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Overview
Loan ManagementThe core your book runs on. AI Loan ServicingServicing inside lender guardrails. Partner Management Collateral Management
RBI Model Risk ManagementGovern models with evidence. The lending ontologyOne language for the live book.
Loan Product StudioBuild, test and launch a product. IntegrationsConnect your existing systems. API documentationExplore the API reference. API guidesBuild on the platform, step by step.
Explore the platform
Overview
Personal loansPrioritise the next follow-up. Consumer durable & BNPLKeep small-ticket work moving.
Vehicle & EV loansKeep the asset with the account. Home loansManage changes over the full tenor. Loan against propertyWatch cash flow and collateral cover.
Business / MSME loansAct on changes in the business. Supply-chain & invoice financeFollow each drawdown to repayment.
All loan books
Overview
Where loans are wonThe post-approval thesis. Engineering philosophyAutonomy you can audit. UpdatesIdeas and news from Lokta. VideosLoan book metrics, explained.
RBI MRM self-benchmarkExplore your model-risk readiness. RFP toolkitA vendor-neutral LMS toolkit.
All resources
AboutThe team building Lokta, and why. Why LoktaThe reasons, each with its proof. How we workFirst call to go-live, step by step. PricingThree tiers, published. FAQQuestions lenders ask us on calls. VisionWhere we are going.
Meet Lokta
← Back to the RFP toolkit
Lokta·Revised 2026-10-09

Loan management system migration and implementation methodology

The six-phase approach Lokta uses to move an enterprise loan book from a legacy LMS onto Lokta. Sign-off gates between phases; daily reconciliation through pilot; hypercare into BAU. This is Lokta's own plan, the one tool in the toolkit that is not vendor-neutral.

Contents 8 sections
  1. Methodology principles
  2. Discovery & fitment
  3. Solution design
  4. Configuration & integration
  5. Migration & validation
  6. Pilot & parallel run
  7. Production rollout
  8. Typical timeline
00

Methodology principles

Three principles drive every phase. They appear in the contract, the kickoff deck, and the daily standup.

  • Sign-off gates between phases. No phase begins until the previous phase's deliverables are signed off by the steering committee. This is non-negotiable.
  • Daily reconciliation in pilot. Parallel run with the existing LMS continues until accounting events tie out for five consecutive business days.
  • Reversibility through pilot. Until the production go-live decision, the lender can revert to the existing LMS without data loss.

This page assumes the decision to move has been taken. If it has not, the migration assessment works through whether it is warranted, and can end with a recommendation to stay where you are.

01

Discovery & fitment

Assess the lender's current Loan Management System (LMS), product catalogue, and operational reality. Map RFP requirements to platform capabilities, with explicit gaps identified.

Deliverables

  • Current-state assessment of the existing LMS
  • Product catalogue review with composability mapping
  • Loan-lifecycle mapping against Lokta's lifecycle states
  • Integrations inventory with priority sequencing
  • Data-model mapping for migration planning
  • Security and deployment topology decision
  • RFP-requirement coverage matrix
02

Solution design

Lock the target architecture before configuration begins. The design phase ends with a sign-off package that everyone (lender, integrator, Lokta) references for the rest of the engagement.

Deliverables

  • Target architecture document (deployment, network, identity)
  • Tenant model with isolation boundaries
  • IAM model: roles, permission groups, org-unit hierarchy
  • Loan product configuration design
  • Accounting-event design with GL mapping
  • API and integration design with versioning policy
  • Reporting model and dashboard specification
  • Migration plan with validation gates
03

Configuration & integration

Configure products, wire integrations, and define operational workflows. End-state: the platform is ready for migration data to flow in.

Deliverables

  • Loan products configured per the design
  • Charges, fees, and allocation rules configured
  • DPD bands and asset-classification thresholds set
  • Maker-checker workflows defined per policy boundary
  • User roles, permission groups, and OrgUnits provisioned
  • Integration adapters built and tested in non-prod
  • Notification flows wired from audit events
  • AI servicing use cases configured with RBAC scoping
04

Migration & validation

Move the loan book into Lokta and prove the numbers. Migration ends only when validation gates pass: outstanding balances reconcile, schedules match, charges round correctly, accounting events tie out.

Deliverables

  • Customer / party migration with deduplication
  • Loan account migration with lifecycle state mapping
  • Repayment schedule migration with interest validation
  • Transaction history migration with allocation replay
  • Outstanding-balance validation against source system
  • Charges and waivers validation per product
  • DPD validation across delinquent accounts
  • Accounting reconciliation per GL line
  • User acceptance testing with sign-off
05

Pilot & parallel run

Run a controlled production pilot with parallel servicing on the existing LMS. Daily reconciliation; explicit go / no-go gates before the wider rollout.

Deliverables

  • Pilot portfolio scope (branch, region, or product slice)
  • Operational training for servicing, collections, and operations teams
  • Parallel run alongside the existing LMS
  • Daily reconciliation report covering payments, balances, accounting events
  • Exception register with RCA and resolution
  • Go / no-go criteria signed off by the steering committee
06

Production rollout

Cutover, hypercare, business-as-usual. The wider book moves to Lokta; the existing LMS is decommissioned according to the lender's schedule.

Deliverables

  • Cutover plan executed with named owner per workstream
  • Hypercare period (typically 30-60 days) with daily standup
  • Support governance: escalation matrix, on-call rotation
  • SLA activation with monitoring dashboards live
  • Enhancement backlog kicked off
  • Quarterly business review cadence agreed
07

Typical timeline

The ranges below are typical for a single product line; multi-product or multi-partner engagements scale accordingly.

PhaseTypical durationKey gate
01 Discovery & fitment2-4 weeksRFP-coverage matrix signed
02 Solution design3-6 weeksTarget architecture sign-off
03 Configuration & integration6-12 weeksNon-prod end-to-end test passes
04 Migration & validation4-8 weeksReconciliation tie-out for 5 business days
05 Pilot & parallel run4-8 weeksSteering committee go-live decision
06 Production rollout2-4 weeks + 30-60 day hypercareSLA activation, hypercare exit
08

Frequently asked questions

The questions lenders ask us before committing to a migration timeline.

  • How long does an LMS migration actually take?

    On the durations above, roughly five to eight months from discovery to hypercare exit for a single-product book, longer where there are many products, partners or co-lending arrangements. The variable that moves the timeline most is rarely the software: it is how quickly the lender can answer questions about its own data and reach decisions on exceptions.

  • What is a parallel run, and can we skip it?

    A parallel run means both systems process the same book for a period and you reconcile them daily until they agree. You can skip it. What you are then doing is moving the discovery of every arithmetic and configuration discrepancy from a controlled window into your live book, where the people who find them are your borrowers.

  • What happens if reconciliation does not tie out?

    The gate does not pass, and that is the point of having one. Every break gets traced to a cause: a configuration difference, a rounding or day-count difference, or genuinely bad source data. The first two are fixed; the third is a decision the lender has to make and record. Five clean business days is the bar, not five approximate ones.

  • Who does the work, us or the vendor?

    Both, and the split should be explicit before phase 01 closes. Vendors own configuration, migration tooling and the reconciliation harness. Lenders own data questions, exception decisions, UAT sign-off and the go / no-go call. Migrations slip most often where this was left implicit and both sides assumed the other held a task.

  • Can we migrate a live book without downtime?

    Effectively yes, but not by avoiding a cutover. The pattern is a parallel run followed by a short freeze window, usually a weekend, in which the final delta is migrated and reconciled before the new system takes writes. Anyone promising a zero-freeze cutover on a live loan book is either running a very small book or has not finished thinking about reversals.

The rest of the toolkit

  • Loan management system RFP checklist30 items
  • 50 questions to ask loan management system vendors50 questions across 9 themes
  • Functional requirements template64 requirements across 11 modules
  • Security & compliance questionnaire63 questions across 12 categories
  • AI governance questions45 questions across 9 themes
  • Loan management system vendor scorecard11 weighted categories

Lokta.ai. Enterprise Loan Management System for lenders modernizing servicing, collections, accounting, audit, and agent-native lending operations. Built by the team behind Apache Fineract.

Apache, Apache Fineract and Fineract are trademarks of the Apache Software Foundation. Lokta is not affiliated with, sponsored by or endorsed by the Apache Software Foundation, the Mifos Initiative, or any other company named here.

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