acyclic Graph infrastructure across every single company, orchestrating 10,000+ transformation layers with versioned lineage and advanced re-computation logic.
Self-serve ingestion layer
Self-serve ingestion layer with schema inference, validation, monitoring and reusable transformation templates.
Event-time alignment & backfill
Event time alignment and backfill logic for long-horizon growth analytics
agentic
Agentic AI Network
Gilion’s Agentic AI Network is a distributed reasoning architecture designed for investment-grade research automation. Each node in the network represents an autonomous analytical agent with a defined reasoning scope, operating within a codified workflow graph and orchestrating tool usage, designed to facilitate and amplify human research patterns.
Structured Reasoning Graph
Hierarchical reasoning graph infrastructure that allows decomposition of complex research questions into structured sub-problems, controlling the definitions of research activities and positive and negative signals with high precision
Agent-Level OODA Loop
OODA-loop orchestration — Observe, Orient, Decide, Act — embedded at the agent level, driving best practice conclusion-led research processes
Multi-agent synchronisation
Multi-agent synchronisation enabling concurrent hypothesis generation and validation
Context partitioning & scope control
Context partitioning & adaptive scope control for efficiency and truth consistency
Multimodal retrieval & synthesis
Multimodal retrieval and synthesis across structured data, text corpora, models, transcripts, MCPs and APIs
the front
Agentic Frontend Layer
The frontend is not a static interface — it’s a self-assembling reasoning environment. It composes dynamically based on the query, context, and investment methodology, enabling human–AI collaboration with deep and efficient interpretability.
Adaptive Narrative Engine
Agentic UI compiler rendering adaptive research narratives in real time
Traceable Insight Graphs
Drillable visualization nodes that trace every data point and argument back to its origin
Transparent Reasoning Lineage
Explainability hooks exposing the reasoning lineage behind every output
Continuous Context Memory
Session persistence maintaining context across interactive exploration
Modular Analysis Interface
Composable interface framework integrating live forecasting, benchmarking, and portfolio analysis modules
accuracy
Dynamic Accuracy Engine
A continuous evaluation and optimisation layer that quantifies, improves, and self-corrects analytical performance.
Automated Model Orchestration
AutoML orchestration pipeline spanning XGBoost, Prophet, Transformers, LSTMs, and hybrid ensembles
Continuous Model Retraining
Dynamic retraining framework that continuously re-benchmarks models on live incoming data
Comprehensive Model Scoring
Multi-metric evaluation tracked across models and cases
Thesis-Driven Model Tuning
Thesis-aligned tuning integrating human judgment and fund-specific heuristics
Transparent Accuracy Scores
Explainable accuracy scoring propagated through every analytical layer
enterprise security
Security, Privacy & Data Integrity Layer
A security-first infrastructure. Every component of the stack is built on zero-trust principles and EU-native data governance.
Isolation
Tenant isolation by design — per-fund compute, storage, and agent sandbox
Zero PII architecture
Zero PII architecture with anonymisation at ingestion
Connector-Level Compliance
GDPR compliance at the connector level, not just at output
End-to-End SOC2
SOC 2 Type II certification covering full operational lifecycle
Confidence-Aware Reasoning
Data triangulation and confidence propagation across the reasoning graph
customization
Customisability & Extensibility Layer
An investment platform is a programmable research engine, built purposely to adapt. Every investor operates differently, and the platform’s architecture reflects that.
Fully Customisable Analysis
Every analysis tree, at every node, supports custom instructions and methodological overrides
Investor-Defined Reasoning
Investors can encode fund-specific logic, hypotheses, and quality criteria directly into the reasoning tree
Directive-Guided Workflows
Agents interpret these as structured behavioural directives, guiding tailored research workflows
Unified Custom Integrations
The platform supports custom integrations into proprietary datasets, internal code modules, or external APIs — all orchestrated within the same analytical context
Unlimited Data Ingestion
A universal data integration interface allows users to define new connectors, ingest any data type, and implement custom metric transformations
Deep System Extensibility
Composable code blocks and plugin interfaces enable deep extensibility — from new forecasting algorithms to alternative risk models across the reasoning graph.
enterprise level security
Forecasting accuracy
Advanced AutoML infrastructure that automatically evaluates and selects optimal forecasting models, delivering industry-leading prediction accuracy.
Fundamental data quality control
Multi-layered data quality infrastructure ensuring reliability and transparency across the entire analytical pipeline.
Humans in the Loop
Empowering analysts with precise control mechanisms and refinement capabilities while maintaining the efficiency of automated analysis.
© GILION AB 2026
In Germany, Gilion operates as a loan broker. The loans are granted by a third party bank.