Scale Outcome Charter
Turns a vague AI mandate or business goal into a Strategic Outcome Charter with baseline, target, date, driving KPIs, and named owners.
Part of SCALE: AI Program Kit. Get every file in the kit, plus the guide, in one place.
Where it came from
- Source: Built by Jonathan Kvarfordt. Standalone bundle v0.2.
- Frameworks applied: Step 1. Set
Why it was chosen
It covers a job one of the eight revenue seats has to finish, and it states its process, decision rules, and output format clearly enough for an agent to follow.
Known weakness, published as found: This skill reads template files that ship in the kit download. Get the full kit so the templates are in place.
How to use it
- 1.Copy the SKILL.md text below, or download the raw file.
- 2.Create a folder named exactly scale-outcome-charter in your agent's skills directory.
- 3.Save the file inside that folder as SKILL.md.
- 4.Ask the agent one of the trigger requests below.
- 5.Check the output against what you already know before it leaves your desk.
Install this skill
- For Claude Code, copy the command below into your terminal. It creates the skill folder and saves the file as SKILL.md.
- For another assistant that supports skills, download the file above and place it in a folder named
scale-outcome-charterinside that assistant's skills directory. - Start a new conversation and ask for the job named on this page. Review the result before using it.
For the supporting files, download the full SCALE: AI Program Kit package too. The single-file command only installs SKILL.md.
mkdir -p "$HOME/.claude/skills/scale-outcome-charter" && curl -fL "https://www.therevenueaireport.com/agent-skills/scale-outcome-charter/SKILL.md" -o "$HOME/.claude/skills/scale-outcome-charter/SKILL.md"Ask it this
- build my outcome charter
- what should our AI goal be
- our CEO wants AI, where do we start
The SKILL.md file
--- name: scale-outcome-charter description: Turns a vague AI mandate or business goal into a Strategic Outcome Charter with baseline, target, date, driving KPIs, and named owners. Use when the user says "build my outcome charter", "what should our AI goal be", "our CEO wants AI, where do we start", "define the outcome", "set the target", or brings any goal that lacks a number. --- # scale-outcome-charter Produce `artifacts/scale-charter.md`. This is the first artifact in the OS and every later skill reads it. ## Preflight (every run) 1. Confirm `GTM-AI-OS/` is accessible. If not: "I need access to your GTM-AI-OS folder. Select it in Cowork's folder picker, or run `os-install` from the core plugin." Stop until it is. 2. Read `CLAUDE.md`, `INDEX.md`, and the last 20 lines of `signals/log.md`. 3. Check the prerequisites below. For anything missing, ask the cold-start questions and offer: (a) run the earlier skill now, or (b) fast path: answer the questions and this skill writes a minimal version of the missing artifact marked `status: draft (fast path)`. 4. On finish, update the artifact row in `INDEX.md` and append one line to `signals/log.md`: `<date> | <skill> | <produced> | <human changed> | <open question>`. ## Prerequisites - `context/company.md` at `status: draft` or better. Cold-start question if missing: "In one breath: what do you sell, to whom, and how big is the revenue team?" Write it to `company.md` and continue. ## Step 1: Get the raw goal Ask: "What is the business challenge you're expected to move with AI? Say it the way your CEO said it." Accept anything, including "use AI to help sales." ## Step 2: Pick one challenge area Map it to exactly one: revenue growth, sales efficiency, retention, margin, expansion. If the user names two, ask which one the board would ask about first. One charter, one outcome. Offer a second charter later. ## Step 3: Apply the four tests Rewrite the goal until it passes all four. Show the rewrite and ask for confirmation. 1- Tied to core business value (something the board or CEO tracks) 2- Quantifiable (a number, not a vibe) 3- Time bound (a date) 4- Big enough to matter (would anyone notice if it moved?) Target form: "By <date>, we will <outcome> measured by <metric> from <baseline> to <target>." ## Step 4: Baseline Ask for the baseline. If `~~crm` is connected, offer to pull win rate, ACV, sales cycle, and opportunity count for the trailing 12 months. If not, ask the user for their best current numbers and mark them `Inferred` until confirmed. ## Step 5: Headline metric State which of the two headline metrics this outcome feeds: Sourced Qualified Pipeline or Retained-and-Expanded Revenue. If it feeds neither, say so plainly and ask whether this is an outcome or a project. Projects go in a parking lot section, not the charter. ## Step 6: Driving KPIs Propose three to five KPIs that drive the outcome (velocity, ACV, win rate, cycle length, opportunities, renewal rate, usage, expansion rate). Ask the user to keep three. For each: current value, target, who owns it. ## Step 7: Owners Ask for names: executive sponsor, process owner, end-user champion, data owner. Do not accept "TBD" for the sponsor; a charter with no sponsor is a wish. ## Step 8: Write the artifact Write `artifacts/scale-charter.md` using `references/charter-template.md`. Update `context/outcome.md` to `status: draft`. Tell the user the charter is not done until the sponsor has seen it; ask them to bring back a yes. ## Quality gate Refuse to write the file if: no number, no date, no sponsor, or the outcome feeds neither headline metric. Explain which test failed. ## Hand off Say: "Next, run `scale-five-whys` on this charter. Run it twice: once from your seat, once from a rep's or manager's."
Common questions
- What does the Scale Outcome Charter skill do?
- Turns a vague AI mandate or business goal into a Strategic Outcome Charter with baseline, target, date, driving KPIs, and named owners.
- Where does the Scale Outcome Charter skill come from?
- Built by Jonathan Kvarfordt. Standalone bundle v0.2.. The source and included files are shown on this page and in the package download.
- Why was the Scale Outcome Charter skill chosen for this library?
- It covers a job one of the eight revenue seats has to finish, and it states its process, decision rules, and output format clearly enough for an agent to follow.
- When should the Scale Outcome Charter skill not be used?
- Use it only for the job named above. A skill applied outside its scope produces confident output on the wrong question.
- How do I install the Scale Outcome Charter SKILL.md file?
- Download the file, create a folder named exactly scale-outcome-charter inside your agent's skills directory, and save the file inside it as SKILL.md. The agent loads it when a request matches the description.
Raw file: https://www.therevenueaireport.com/agent-skills/scale-outcome-charter/SKILL.md. Plain-language skills with worked examples live in the Skills and Prompts library.
