ai-unit-economics SKILL.md skillA
ai-unit-economics from vandanaajaydubey111/great-pm is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add vandanaajaydubey111/great-pm/ai-unit-economics@git:20260721.86de099Pins git:20260721.86de099 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- vandanaajaydubey111/great-pm
- Path
skills/ai-unit-economics/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260721.86de099, committed Jul 21, 2026
- Size
- 14,744 bytes
- Repository stars
- 3
- License
- MIT
The unit-economics model that governs whether an AI product is viable. Forces explicit cost-per-action (token + orchestration overhead), gross-margin-per-query math, the "every feature use costs money" mental model, the cost levers (caching, model tiering, batching, local inference), and break-even analysis. The AI extension of cost-model and pricing-models — those are general; this models per-query variable cost.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# AI unit economics — every feature use costs money Classic SaaS has near-zero marginal cost: once the code is written, the millionth user costs almost nothing to serve. **AI products break this assumption.** Every query, every feature use, every agent loop spends real tokens that scale linearly (or worse) with usage. Margin is no longer managed per-account at signup — it is managed **per-query, every single time the feature fires.** If a PM cannot state the fully-loaded cost of one AI action and the revenue that covers it, the product does not have a business model — it has a demo with a credit card attached to an LLM API. This skill is the AI extension of `cost-model` (general initiative cost) and `pricing-models` (how you charge). It models the thing those two do not: **per-query variable cost and its margin consequences.** ## 1. The core equation ``` gross margin per query = revenue per query − fully-loaded cost per query ``` A product is viable only if this is positive **across the realistic usage distribution**, not just at the median. Power users sit in the right tail and can be margin-negative while the average looks fine. …
Read the whole file at its exact version.
How to install
mdr add vandanaajaydubey111/great-pm/ai-unit-economics@sha256:f35066bf548debf3The line at the top of this page pins the label git:20260721.86de099, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_xnrrthldiwldi3m5)
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Versions
The registry has recorded 1 version of this file, committed on Jul 21, 2026.
Audit of the latest version
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Source
vandanaajaydubey111/great-pm · 3 stars · license MIT · pushed 2026-09-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_xnrrthldiwldi3m5 GET https://markdownregistry.com/api/v1/resolve?ref=vandanaajaydubey111/great-pm/ai-unit-economics GET https://markdownregistry.com/api/v1/blob/f35066bf548debf30c01741af4584dba3bb16ed6caad492ec9720f3f507625b2
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Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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