This is a deep dive into both the prompt and the key output from my work with GPT 4.5 to tease out the insights from the Klarna F1 filing.
How to go about it:
Step 1: Download the F1 filing from the Edgar website
Step 2: Upload the F1 file to your favorite LLM (in this case, I used GPT 4.5)
Step 3: Take screenshots of the financial statements (P&L, Balance Sheet, Cash flow etc.)
Step 4: Use the prompt below to dig deep
Iterative Steps: Do not hesitate to dig deeper and ask questions if you think that the LLM is not being clear or is inaccurate. Please double check all financial calculations- LLMs are still not great at math!

How does Klarna make money from the merchant transactions? Source: Klarna F1
F1 Filing analysis Master prompt
🔍 Step 1: Company Overview and Market Positioning
• Summarize Klarna’s business model and core product offerings.
• Identify Klarna’s primary revenue streams (with specific revenue numbers and percentages for 2024).
• Assess Klarna’s market positioning relative to key competitors, outlining competitive strengths and vulnerabilities.
💰 Step 2: Financial Performance Analysis
• Conduct a detailed horizontal analysis (YoY growth) of revenue, operating profit/loss, and net profit/loss from 2022 to 2024.
• Perform a vertical analysis (each cost/revenue component as a percentage of total revenue for 2024).
• Evaluate profitability metrics, including operating margin, transaction margin, net margin, and transaction margin growth (specify percentages for 2024).
💸 Step 3: Cost Structure Breakdown
• Provide an explicit breakdown of Klarna’s operating expenses for 2024 (processing & servicing, funding costs, consumer credit losses, technology & product development, marketing, administrative, depreciation/amortization).
• Calculate the percentage of each cost category relative to total expenses in 2024.
• Highlight notable trends or concerns in expense management.
📈 Step 4: Cash Flow and Liquidity Analysis
• Analyze operating, investing, and financing cash flows (provide explicit figures for each, for 2022 to 2024).
• Assess Klarna’s liquidity position, detailing risks or strengths related to cash management and runway, including end-of-year cash balances.
📊 Step 5: Balance Sheet and Solvency Analysis
• Analyze Klarna’s asset composition (cash, consumer receivables, total assets) and liabilities (consumer deposits, total liabilities) explicitly for 2024.
• Calculate leverage ratios (Debt-to-Equity, Debt-to-Assets) and liquidity ratios (Current Ratio, Quick Ratio).
• Highlight risks related to Klarna’s solvency and leverage position.
💡 Step 6: Customer and Monetization Metrics
• Evaluate customer growth (active consumers), average revenue per active customer (ARPAC), and year-over-year growth (2022–2024).
• Analyze Klarna’s monetization model explicitly for 2024, detailing transaction revenue, interest income, merchant revenue, advertising, and consumer fees (provide percentages and specific numbers).
🚨 Step 7: Risk Assessment
• Identify and analyze major risk factors disclosed in Klarna’s S-1 filing.
• Specifically address credit underwriting risks, consumer credit loss trends, funding risks, and regulatory compliance risks.
• Evaluate how these risks could impact Klarna’s future performance and financial stability.
🛡 Step 8: Governance and ESG Evaluation
• Analyze Klarna’s governance structure, focusing explicitly on dual-class share structure and its impact on corporate governance.
• Highlight potential conflicts of interest or governance risks due to founder or executive control.
• Evaluate Klarna’s disclosed or implied ESG positioning relative to industry standards, addressing investor ESG concerns.
📉 Step 9: Sensitivity and Scenario Analysis
• Conduct scenario analysis on Klarna’s key business assumptions (credit loss rates, merchant growth, interest rates, macroeconomic downturns).
• Evaluate potential financial impacts under adverse scenarios, clearly outlining assumptions and projected outcomes.
📌 Step 10: IPO-Specific and Valuation Analysis
• Analyze underwriting details (share pricing range, implied market capitalization, dilution from employee stock options, lock-up periods).
• Evaluate valuation metrics explicitly (Price-to-Earnings, EV/EBITDA, Price-to-Sales, Price-to-Book), comparing Klarna with fintech peers (Affirm, PayPal, Afterpay).
🧭 Step 11: Comprehensive Investment Recommendation
Based on your detailed analysis of each dimension above, clearly present:
• A concise summary of key strengths and investment highlights.
• Explicit identification of significant risks and concerns.
• Balanced synthesis leading to a clear, justified investment recommendation (Strong Buy, Moderate Buy, Neutral, Moderate Sell, Strong Sell).
Recommendations given by GPT 4.5 After the analysis of Klarna IPO filing
Comprehensive Investment Report on Klarna IPO
Executive Summary
Klarna's IPO represents a cautiously optimistic investment opportunity. Klarna demonstrates consistent growth in consumer adoption, significant improvements in financial discipline, robust transaction margins, and effective risk management strategies. However, high leverage, substantial regulatory scrutiny, and governance concerns temper enthusiasm.
Company Overview
Klarna operates a leading global payments platform specializing in Buy Now, Pay Later (BNPL) products, including Pay Later, Pay in Full, and Fair Financing options. The company generates most revenue through merchant fees, complemented by consumer fees and advertising revenues.

Klarna’s financials from the F1 filing
Financial Performance
Revenue Growth: Increased from $1.9 billion (2022) to $2.8 billion (2024).
Profitability: Achieved a net profit of $21 million in 2024 from significant losses previously.
Margins: Transaction margin expanded from 36% (2022) to 43% (2024).
Cost Efficiency: Operating loss reduced by 88%, signaling strong operational efficiency.
Cash Flow and Liquidity
Stable positive operating cash flows ($587M in 2024).
Liquidity position robust with cash and equivalents at $3.24 billion.
Investing activities transitioned positively in 2024, driven by divestments.
Balance Sheet Analysis
Total Assets: $13.8 billion, primarily consumer receivables ($8.1B).
Liabilities: $11.5 billion, highly leveraged position (debt-to-equity ratio ~5.54x).
Funding primarily through consumer deposits, significantly reducing funding costs.
Market Position and Competitive Benchmarking
Strong market penetration, especially in the U.S. and U.K., with 93 million active consumers (up 17.7% from 2022).
Improved Average Revenue per Active Customer (ARPAC), increased by 25% between 2022-2024.
Customer Metrics
Solid growth in customer base, indicating effective acquisition and retention strategies.
Enhanced monetization driven by increased purchase frequency among active users.
Risk Assessment
Credit Risk: Improved significantly; U.S. credit losses reduced to 1.2% (2024) from 9.6% (2019).
Leverage Risk: High financial leverage poses significant risks under adverse economic conditions.
Regulatory Risk: Extensive global operations increase exposure to complex regulatory environments.
Governance Risk: Dual-class share structure could limit investor control.
Valuation and IPO Specific Details
Explicit IPO pricing and valuation metrics were not detailed; recommended for close evaluation before final investment decisions.
Governance and ESG Considerations
Dual-class shares present governance risks due to concentrated founder control.
ESG disclosures and positions not fully detailed; recommended further scrutiny.
Sensitivity and Scenario Analysis
Klarna remains vulnerable to economic shifts affecting consumer spending and credit behavior.
Strong performance and effective risk mitigation strategies currently mitigate these risks significantly.
Conclusion and Final Recommendation
Overall, Klarna’s IPO represents a moderately positive investment opportunity, recommended for investors comfortable with moderate-to-high risks associated with leverage and regulatory scrutiny. Careful post-IPO monitoring of credit performance, governance structure, and macroeconomic trends is advised.
Interesting Interim outputs from GPT 4.5 of the Klarna IPO Filing
Here are a few of the interesting outputs when I followed up with questions and dug deeper into the answers provided by GPT 4.5. I recommend using this approach for all your financial statement analysis, not just S1 and F1 filings.
Secret Sauce
Klarna’s secret sauce consists of the following key ingredients:
1. AI-Powered Credit Underwriting
• Advanced machine learning models significantly reduce credit losses.
• Dramatic decrease in credit losses (U.S. market from 9.6% in 2019 to 1.2% in 2024).
2. Scalable, Cloud-Native Technology Platform
• Enables rapid, cost-effective geographic and product expansion.
• Supports billions of transactions efficiently, offering seamless integration with merchants.

Klarna’s offerings to their end customers from the F1 filing
3. Low-Cost Funding Model
• Leveraging consumer deposits and banking licenses.
• Funding costs at only 2.9%, significantly lower than market benchmarks (xIBOR ~4.2%).
4. Robust Customer Monetization and Engagement
• ARPAC (Average Revenue per Active Customer) grew by 25% from 2022-2024.
• Enhanced monetization through higher frequency of consumer purchases.
5. Strong Brand and User Experience
• Strong global brand recognition driving consumer trust and adoption.
• High consumer retention and increased engagement demonstrated by rising active consumer count (93 million in 2024).
6. Transaction Margin Discipline
• Improved transaction margins from 36% in 2022 to 43% in 2024, driven by operational efficiencies and scale benefits.
In essence, Klarna’s unique blend of AI-driven underwriting, a low-cost funding advantage, robust consumer engagement, and highly scalable technology constitute its powerful competitive edge, positioning it effectively within the rapidly growing fintech landscape.
Klarna’s 2024 Monetization Model includes these primary revenue streams:
🔹 Transaction and Service Revenue: $2,136 million (76% of total revenue)
• Merchant Revenue: ~75% of transaction revenue
• Consumer Service Revenue: ~17% of transaction revenue
• Advertising Revenue: 8% of transaction revenue ($180 million, 6% of total revenue)
🔹 Interest Income: $675 million (24% of total revenue)
• Primarily from “Fair Financing” products with longer durations (interest-bearing).
📊 Overall Revenue Breakdown (2024):
Revenue Source | Amount ($M) | % of Total |
|---|---|---|
Transaction and Service Revenue | 2,136 | 76% |
Interest Income | 675 | 24% |
Total Revenue | 2,811 | 100% |
📌 Key Monetization Insights (2024):
• Merchant fees remain Klarna’s largest monetization stream.
• Significant growth in consumer services and advertising, diversifying revenue streams.
• Stable contribution from interest income, despite shifts towards less interest-bearing Pay Later products.
This diversified monetization approach positions Klarna effectively for sustainable growth and resilience against individual market fluctuations.
Here’s Klarna’s detailed cost breakdown for 2024, with precise figures and percentages of total expenses:
📌 2024 Cost Structure:
Cost Category | Amount ($M) | % of Total Expenses |
|---|---|---|
Processing and Servicing Costs | $596 | 20.3% |
Consumer Credit Losses | $495 | 16.9% |
Funding Costs | $503 | 17.2% |
Technology & Product Development | $444 | 15.1% |
Sales & Marketing | $328 | 11.2% |
Customer Service & Operations | $203 | 6.9% |
General & Administrative | $281 | 9.6% |
Depreciation, Amortization & Impairments | $82 | 2.8% |
Total Operating Expenses | $2,932 | 100% |
📊 Cost Insights:
• Klarna’s largest expense is related to transactional processing and funding costs (~37.5% combined), reflecting payment ecosystem costs.
• Consumer credit losses (16.9%) highlight significant but managed exposure to credit risk.
• Investments in technology and product development (15.1%) underline Klarna’s commitment to innovation.
• Sales & marketing expenditures (11.2%) support customer acquisition and brand positioning.
These figures illustrate Klarna’s focused expenditure approach toward scaling operations, maintaining robust risk management, and strategic investment in product development.
