Success Story

AI SME Loan Matching Helps Retail Brand Swirl Open 3 New Outlets

Lifestyle retailer Swirl wanted to open three new outlets in Malaysia but was wary of overextending its balance sheet with expensive financing. Different banks proposed very different terms and structures, making it hard to decide. With Lumina Fintech’s AI SME loan matching, Swirl modelled multiple loan scenarios, identified the best mix of lenders, and secured financing that supported growth without putting unnecessary pressure on cash flow.

Industry: Retail & Consumer
AI SME loan matching for retail expansion
3 outlets

fully financed with AI-matched SME loans while keeping monthly repayments within target budget

The Story

The Situation

Swirl already operated several profitable outlets, but expansion required significant upfront investment in fit-out, inventory and staffing. Traditional bank conversations produced fragmented offers with different tenures, security requirements and pricing, and management struggled to see which combination of loans would be sustainable. They needed data-driven visibility into what they could borrow and how each option would affect cash flow over time.

Key Steps

Our Approach

Lumina Fintech helped Swirl build a single SME loan profile on the platform, combining financials, outlet performance and expansion plans. Our AI SME loan matching engine then scanned banks and non-bank lenders willing to finance retail expansions, ranking options by total cost and cash flow impact. Together, we modelled different drawdown timings and instalment structures so Swirl could open new outlets without straining existing operations.

Understand Expansion Needs and Capacity

Combine store performance, projected outlet revenue and existing loan obligations into a single view. Use AI credit assessment to estimate safe borrowing limits that still leave room for operational flexibility.

Match to the Right SME Loan Products

Run AI SME loan matching to identify lenders who are comfortable with retail, outlet-based funding and Swirl’s expansion timeline. Compare term loans and revolving facilities side by side, including projected instalments and effective rates.

Structure Drawdown and Repayments

Align drawdown schedules with outlet renovation and opening milestones, and structure repayments so that instalments ramp up as new locations begin to generate cash. Track utilisation and repayments in Lumina’s dashboard.
Our Philosophy

The Results

Financing secured for three new outlets from two lenders, with a blended structure that balanced upfront fit-out and ongoing working capital.

Monthly repayments kept within Swirl’s targeted percentage of operating cash flow, reducing stress on existing stores.

Clearer comparison of offers helped Swirl avoid higher-cost facilities and unnecessary covenants that could have limited future moves.

Management now uses Lumina Fintech to test scenarios for future outlet expansion and refinancing decisions.

Consulting
Recommendations

Guide the Process and Solve Problems

A weekly, executive-level decision mechanism to guide the process and solve problems as they arise.

"I hired Lumina Fintech for a small project & was very happy. He not only answered all my questions, but he didn't treat me like a 'small project'. I was very satisfied & would recommend."

Carlos Martines
Carlos Martines
CEO - Mix
Client Meeting
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