Glossary · Lokta concept vocabulary

Deterministic core

A deterministic core is the layer of a lending platform whose outputs are fully reproducible from inputs and policy: no probabilistic models, no LLM calls, no hidden randomness.

Interest calculations, repayment allocation, NPA classification, and the audit log all live here. A deterministic core gives the lender a system of record that auditors and regulators can interrogate. AI layers (workflow assistants, agents) sit above it and call into it; they never replace it. The architectural rule: the deterministic core is the truth, the AI layer is the help. Read as the sequence a single action runs through: AI proposes, the core decides, the record proves it.

Founder-led adoption

Adopt the agentic loan servicing platform.

Lokta is built for enterprise deployment, VPC or single-tenant cloud, with an audit trail in every state change. We work with a select group of institutions through a founder-led model: deep adoption, deliberate scope, a delivery window the team commits to in writing.