Example investment analysis
See the Critical Findings Before You Spend Hours on the Materials
DDScore analyzed a fictional seed-stage company using 14 document sets seeded with deliberate contradictions, unproven promises, and evidence gaps. The analysis framework, scoring logic, and report structure are the same as in a live DDScore report.
Score Overview
Twelve Dimensions in One View
See the overall DDScore and the twelve dimension scores together. The chart makes the balance of strengths and weaknesses easy to compare.
Overall DDScore: 33/100. Presentation: 80/100. Technology & IP: 18/100. Financials: 15/100.
Executive Summary
The Key Findings First
The executive summary brings together strengths, development areas, and risks. It also shows the funding-stage benchmark, modeled exit returns, and an explanation of analysis confidence, with the detailed reasoning in the sections that follow.
Stronger than 26 of 100 seed-stage companies. Modeled weighted-average return: 0.4×. The summary flags negative unit economics and missing technical leadership.
Business Idea
The Problem and the Proposed Solution
Assess the customer need, the proposed solution, and the evidence behind its differentiation. The analysis tests the business idea against customer alternatives and the requirements for execution.
Customer interviews support a real need, but the targeting brief contradicts the product’s central compliance promise.
Offering
Product Readiness and Delivery
Separate what customers can use today from what is still on the roadmap. The section examines product maturity, pricing, commercial readiness, and gaps that could delay delivery.
The product is an investor-only demo in the agency’s cloud. Production hosting and platform integrations are not yet in place.
Team
Capabilities and Capacity to Execute
Review the people, roles, and experience behind the plan. The analysis identifies capability gaps, overlapping responsibilities, and whether the team has enough capacity to deliver.
No CTO or ML engineer is in place. One founder carries product and sales responsibilities, while the plan depends on a technical lead who has not yet been identified.
Market
Market Size and Reachable Demand
Distinguish the wider market from the customers the company can realistically reach. The section tests market-size assumptions, demand evidence, and growth targets against external information.
The year-five target implies winning roughly 40% of Germany’s staffing agencies, starting from zero paid pilots.
Competitors
Competitors and Customer Alternatives
Map direct competitors, platform offerings, and other ways customers solve the same problem. External research can identify alternatives missing from the materials and test the claimed differentiation.
Adward and Amazon’s AI ad agents in Germany were missing from the materials and identified through external research.
Technology & IP
Technology, Ownership, and Defensibility
Examine the technical evidence, development risks, dependencies, and ownership behind the product. The same framework can assess specialist businesses, including deep tech, healthtech, biotech, quantum, and cleantech, in their technical and regulatory context.
There is no proprietary model or dataset. Full IP assignment from the external agency depends on payment of the final invoice and success bonus.
Scalability
What Changes as the Business Grows
Assess how costs, staffing, and delivery capacity change with volume. The section identifies operational bottlenecks, automation opportunities, and work that may still require people.
Usage costs exceed the revenue they generate. More volume increases losses, while compliance review and quality assurance still require people.
Legal & Regulatory
Regulatory Risks and Requirements
Review the regulatory obligations, compliance gaps, and contractual risks relevant to the business. The analysis also considers whether meeting those requirements could create a competitive advantage.
The targeting design conflicts with the claimed compliance proposition, and key data-protection safeguards have not been completed.
Exit
Possible Outcomes and Investor Returns
Explore modeled exit scenarios, their probabilities, and return ranges. The outcome curve and supporting reasoning show how operating assumptions and the investment valuation shape potential returns.
The model assigns 94% to money-losing outcomes and 6% to profitable outcomes, with a weighted-average return of 0.4×.
Presentation
Clarity, Consistency, and Completeness
Review how clearly the materials explain the business and whether the documents agree. The section maps investor themes, identifies missing evidence, and suggests improvements to the presentation.
Presentation scores 80/100, but pricing inconsistencies, a missing post-money cap table, and an unresolved cash-bridge error remain.
Financials
Revenue, Costs, and Funding Runway
Examine revenue quality, cost assumptions, cash flow, and whether funding covers the operating plan. Benchmarks and unit economics help test how the forecast holds together.
ARR and MRR are zero. The reported EUR 312,000 of revenue comes from one-off consulting, and the corrected cash bridge ends at EUR −1.1M.
Unit Economics
The Economics of Each Customer
Compare revenue with the direct cost of serving a customer. The calculation shows whether growth creates a positive contribution and what would need to change for the model to work.
EUR 22,000 revenue − EUR 4,000 hosting − EUR 150,000 API costs = EUR −132,000 contribution, before sales and support.
Fundability
The Round, Valuation, and Terms
Assess the funding request against the company’s evidence, capital needs, and proposed terms. The section examines valuation, ownership, and conditions that could affect the ability to raise capital.
The proposed EUR 8.75M round at EUR 35M pre-money has no paying product customers behind it. In downside scenarios, funding needs exceed the amount being raised.
Cap Table, Shareholder Agreement, and Red Flags
Ownership and Shareholder Rights
Review the cap table alongside the shareholder agreement. The analysis highlights inconsistencies in ownership, dilution, control rights, and the terms of the proposed round.
The deck proposes EUR 8.75M, but the shareholder agreement states EUR 4M. Three shareholders with no documented operating role hold 48%.
Founder Questions
Questions for the Founder Team
Turn unresolved evidence gaps and contradictions into specific follow-up questions, grouped by business dimension. The report’s question list can be edited before follow-up.
When does cash actually run out, and what cost or milestone changes close the gap before the production beta?
Score Interpretation
How to Read the Score
The interpretation guide explains the score bands, the role of supporting evidence, and the effect of company stage. It also sets out the limits of a statistical score.
This report places the company’s 33/100 score in the Elevated Risk profile.
Deck Completeness
What the Materials Cover and Miss
The completeness table maps investor themes to the submitted materials, marks coverage, and identifies actions. It distinguishes a topic being mentioned from the evidence being sufficient.
Business model / pricing is marked Weak: the deck and pricing sheet disagree, so the report calls for consistent prices and clarity on media costs.
Glossary
Terms in Plain Language
The glossary explains the financial, technical, and regulatory terms used in the report. Together with the analysis and its sources, it gives readers context for follow-up work, including their own AI workflow.
The glossary defines CAC, ARR, unit-cost terminology, and shareholder provisions used in this case.
