Platform

One line from data to model to decision to agent

VDC answers where variables come from. SAM answers how models get built. DH S1 answers how LLMs and decisions run. The Enterprise Agent Platform with Harness answers how cognitive work moves to AI safely. The four platforms are industry-neutral; our banking, FMCG and marketing and pharmaceutical solutions are all built on them.

4 platformsFor every industryAll deploy on-premisesOne integration architecture

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Core products

Four platforms, four critical questions

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SAM · Flagship

SAM Data Analysis & Scorecard Modeling Platform

Positioning: Agentic, semi-automated data analysis and scorecard modeling platform
Core capabilities: A supervisor agent orchestrates seven specialist roles along a fourteen-step pipeline with fourteen named human gates; zero-defect, zero-code; on-premises, light compute; try online with up to 10,000 samples

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VDC

VDC Variable Derivation Platform

Positioning: Professional feature-derivation platform for modeling
Core capabilities: An industry-neutral five-dimension method — time + product + status + value + statistic; 20,000+ variables preloaded for finance across 30+ scenarios

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DH S1

Deep Hope S1 LLM Platform

Positioning: Industry LLM platform that trains while it serves
Core capabilities: All Anaconda algorithm packages; statistical, ML, deep-learning and large models deployed and trained together; RAG, multimodal document understanding and generation

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AGENT

Enterprise Agent Platform · Harness

Positioning: Enterprise agent runtime and governance platform
Core capabilities: Three layers, twelve components; fifteen Harness control modules; six-level L0–L5 autonomy admission

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Industry solutions built on the four platforms

Banking

AI across the credit lifecycle, including scenario agents and the P&E-Hope retail credit solution

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FMCG & Marketing

Measured decisions for members, marketing and channels

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Pharmaceuticals

Auditable models for credit, compliance and pharmacovigilance

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Integration architecture

Three engines working as one

VDC cleans data and derives variables that feed both SAM model building and DH S1 real-time decisions. SAM deploys trained models and strategies in one click to DH S1, which feeds updates back as it runs. External data joins through a federated learning platform using homomorphic encryption and sample alignment, exchanging only intermediate training data and weights — data never leaves its domain.

Data layer

Internal dataSample data Product data Transaction data Operational records

External sourcesTax Business registry Credit bureau Electricity Third party

Federated learning platform

Homomorphic encryption · sample alignment; data stays in its domain, only intermediate training data and weights are exchanged

Cleansing
feature derivation

Core engine layer

SAMData analysis & scorecard modeling platformAgentic semi-automated modeling
Zero-code build and testing

One-click deploy of models | strategies →← Updates fed back in operation

DH S1Unified inference–training LLM platformReal-time intelligent decision engine
Trains while it serves

▲ Derived variables for modeling▲ Derived variables for real-time decisions

VDC Variable Derivation PlatformExpert feature design · five-dimension derivation · sits between data and models

Real-time calls
decision output

Application layer

Marketing decisions
Member & channel management
Credit & risk decisions
Anti-fraud platform
Supply chain & demand planning
Compliance & pharmacovigilance
Other business systems

The three engines work through one integration architecture: VDC supplies features, SAM produces models and strategies, DH S1 runs real-time inference and decisions. External data enters through federated learning, and data never leaves its domain.

See the online and offline inference–training loop

Get started

Start with one business question. Let SAM deliver a model you can sign off.

Whether you are in banking, FMCG and marketing, pharmaceuticals or another industry, try SAM online first — or talk to our modeling experts about your use case.

Talk to us Apply to try online