Actionable Legal-Tech Intelligence

It is a four-layer operating model — Solutions on top, methodology beneath, enabling technology under that, and a governance overlay binding all three. The Solutions layer covers six intelligence domains: Contract, Litigation, Privacy, Regulatory, Research and Workflow. The methodology layer is the prompt and precedent architecture, the workflow templates, the playbooks and the publication rules. The technology layer is model-agnostic — large language models, retrieval-augmented generation, vector knowledge graphs, agent orchestration and human-in-the-loop validation. The governance overlay is statutory — DPDPA 2023, the DPDP Rules 2025, ISO/IEC 42001:2023 and the EU AI Act. A tool sits inside the technology layer alone; an actionable stack runs across all four.

Three controls run simultaneously. Retrieval-augmented generation grounds every output in a curated, audit-ready corpus of Indian statutes, rules, notifications, judgments and circulars — the model reads, it does not guess. Citation enforcement requires every legal proposition to carry a mechanically verifiable authority pin (section number, rule number, judgment paragraph). Human-in-the-loop attorney audit is the publication gate; nothing leaves the workbench without a partner-level review on the privileged side. Privilege is preserved through tenancy isolation, encryption at rest and in transit, configurable data residency and a documented data-deletion lifecycle aligned with Section 8 DPDPA obligations on data fiduciaries.

Every deployment is mapped at design time to the Digital Personal Data Protection Act, 2023 (Sections 4–10 lawful processing, Section 6 consent architecture, Section 8 data fiduciary obligations, Sections 14–16 data principal rights, Section 16 cross-border transfer); to the Digital Personal Data Protection Rules, 2025 (notified by MeitY in the Gazette on 13 November 2025, with substantive consent and breach obligations enforceable from 13 May 2027 and the Consent Manager framework commencing 13 November 2026; Rule 12 Significant Data Fiduciary thresholds, Rule 13 DPIA cadence, breach reporting timelines); to ISO/IEC 42001:2023 as the AI management system standard; and to the EU AI Act risk classification — Article 6 high-risk, Article 50 transparency, Article 99 penalties — wherever EU data subjects or markets are in scope. Where MeitY issues further AI guidance under the IT Act, 2000 architecture, the governance overlay updates inside the audit cycle.

The architecture is model-agnostic and connector-friendly by design. Secure ingestion connectors are available for document management, contract repositories, CLM platforms and e-discovery systems. The legal scaffolding — the workflow templates, the prompt-and-precedent library and the governance overlay — sits above whatever model or tool a client already runs. Where a client has nothing in place, the same scaffolding deploys as a managed service. Either way, the methodology travels with the engagement and the tool stays interchangeable.

The client. The engagement letter assigns all rights in the workflow output, the matter-specific data, any fine-tuning datasets created on client material and the resulting model weights (where fine-tuning has been applied) to the client. AMLEGALS retains rights only over pre-existing methodology — the TCL Framework™, the Vibe Data Privacy™ libraries, the prompt templates and the AI Governance Stack — licensed to the client for the duration of the engagement and for ongoing use of the deliverables.

Deployment topology is decided at the architecture-blueprint stage, not after go-live. Three topologies are supported: sovereign-residency (data and inference inside India under DPDPA compliance posture), private-cloud (single-tenant within a hyperscaler region of choice, with infrastructure controls layered on top), and on-premise (the entire stack runs on client-owned hardware, behind the client firewall). Each topology is documented inside the governance dossier with the encryption scheme, the key-management posture, the residency boundaries and the audit log access policy.