Angel investors
How should an angel examine early traction claims from a pre-revenue B2B SaaS startup?
a pre-revenue B2B SaaS startup: Examine traction metrics through their definition, denominator, period, and supporting records.
Examine traction metrics through their definition, denominator, period, and supporting records. A growth percentage can describe a tiny base or a changing cohort. Bookings, cash collected, revenue, active use, and pipeline should not be treated as interchangeable.
Start with the decision
Reconstruct a small sample from the underlying records when authorized. Ask about exclusions, refunds, services, incentives, and changed definitions. Have the finance owner or an independent specialist address formal accounting questions.
The illustrative scenario
This is an educational workbook. The company or fund and all numerical inputs below are fictional. They are not ADIN results, customer claims, market benchmarks, or a forecast.
The fictional company is testing a reporting tool with three operations teams. Users attend demos, but no recurring contract is signed. The founder wants financing to complete integrations and test a repeatable sale.
A pilot conversation, active usage, an invoice, and a recurring commitment describe different evidence. Treat projected sales as assumptions and ask which milestone financing can realistically support.
Turn the scenario into an evidence decision
Consider a review of a pre-revenue B2B SaaS startup in which a confident explanation arrives before the supporting records. Start with the first question in the table. Write down what an answer would change: the next interview, the experiment's scope, a request for specialist review, or a decision to wait. A question without a consequence can produce a longer document while adding little understanding.
Next, inspect the record named in the table and record its date, owner, permission boundary, and limitations. Review permissioned pilot notes, usage records, customer references, and a dated cash forecast. Clarify what is confirmed by the customer rather than inferred by the founder. If the record contradicts the explanation, preserve both accounts and ask which definition, period, or workflow differs. Do not silently select the version that makes the opportunity look strongest.
Finish with a conditional statement: if the specified evidence supports the claim under these conditions, take the named next step; otherwise investigate the unresolved question. A metric is useful when it answers a relevant question and can be interpreted consistently. A precise number with an unclear definition can create more confidence than the evidence warrants. This worked exercise is about the decision process. It does not assert that a fictional company has met a real diligence standard or that a template can authorize an investment.
| Item | Illustration |
|---|---|
| Decision question | What is the metric definition? |
| Case-specific constraint | A pilot conversation, active usage, an invoice, and a recurring commitment describe different evidence. Treat projected sales as assumptions and ask which milestone financing can realistically support. |
| Record to inspect | Review permissioned pilot notes, usage records, customer references, and a dated cash forecast. Clarify what is confirmed by the customer rather than inferred by the founder. |
| Comparison to preserve | Compare the current evidence with the specific next milestone. An attractive market story does not establish that this team can reach its buyer. |
| Unresolved case question | Who owns the customer's budget? |
Use this worksheet
Answer the questions with a source, date, owner, and next action. Mark an unknown as unknown. Use public or permissioned information and involve a qualified specialist when a question requires expertise beyond the team’s competence.
- What is the metric definition?
- What is the denominator?
- Which period is covered?
- What was excluded?
- Can the figure be reconciled?
Questions specific to this scenario
- Who owns the customer's budget?
- What milestone comes before the next raise?
- Which projection has independent support?
Review permissioned pilot notes, usage records, customer references, and a dated cash forecast. Clarify what is confirmed by the customer rather than inferred by the founder.
A concrete next test
Ask a pilot participant to describe the last time the reporting problem occurred and the next approval needed for a purchase. Compare that account with the founder's pipeline stage. Record an explicit unresolved step rather than interpreting meeting attendance as contract intent.
Interpret the result
A metric is useful when it answers a relevant question and can be interpreted consistently. A precise number with an unclear definition can create more confidence than the evidence warrants.
Compare the current evidence with the specific next milestone. An attractive market story does not establish that this team can reach its buyer.
Sources and method
These primary resources provide background for the concepts. The fictional scenario, calculations, and worksheet are ADIN educational examples; the sources do not report or validate those invented results. Reviewed October 11, 2026.