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Prioritization Framework Recommendation · getcrew44 | DecimalAI

productivityby getcrew44

Prioritization Framework Recommendation

getcrew44/prioritization-advisor

Source getcrew44/crew44 ↗License MIT

Choose a prioritization framework based on stage, team context, and stakeholder needs.

SkillScore95Maintained

Automatic

Product Management pack

Last verified 8/23/2026

What it changes

Passed 21 of 22 test cases with the skill, and 16 of 22 without it.

Without skill73%

With skill95%

Checks it passed that the model alone missed

Specifies asking one question at a time with plain-language prompts.
Includes enumerated quick-select options for the user to choose from.
Provides 3-4 numbered quick-select options for the follow-up question.

and 5 more in the full report

5 fixed16 passed either way1 still failing0 broke

Pass-rate lift: +23 pp
Tokens: +186%
Agent turns: 0%
Response time: -29%

Model gemini-3.6-flashMeasured 8/23/2026v121 of 22 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/getcrew44-prioritization-advisor/SKILL.md https://app.decimal.ai/s/getcrew44-prioritization-advisor/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add getcrew44-prioritization-advisor, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/getcrew44-prioritization-advisor/ and pins it in .decimal/skills.lock

decimalai skills add getcrew44-prioritization-advisor

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/getcrew44-prioritization-advisor/SKILL.md https://app.decimal.ai/s/getcrew44-prioritization-advisor/SKILL.md

Raw file: /s/getcrew44-prioritization-advisor/SKILL.md ↗ · machine-readable summary at /s/getcrew44-prioritization-advisor.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 5

Prompt

I need help selecting an appropriate prioritization framework for my product group. Here is our background: we manage an established web product with low uncertainty, our team has solid analytics metrics, but stakeholders frequently clash over long-term strategic initiatives versus immediate short-term wins. Please process this context, ask any remaining diagnostic questions one by one, and ultimately produce a structured recommendation with step-by-step setup instructions, an example scoring table, a second-choice option, and reassessment triggers.

What was checked, without and with the skill
Checked	Without skill	With skill
Asks a single follow-up question rather than dumping multiple questions simultaneously.	Passed	Passed
Provides 3-4 numbered quick-select options for the follow-up question.	Missed	Passed

case-02 · gemini-3.6-flash · 8/23/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md431 linessingle file

Purpose

Guide product managers in choosing the right prioritization framework by asking adaptive questions about product stage, team context, decision-making needs, and stakeholder dynamics. Use this to avoid "framework whiplash" (switching frameworks constantly) or applying the wrong framework (e.g., using RICE for strategic bets or ICE for data-driven decisions). Outputs a recommended framework with implementation guidance tailored to your context.

This is not a scoring calculator—it's a decision guide that matches prioritization frameworks to your specific situation.

Key Concepts

The Prioritization Framework Landscape

Common frameworks and when to use them:

Scoring frameworks:

RICE (Reach, Impact, Confidence, Effort) — Data-driven, requires metrics
ICE (Impact, Confidence, Ease) — Lightweight, gut-check scoring
Value vs. Effort (2x2 matrix) — Quick wins vs. strategic bets
Weighted Scoring — Custom criteria with stakeholder input

Strategic frameworks:

Kano Model — Classify features by customer delight (basic, performance, delight)
Opportunity Scoring — Rate importance vs. satisfaction gap
Buy-a-Feature — Customer budget allocation exercise
Moscow (Must, Should, Could, Won't) — Forcing function for hard choices

Contextual frameworks:

Cost of Delay — Urgency-based (time-sensitive features)
Impact Mapping — Goal-driven (tie features to outcomes)
Story Mapping — User journey-based (narrative flow)

Why This Works

Context-aware: Matches framework to product stage, team maturity, data availability
Anti-dogmatic: No single "best" framework—it depends on your situation
Actionable: Provides implementation steps, not just framework names

Anti-Patterns (What This Is NOT)

Not a universal ranking: Frameworks aren't "better" or "worse"—they fit different contexts
Not a replacement for strategy: Frameworks execute strategy; they don't create it
Not set-it-and-forget-it: Reassess frameworks as your product matures

When to Use This

Choosing a prioritization framework for the first time
Switching frameworks (current one isn't working)

Track record

Benchmark

21 / 22

test cases passed, vs 16 / 22 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

getcrew44 / crew44

daemon/internal/presets/defaultcrew/skills/product/prioritization-advisor/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1

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deanpeters/prioritization-advisorChoose a prioritization framework based on stage, team context, and stakeholder needs. Use when deciding between RICE, ICE, value/effort, or another scoring approach.Close match+27 pp pass-rate lift

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