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Core Technology

Generative AI

A generative-AI stack built for identity — LLMs, SLMs and vision-language models with retrieval-augmented generation, grounded in enterprise knowledge and governed for accuracy, privacy and safety.

01 Foundation & Language Models 02 Retrieval-Augmented Generation 03 Multimodal Understanding 04 Synthetic Data Generation 05 Workflow
Technology Core Technologies Generative AI
Technical Capabilities

Multimodal generative AI that turns knowledge into intelligent experiences.

Generative AI — system architecture
10x Faster knowledge access
Grounded Citable answers
Multimodal Text · Image · Doc
Privacy-safe Synthetic data

Foundation & Language Models

LLMs, SLMs and domain-tuned models for identity and document understanding.

Retrieval-Augmented Generation

Grounds answers in enterprise knowledge for accurate, citable responses.

Multimodal Understanding

Joint reasoning over images, documents, text and video.

Synthetic Data Generation

Privacy-safe synthetic data to expand model coverage.

Workflow Architecture

End-to-end processing pipeline

Governed, sequential execution stages powering this identity domain.

1
Knowledge Sources Production Ready
2
Retrieval Layer Production Ready
3
Foundation Models Production Ready
4
Reasoning Production Ready
5
Response Generation Production Ready
6
Human Feedback Production Ready
generative-ai-pipeline.log
[MANTRA ENGINE] Initialise generative-ai pipeline… [OK]
[STAGE 1] Knowledge Sources [PASS]
[STAGE 2] Retrieval Layer [PASS]
[STAGE 3] Foundation Models [PASS]
[STAGE 4] Reasoning [PASS]
[STAGE 5] Response Generation [PASS]
[STAGE 6] Human Feedback [PASS]
> pipeline.status() ALL_STAGES_GREEN
[DEPLOY] Service active and listening.
Production Applications

Real-world business use cases

How this technology delivers impact in government, fintech, and enterprise operations.

Enterprise Assistant

Knowledge retrieval across enterprise systems.

Production

Citizen Assistant

Government service guidance for citizens.

Production

Financial Assistant

Banking and fintech support.

Production

Document Intelligence

KYC and onboarding automation.

Production
Technology Stack

Sub-capabilities & technical set (15)

The granular technical stack executing beneath this domain.

domain_manifest.json
{
  "domain_id": "generative-ai",
  "group": "core technology",
  "techs_count": 15,
  "status": "PRODUCTION_READY"
}
Large Language Models (LLMs) Small Language Models (SLMs) Vision Language Models (VLMs) Multimodal AI Retrieval-Augmented Generation (RAG) Enterprise Knowledge AI AI Search Conversational AI Document Intelligence Code Generation Synthetic Data Generation Fine-Tuning Prompt Engineering Embeddings & Vector Search Knowledge Graphs
Standards & Compliance

System standards reference

Industry certifications and regulatory frameworks validated for this technology domain.

RAG grounding Responsible AI PII-safe synthesis Human-in-the-loop
Related Neighbourhood

Explore adjacent domains

Discover related technology capabilities that complement this domain.

Core Technology AI & Machine Learning
Core Technology Agentic AI & Autonomous Systems
Core Technology Data Intelligence

Apply Generative AI to Your Stack

Collaborate with Mantra's engineering and research teams to deploy these technical capabilities inside your identity solution.

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