How Gani Works
Gani operates on specialised AI architecture where purpose-built agents work together to deliver precision at scale. From research to generation to automation, each capability compounds-creating an intelligence layer that adapts to your organisation.
See how multi-agent coordination, jurisdiction-aware training, and self-hosted deployment combine to handle complex operations across borders.
AI-Native Architecture
Six specialised capabilities unified in one platform. Each system learns from your work, shares context across functions, and adapts to your operational needs.
No disconnected tools. No integration overhead. One intelligent environment purpose-built for regulated operations.
Enterprise Foundation
Built for organisations managing operations at scale. Gani handles unlimited documents, users, and concurrent operations with enterprise-grade security (ISO 27001), self-hosted deployment options, and full audit control.
Not a productivity add-on. A platform designed to replace multiple disconnected systems.
REGULATORY RESEARCH
Intelligence — Cross-Domain Research
Analyze questions spanning legal, tax, and accounting across 20+ jurisdictions. Gani synthesizes information from multiple regulatory frameworks, case law, and statutory sources-delivering comprehensive answers with verified citations and jurisdiction-aware context.
Not keyword search. Contextual intelligence that understands regulatory relationships and cross-domain implications.
Jurisdiction-Aware Analysis
Understand regulatory requirements across local, regional, and international frameworks with precise contextual awareness. Purpose-trained on 20+ jurisdictions in APAC, MENA, and beyond.
Citation-Backed Intelligence
Every answer grounded in verifiable sources. Gani references specific statutes, regulations, and frameworks—not generic summaries.
Multilingual Research
Query in one language, research across many. Explore regulatory frameworks in their original language without losing legal nuance or context.
Technical Translation
Convert regulatory language into practical guidance. Understand not just what the law says, but what it requires operationally.
Adaptive Depth
As your query evolves, Gani refines its analysis. Start broad, drill deep into specifics—all in one continuous conversation.
Cross-Domain Synthesis
See connections between legal, tax, and compliance requirements. Understand how regulatory changes in one area impact others.
Gani Assistant
Generation — Document Creation at Scale
Transform requirements into execution-ready documents. Gani generates contracts, policies, agreements, and clauses from scratch-with jurisdiction-correct formatting, proper cross-references, multilingual support, and compliance awareness built in.
No templates required. No copy-paste from prior work. Each document architected specifically for your requirements and jurisdiction.
End-to-End Document Generation
Complete contracts from blank page to signature block. Definitions, cross-references, schedules, and proper formatting automatically structured based on document type and jurisdiction.
Multilingual Drafting
Generate documents in the language and style appropriate to each jurisdiction. Not translation-native drafting with correct legal terminology and cultural conventions.
Jurisdiction-Aware Structuring
Automatic compliance with local formatting requirements, clause ordering, and drafting conventions. Singapore contracts look different from Indonesian contracts for a reason.
Dynamic Clause Assembly
Build provisions tailored to your specific terms. Gani adapts standard clauses to your requirements rather than forcing you to edit templates.
Contextual Intelligence
As you refine requirements, documents evolve. Add details, change terms, adjust scope-Gani restructures accordingly while maintaining internal consistency.
Volume Handling
Generate multiple variations, localised versions, or document series efficiently. Built for operations requiring dozens or hundreds of documents.
Analysis - Multi-Perspective Document Intelligence
Examine documents from multiple angles simultaneously-legal risk, contractual logic, commercial implications, and regulatory compliance. Gani doesn’t just proofread; it understands document structure, identifies inconsistencies, flags ambiguous terms, and suggests specific refinements.
Clause-level intelligence that maintains context across the entire document.
Multi-Angle Assessment
Simultaneous analysis from legal, contractual, commercial, and regulatory perspectives. See how a single clause impacts risk exposure, commercial terms, and compliance obligations.
Risk Detection with Reasoning
Identify vague terms, one-sided provisions, and structural gaps-with specific explanation of why each issue matters and how it could impact you.
Logical Consistency Verification
Cross-check definitions, obligations, and references throughout the document. Flag contradictions, missing definitions, and circular references.
Jurisdiction-Aware Review
Assess compliance with local requirements, standard practices, and regulatory expectations. What’s enforceable in one jurisdiction may not be in another.
Targeted Enhancement Suggestions
Specific, actionable recommendations to strengthen language, close gaps, and improve enforceability-not generic comments.
Version Comparison
Side-by-side analysis of document versions, tracked changes, or negotiation positions. See exactly what changed and why it matters.
High-Volume Processing
Review dozens of similar documents quickly. Flag standard clauses, identify deviations, ensure portfolio consistency.
Processing - Document Intelligence & Synthesis
Transform lengthy regulations, policies, and multilingual documents into structured, actionable intelligence. Gani extracts key requirements, organizes information logically, enables cross-border comparison, and generates summaries tailored to specific roles or use cases.
Turn information overload into operational clarity.
Intelligent Structuring
Break unstructured regulations and policies into logical sections, requirements, obligations, and exemptions. Create tables, hierarchies, and decision trees from dense text.
Multilingual Synthesis
Compare equivalent documents across languages and jurisdictions. Identify where requirements align, diverge, or conflict-preserving original terminology.
Role-Based Summarization
Generate summaries optimised for different audiences: compliance officers need different details than commercial teams or executives.
Requirement Extraction
Isolate specific obligations, deadlines, filing requirements, and eligibility criteria from complex regulatory frameworks.
Cross-Border Comparison
Identify material differences in how regulations apply across jurisdictions. See where harmonisation exists and where localisation is required.
Terminology Preservation
Maintain legal and technical terms accurately across translations and summaries. Critical for compliance and audit trails.
Bulk Processing
Analyse multiple documents simultaneously. Process entire regulatory libraries, policy handbooks, or document collections efficiently.
Partnerconnect
Connection - Expert Ecosystem Access
When AI analysis needs human expertise, access 100+ vetted legal and compliance specialists across 3 jurisdictions (expanding globally) through PartnerConnect.
Seamless integration between AI efficiency and human judgment. Get specialist guidance without leaving your workflow.
Vetted Expert Network
Access pre-screened specialists across legal, tax, and compliance domains. Every expert verified for credentials, jurisdiction coverage, and specialization.
Workflow Integration
Connect with experts directly from research, generation, or analysis contexts. Share AI outputs with specialists for validation or deeper guidance.
Jurisdiction Coverage
Experts across Singapore, Indonesia, Japan (expanding to 20+ jurisdictions). Match your question to the right specialist for each market.
Transparent Pricing
See expert rates and availability upfront. No surprises, no minimum commitments.
Quality Assurance
Expert marketplace managed for consistency, responsiveness, and quality. Performance tracked and verified.
Gani Atlas
Knowledge — Enterprise Repository Intelligence
Build your organisation’s intelligence layer. Gani Atlas creates a secure, searchable repository of your documents-with automated summaries, smart organisation, semantic search, and corpus-level analysis.
Your institutional knowledge, accessible and actionable.
Unlimited Repository
Store contracts, policies, templates, precedents, and reference materials without limits. Bulk upload with automated processing.
Automated Intelligence
Every document automatically summarised, tagged, and organised. Extract key terms, dates, parties, obligations without manual work.
Semantic Search
Find documents by concept, not just keywords. “Show me all force majeure clauses with pandemic language” returns relevant results across your entire corpus.
Corpus-Level Analysis
Query your entire document collection simultaneously. “What are common payment terms across our supplier contracts?” answered instantly.
Template Learning
Gani learns from your best documents. Generate new work based on your organisation’s proven templates and precedents.
Due Diligence Automation
Analyse hundreds of documents for specific issues, risks, or requirements. M&A document review in hours, not weeks.
Version Control & Audit Trail
Track document versions, changes, and usage. Full audit capability for compliance and governance.
Integration Ready
Connect to ERP, SharePoint, SQL databases, and internal systems. Your knowledge base syncs with your operations.
How It Works — Multi-Agent Architecture
Gani operates on specialised AI architecture where purpose-built models collaborate in real time:
Specialised Agents
Each task (research, generation, analysis) handled by fine-tuned models optimised for that function-not general-purpose chatbots.
Context Preservation
Agents share information seamlessly. Your research informs document generation. Generated documents feed knowledge base.
Knowledge enables automation.
Jurisdiction Training
Models purpose-trained on regulatory frameworks, case law, and statutory requirements for each covered jurisdiction-not Western-centric with translation layers.
Self-Hosted Option (Atlas)
Run foundational models on your infrastructure. Your data never transits third-party AI services or APIs.
Continuous Learning (Enterprise)
Atlas learns from your documents, templates, and prior work-creating an intelligence layer unique to your organization.
This architecture enables precision at scale across complex, regulated operations.