NBFC Collections Strategy in India (2026): Improve Recovery Without Compliance Risk

For an NBFC, improving loan recovery is not just about making more calls. Sustainable performance comes from segmenting overdue accounts correctly, contacting borrowers at the right time, recording commitments accurately, resolving genuine disputes quickly and keeping every interaction within approved conduct standards.

This 2026 guide sets out a practical collections strategy for Indian NBFCs that want to improve operational consistency without increasing borrower complaints or compliance exposure. It is designed for collections leaders, operations heads, risk and compliance teams, and procurement teams evaluating external contact-centre support.

1. Segment the portfolio before increasing contact volume

One calling strategy rarely works equally well across every overdue account. Group accounts by days past due (DPD), product, outstanding balance, contactability, payment history, dispute status and any approved risk indicators. Early-stage delinquency may need a reminder and convenient payment instructions; older delinquency may require a different, carefully governed resolution path.

Do not use segmentation to justify unfair or prohibited treatment. Keep rules explainable, validate source data and route disputes, hardship signals and vulnerable-customer concerns to trained staff.

2. Build a DPD-based contact strategy

Define the purpose of each contact attempt and the next action it should trigger. Early reminders should focus on clarity and payment support. Later-stage follow-up should confirm the account status, capture the borrower’s response and direct unresolved matters to the right team. Establish approved contact windows, attempt limits, channel preferences and stop/escalation rules before launch.

A contact plan should be based on the NBFC’s approved policy and current applicable regulations—not on an agent’s personal judgement or a vendor’s generic dialling schedule.

3. Measure promise-to-pay quality, not just promises recorded

A promise-to-pay (PTP) is useful only when it is captured accurately and followed through. Record the agreed date, amount where appropriate, source of commitment and required next action. Track kept promises, broken promises, follow-up timeliness and reasons for non-payment.

PTP kept rate = eligible commitments fulfilled by the agreed date ÷ eligible commitments due in the measurement period. Define exclusions, date rules and treatment of partial payments consistently so teams cannot inflate performance by changing the denominator.

4. Improve right-party contact and identity verification

Incorrect or incomplete contact data wastes effort and creates privacy risks. Track right-party contact rate separately from total connections. Use approved identity-verification procedures before discussing account details, and do not disclose loan information to family members, colleagues or other unauthorised parties.

Feed verified corrections back into authorised systems with an audit trail. Avoid unmanaged spreadsheets, personal-device storage or informal sharing of borrower data.

5. Make every interaction traceable

Reliable case notes help the NBFC understand what happened, prevent unnecessary repeat contacts and identify conduct issues. Define mandatory fields such as contact outcome, borrower response, commitment status, dispute category, escalation reason and next action. Reconcile vendor reporting with the lender’s system of record.

Call recordings, transcripts and case notes should be accessible only to authorised roles, retained according to approved policy and made available for investigations or audits where required.

6. Use a balanced collections scorecard

Recovery amount alone can hide poor customer treatment, inaccurate reporting or unsustainable operating practices. Review a balanced set of indicators:

Set targets after establishing a baseline. When comparing teams or vendors, account for differences in DPD mix, balance, product, geography and contactability. A headline recovery percentage without a comparable denominator is not reliable evidence.

7. Treat complaints and disputes as operational signals

Complaints should be logged, categorised, assigned and tracked to closure. Analyse recurring reasons—such as incorrect balances, wrong-party contact, disputed payments, unclear communication or repeated calls—to find root causes. Ensure agents know when to stop routine follow-up and route the case for authorised review.

Do not reward teams solely for short handling time or payment conversion if those incentives undermine accuracy, respectful treatment or proper escalation.

8. Apply clear controls when using an outsourced collections partner

Outsourcing can add capacity, but it does not remove the NBFC’s responsibility to oversee its recovery arrangements. Before assigning accounts, document the provider’s permitted scope, approved scripts, contact rules, escalation paths, quality requirements, reporting definitions and access restrictions.

• Complete due diligence on the provider, staff training, operating controls and any subcontractors.
• Use written contracts that specify audit rights, confidentiality, security, incident reporting, continuity and exit arrangements.
• Give each user access only to the data and functions needed for their role.
• Review call samples, case notes, complaints, access logs and corrective actions on a defined schedule.
• Prohibit unauthorised settlement promises, misleading statements, intimidation and unapproved payment collection methods.
• Define how the NBFC will investigate incidents and suspend access when necessary.

For background, review the RBI directions on regulated entities employing recovery agents and the RBI directions on outsourcing of financial services by NBFCs. Requirements can change and applicability depends on the entity and activity; the NBFC’s compliance and legal teams should verify the latest directions before implementing a policy.

9. Use AI and automation as controlled support

Automation can help with approved reminders, interaction transcription, case categorisation, quality sampling and prioritising follow-up. It should not invent balances, state legal consequences without authority, promise waivers or independently change account terms.

Before using AI tools, document what borrower data is processed, where it goes, who can access outputs, retention rules and how errors are reviewed. Provide a human escalation route for disputes, hardship, complaints and other sensitive situations. Test models and workflows against approved scripts and real operating exceptions before scaling.

10. Run a measured pilot before scaling

Start with a defined portfolio segment, a documented baseline and a short list of measurable outcomes. Agree on data fields, scripts, quality thresholds, reporting cadence and escalation ownership before the first account is assigned.

1. Baseline: measure current recoveries, PTP fulfilment, complaints, contactability, cost and data quality.
2. Scope: select eligible DPD bands and products, and list excluded or sensitive cases.
3. Configure: validate data, approve scripts, restrict access and test reporting.
4. Operate: review performance and conduct indicators at agreed intervals.
5. Decide: scale only when results are credible and compliance controls are working; otherwise correct the process or stop the pilot.

Should an NBFC outsource collections or keep them in-house?

The answer depends on portfolio complexity, existing capability, control maturity and the true total cost. An in-house model may suit specialised cases requiring close coordination with credit, legal or customer-care teams. Outsourcing may suit clearly defined activities where service levels, access and oversight can be enforced. A hybrid model can keep policy, settlement authority, complaint ownership and sensitive cases with the NBFC while an external team handles approved routine follow-ups.

Compare models using the same portfolio assumptions. Include provider fees, training, technology, lender-side oversight, quality assurance, transition and exit costs. Do not accept a promised recovery uplift without evidence from comparable portfolios and transparent measurement.

How to evaluate an NBFC collections partner: a practical scorecard

Use a documented scorecard when comparing an in-house operation with an outsourced collections partner. The weights below are a suggested starting point for an RFP, not a regulatory standard; adjust them to the portfolio, product and risk profile.

Ask shortlisted providers to demonstrate a sample workflow using synthetic or properly anonymised data. Score the evidence, not just the presentation. Treat a material gap in compliance, security or incident handling as a reason to pause selection even if the commercial score is attractive.

NBFC collections RFP checklist

• Define the eligible portfolio, DPD bands, excluded accounts and approved activities.
• Specify contact windows, identity checks, attempt limits, scripts and escalation ownership.
• Agree metric definitions, reporting frequency, sample sizes and complaint escalation timelines.
• Document data access, permitted devices, recording access, retention and incident notification.
• Set pilot exit criteria, remediation steps, transition support and secure data return or deletion.

Before rollout, have operations, compliance, information security, legal and procurement sign off on the same scope and control matrix. This reduces ambiguity when results, complaints or incidents need to be investigated.

Frequently asked questions

How can an NBFC improve loan recovery without increasing complaints?

Use accurate segmentation, clear approved scripts, identity verification, disciplined PTP tracking, complaint root-cause analysis and a balanced scorecard that includes conduct and data quality alongside recovery outcomes.

Which collections KPIs should an NBFC track?

Track recovery amount and rate, PTP kept rate, right-party contact rate, cost per resolved account, complaint trends, quality-review results and data accuracy. Define each metric’s denominator, exclusions and reporting period.

Can NBFCs outsource collection calls?

Permitted activities may be outsourced subject to applicable requirements, but outsourcing does not remove the NBFC’s accountability for oversight, recovery-agent conduct and customer-information confidentiality. Verify current requirements with the compliance and legal teams.

Can AI be used in loan collections?

AI can support approved reminders, transcription, categorisation and quality monitoring. Use data controls, testing, human escalation and clear limits on what automated systems may say or decide.

What should be checked before selecting a collections vendor?

Evaluate relevant experience, training, scripts, security, access controls, auditability, complaint handling, reporting accuracy, subcontractors, business continuity and exit support. Validate performance through a controlled pilot rather than relying on unsupported claims.

Build a more measurable collections operation with MasCallNet

MasCallNet supports contact-centre and customer operations for businesses that need structured calling, reporting and quality oversight. If your NBFC is reviewing its collections process, begin with the portfolio segment, current baseline, required controls and outcomes you need to measure.

Explore our banking and financial services solutions and contact center services to discuss your operational requirements.

Disclaimer: This article is for general operational information and is not legal advice. Confirm the latest applicable RBI directions and obtain advice from your own compliance and legal teams before changing collections practices.