The Services-as-Software Diagnostic
In 2026, "services-as-software" became the label every AI founder was told to put on the company. The implied multiple climbed to 50–100x revenue. SaaS collapsed to 5–10x. The 10x valuation spread between the labels is now the most contested positioning question in venture capital.
Most of the companies pitched as services-as-software aren't. This diagnostic tells you which side of the line yours actually sits on.
Who produces the deliverable the paying customer actually uses?
Not who builds the tool. Not who runs the workflow. Who is legally and operationally responsible for the artifact or outcome the customer is hiring you to provide?
What is your real gross margin at scale?
Not your projected gross margin after fictional inference price drops. Your current gross margin — or your honest run-rate forecast at 5x current revenue.
Who controls your largest variable cost?
If a supplier can move your gross margin 20% in a quarter, your unit economics are someone else's pricing decision.
What is your category's actual M&A comp set?
Not the aspirational comp set. The deals that have actually closed in your vertical in the last 18 months. The buyers and multiples tell you what your exit looks like.
Does your pricing scale with cost, or independent of it?
The relationship between how you make money and how you spend it determines whether usage spikes help you or hurt you.