Embodiment and Service Margin Discount
When you need this method
A business presents itself as software, but the value is delivered on devices, at the edge, or with humans in the loop, such as teleoperation or experts-as-a-service. Anyone valuing or planning with software margin expectations structurally overestimates scalability. This affects investors in valuation as much as leadership teams in their own planning.
Approach
- 1Check whether delivery is embodied: software on hardware, physical integration, or humans permanently in the loop.
- 2If so, mark the margin expectation down to services or systems-integration levels instead of applying software multiples.
- 3Net the discount against the positioning gain: the company often buys its differentiated position precisely with this margin disadvantage.
- 4Flag the tension explicitly, for example as "position strong, economics burdened".
- 5Check whether the embodied share declines over time (automation) or is structural.
Typical application
A typical case: a robotics software vendor markets an end-to-end solution behind which humans intervene remotely when things go wrong. Its market position is strong precisely because of that completeness promise. Valuing it as a pure software business would still be wrong: the human intervention and hardware proximity push margin permanently toward services levels. The honest reading: the company pays for its differentiated position with margin, and exactly that trade-off belongs in every scaling and valuation decision.
Limits and counter-indications
The discount is a qualitative diagnostic heuristic, not a precise markdown formula. It was confirmed as a diagnostic building block in an internal blind test of 30 companies, but it is not a validated valuation model. Temporary service shares during rollout do not justify the discount; what matters is whether the embodiment is structural.
How to measure impact
Gross margin versus the software benchmark (roughly 70 to 85 percent), plus the share of embodied delivery in total cost.
Related methods
Sources
- 1.The New Business of AI (and How It's Different From Traditional Software), Martin Casado & Matt Bornstein, Andreessen Horowitz (opens in a new tab) · Andreessen Horowitz (a16z) · 2020 · investment, consulting or analyst firmBeziffert genau den Mechanismus der Methode: Bruttomargen von 50 bis 60 Prozent gegenüber 60 bis 80 Prozent bei Software und 30 bis 50 Prozent bei Dienstleistern, getrieben von Rechenkosten und dauerhaft eingebundenen Menschen.
- 2.The State of AI 2025, Bessemer Venture Partners (BVP Atlas) (opens in a new tab) · Bessemer Venture Partners · 2025 · investment, consulting or analyst firmBestätigt an aktuellen Kohorten, dass Anbieter mit hohem Modell- und Leistungsanteil deutlich unter den gewohnten Softwaremargen liegen, in einem Fall bei rund 25 Prozent.
Origin: eigen
Last reviewed: 2026-07-25 by Dr. Oliver Gausmann