Angel investors
How should an angel examine early traction claims from a hardware startup?
a hardware 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 team has a working prototype of a monitoring device and early customer trials. Component purchases, assembly, testing, and field support must be funded before units become recurring revenue or repeat orders.
A prototype bill of materials omits some production costs. Yield, rework, inventory, shipping, and warranty assumptions can materially change the cash needed for delivery.
Turn the scenario into an evidence decision
Consider a review of a hardware 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. Request supplier quotes, prototype and production cost distinctions, test results, customer trial evidence, and a cash schedule that includes inventory timing. 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 prototype bill of materials omits some production costs. Yield, rework, inventory, shipping, and warranty assumptions can materially change the cash needed for delivery. |
| Record to inspect | Request supplier quotes, prototype and production cost distinctions, test results, customer trial evidence, and a cash schedule that includes inventory timing. |
| Comparison to preserve | Compare a shipped, functioning unit with a laboratory demonstration. Keep gross margin arithmetic separate from the working capital needed before collection. |
| Unresolved case question | Which costs are quoted versus assumed? |
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
- Which costs are quoted versus assumed?
- What happens when yield falls?
- Who supports failed field units?
Request supplier quotes, prototype and production cost distinctions, test results, customer trial evidence, and a cash schedule that includes inventory timing.
A concrete next test
Compare the prototype cost list with a hypothetical small production batch. Ask which supplier quotes are current and where yield, rework, shipping, or field support enter the cash plan. Keep working capital timing separate from a per-unit margin calculation.
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 a shipped, functioning unit with a laboratory demonstration. Keep gross margin arithmetic separate from the working capital needed before collection.
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.