Angel investors
What assumptions drive an angel valuation discussion for an AI application startup?
an AI application startup: A valuation discussion should make the assumptions and the investment instrument visible.
A valuation discussion should make the assumptions and the investment instrument visible. Comparisons can inform the discussion without establishing a correct price. Distinguish price, ownership, dilution, rights, and the capital needed to reach future milestones.
Start with the decision
Use a hypothetical ownership bridge to expose the effect of round size and pricing assumptions. Compare actual terms with qualified advisers. Do not translate a market multiple or another company's financing into a personalized recommendation.
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 sells an AI assistant to small support departments. A demonstration works on familiar examples, but the product is still testing performance on new customers' queues. Founder time currently covers many exceptions.
Separate model output from completed customer work. A software revenue claim needs a matching view of model usage, human delivery, customer support, and rework.
A simplified priced-round and cash comparison
Assume a fictional priced equity round of $3,000,000.00 at a pre-money value of $12,000,000.00. A $30,000.00 check divided by the simplified post-money amount produces 0.200% ownership. If a later issuance reduces existing holders by an assumed 22%, that interest becomes 0.156% without participation.
The exercise omits option pools, convertibles, preferences, fees, side agreements, and other actual terms. It is not a SAFE conversion model or a recommendation to invest or preserve ownership. Actual cap-table and document analysis belongs with qualified advisers. A percentage of ownership does not specify eventual proceeds or protect against total loss.
The fictional company's $600,000.00 of cash divided by $85,000.00 of monthly use gives 7.1 months under a constant-use assumption. Compare the promised workflow with the delivered workflow. The relevant question is whether adoption and delivery economics improve together. Connect that simple quotient to dated obligations and milestones before drawing a conclusion about financing needs or progress.
| Item | Illustration |
|---|---|
| Assumed pre-money value / round size | $12,000,000.00 / $3,000,000.00 |
| Fictional investor check | $30,000.00 |
| Simplified initial ownership | 0.200% |
| Assumed later dilution | 22% |
| Ownership without later participation | 0.156% |
| Cash / constant monthly use | $600,000.00 / $85,000.00 |
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 instrument is proposed?
- What ownership follows under the terms?
- What dilution is possible?
- What rights accompany the interest?
- Which comparison is genuinely relevant?
Questions specific to this scenario
- Who reviews failures?
- How much founder work supports each account?
- Which results hold on unseen examples?
Request a permissioned evaluation sample, customer usage cohorts, an exception log, and a cost model that includes human work. Keep actual results distinct from roadmap features.
A concrete next test
Observe a permissioned workflow where the assistant fails or needs founder intervention. Record the human time and what the customer sees. Compare that case with the demo so the diligence discussion addresses delivered work rather than only the best familiar example.
Interpret the result
Simple arithmetic can clarify a discussion while omitting option pools, convertibles, fees, preferences, and later terms. State those omissions before using the model to assess a real transaction.
Compare the promised workflow with the delivered workflow. The relevant question is whether adoption and delivery economics improve together.
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.