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Speaking with TechGraph, Ranjan Agarwal, CEO and Co-Founder of Collectedge, discussed how India’s debt recovery landscape has remained fragmented and manual even as digital lending has scaled rapidly, and how the company’s managed marketplace model is transforming the ecosystem by bringing lenders and verified recovery partners onto a unified, compliance-led platform that delivers Collections-as-a-Service at a national scale.
Agarwal further explained how Collectedge is using AI, behavioural insights, and data-driven segmentation to match the right intervention to the right account, enabling engagement models that range from automated reminders to on-ground visits and turning recovery into a forward-looking risk-management function rather than a reactive collections exercise.
Read the full interview in detail:
TechGraph: Debt recovery in India has long been viewed through a conventional lens dominated by manual processes and fragmented agencies. What prompted Collectedge to reimagine this ecosystem through a managed marketplace model, and how is it changing the behavior of industry stakeholders?
Ranjan Agarwal: Collections have historically been viewed as an operational afterthought rather than a system problem. Lending has gone digital, but collections remained fragmented, dependent on small, unregulated vendors, with limited oversight.
Collectedge was built as a managed marketplace because the problem required both technology solutions and trusted execution. The collections industry is a $100-billion challenge that can’t be solved piecemeal. Our platform connects lenders to verified, trained partners backed by a robust compliance and performance monitoring layer—essentially offering Collections-as-a-Service.
TechGraph: The Reserve Bank of India has been tightening compliance around debt collection practices, with a sharper focus on transparency and borrower protection. How do you see this regulatory shift reshaping the industry, and what role does technology play in ensuring ethical and compliant recovery practices?
Ranjan Agarwal: The RBI’s tightened guidelines have made ethical recovery non-negotiable. Lenders now expect compliance, auditability, and borrower protection in each touchpoint. Technology ensures these standards are met consistently.
Our platform tracks every call and field visit, flags deviations in real time, and automatically enforces lender-specific guidelines. This mitigates human error and regulatory risk while helping lenders maintain trust with borrowers while still achieving recovery targets.
TechGraph: The financial sector today faces the challenge of balancing recovery efficiency with borrower sensitivity. How does your platform uphold ethical standards while still delivering measurable recovery outcomes for lenders?
Ranjan Agarwal: Efficiency and respect for the borrower go hand in hand. In the past, high recovery often came at the cost of borrower dissatisfaction or compliance breaches.
At Collectedge, every agent interaction is guided by training, recorded, and auditable. We combine context-aware human interaction with technology to ensure ethical interventions. The result: measurable recovery outcomes without compromising borrower experience or regulatory compliance.
TechGraph: India’s credit landscape is expanding rapidly, yet delinquencies are increasing across both retail and SME segments. Given this, what role do you see Collectedge playing in strengthening early-stage recovery and preventing accounts from slipping into default?
Ranjan Agarwal: Preventive engagement is key. Using borrower behavior data, we identify early signs of stress and intervene with tailored communication, anything from an automated nudge to an on-ground visit.
This proactive approach helps lenders reduce NPAs, stabilizes cash flows, and improves recoveries for lenders. By turning reactive collections into preventive management, Collectedge enables better portfolio health across retail and SME segments.
TechGraph: Many lenders remain cautious about outsourcing recovery operations to digital platforms due to concerns around data privacy and regulatory compliance. How has Collectedge worked to overcome these trust barriers, particularly when engaging with banks and NBFCs?
Ranjan Agarwal: We operate with trust in mind and transparency throughout the process. Lenders have real-time visibility into every interaction. Data access is strictly controlled, and security protocols follow global standards. By combining technology with on-ground accountability, lenders can outsource collections confidently, knowing every interaction is compliant, auditable, and aligned with internal policies.
TechGraph: Traditional collection agencies often struggle with issues of scale, standardization, and oversight. How does your managed marketplace model ensure operational consistency across geographies and various categories of debt?
Ranjan Agarwal: Consistency is achieved through a tech-enabled field network. Verified agents follow standardized workflows, receive complete account history, and submit real-time feedback via the platform.
Whether managing a high-volume SME portfolio in Uttar Pradesh or a personal loan recovery in Bangalore, processes remain consistent, compliant, and measurable. The model allows for scaling without sacrificing adherence to quality or compliance.
TechGraph: As India moves toward a more data-driven credit environment, how do you see technologies such as AI, predictive analytics, and behavioral scoring transforming the way lenders approach debt resolution?
Ranjan Agarwal: AI and analytics allow lenders to prioritize accounts and tailor interventions. All of our models classify borrowers based on repayment intent and repayment behavior. Predictive insights inform whether a digital reminder, call, or field visit is appropriate. Voice-to-text and multilingual feedback help monitor quality and compliance. These tools ensure collections are efficient, contextual, and fully traceable, without relying on generic automation.
TechGraph: Looking ahead, what regulatory or structural changes do you believe are essential to make debt recovery in India more transparent, technology-led, and borrower-inclusive? And how is Collectedge positioning itself to lead that transformation?
Ranjan Agarwal: Industry-wide agent certification, standardized accountability frameworks, and digital audit trails are critical to ensuring transparency and borrower participation.
Collectedge is building a tech-first, auditable, and compliant collections backbone. With this infrastructure, lenders can recover ethically at scale, while borrowers experience respectful, transparent interactions. Our goal is to enable India’s credit ecosystem to grow responsibly, backed by data, compliance, and structured execution.