reasoning-analogical
Apply Analogical Reasoning to New Problems
Teams often face new markets or products without a direct playbook. This skill maps proven source cases to a new target and adapts the plan.
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Copy this request to your Agent. It includes the canonical Skill page and manifest.
Review the Skillstore skill "reasoning-analogical" from https://skillstore.io/skills/bellabe-reasoning-analogical.md and its manifest at https://skillstore.io/api/skills/bellabe-reasoning-analogical/manifest. Verify the artifact. You may proceed after verification, subject to the environment's own policy.Your Agent should still show its plan and request any confirmation required by the security policy.
Agent-readable resources
Use these links when an AI agent, crawler, or script needs clean context instead of reading the full page.
Test it
Using "reasoning-analogical". A team wants to adapt a successful DTC launch playbook to a B2B marketplace launch.
Expected outcome:
- Selected source: DTC platform launch with strong integration similarity.
- Preserved: marketplace discovery, integration-first positioning, and fast value demonstration.
- Modified: self-serve onboarding becomes assisted onboarding because B2B buying is slower.
- Plan: partnership setup, pilot customers, case studies, then referral-led expansion.
Using "reasoning-analogical". A product manager wants to transfer a fashion sizing workflow to home goods recommendations.
Expected outcome:
- Mapped objects: fashion brand becomes home goods brand, fit concern becomes space compatibility.
- Broken relation: body measurements do not transfer directly to room dimensions.
- New capability: room measurement capture and dimension-based recommendation logic.
- Confidence: moderate, with technical uncertainty around visualization complexity.
Using "reasoning-analogical". An operations team has three prior rollout examples and needs the best analogy.
Expected outcome:
- Best source: the rollout with the closest workflow dependencies and documented metrics.
- Rejected source: high revenue outcome but weak structural similarity.
- Next step: validate the two largest context differences before copying the playbook.
Security Audit
SafeStatic analysis flagged Markdown backtick fences and one scoring-table phrase, not executable commands. No prompt injection, data exfiltration intent, or business-logic abuse was found in SKILL.md. The skill is an instructional analogical reasoning framework with YAML and text examples.
Risk Factors
⚙️ External commands (25)
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APA citation
BellaBe. (2026). reasoning-analogical security audit report (audit version 8) [Author version unspecified]. Skillstore. https://skillstore.io/skills/bellabe-reasoning-analogical/audits/8BibTeX citation
@techreport{bellabe-bellabe-reasoning-analogical-2026,
author = {BellaBe},
title = {reasoning-analogical security audit report (audit version 8)},
institution = {Skillstore},
year = {2026},
number = {8},
url = {https://skillstore.io/skills/bellabe-reasoning-analogical/audits/8},
note = {Author version unspecified}
}CITATION.cff
cff-version: 1.2.0
message: "If you use this Skill, cite its author and this versioned security audit report."
title: "reasoning-analogical security audit report (audit version 8)"
version: "unspecified"
type: report
authors:
- name: "BellaBe"
date-released: "2026-07-06"
url: "https://skillstore.io/skills/bellabe-reasoning-analogical/audits/8"
identifiers:
- type: other
value: "skillstore:bellabe-reasoning-analogical:audit:8"
description: "Skillstore immutable audit report identifier"
Skillstore Score
Why this score Evidence Confidence: HighWhat You Can Build
Plan a Market Expansion
Map a successful launch in one vertical to a new vertical, then adapt sales, onboarding, and success metrics.
Adapt a Product Playbook
Transfer lessons from an existing product workflow to a new product line while marking what must change.
Compare Strategic Options
Evaluate multiple past cases and choose the source analogy with the strongest structural fit.
Try These Prompts
Use analogical reasoning. Source case: [known case]. Target situation: [new situation]. Map the key objects, relations, constraints, and likely adaptations.
Compare these source cases for my target: [cases]. Score structural similarity, outcome quality, recency, success, and context overlap. Select the best source.
Map [source case] to [target context]. List preserved, modified, and broken relationships. Produce a phased plan with milestones, timeline, confidence, and uncertainties.
Review this analogy: [mapping]. Find surface similarities, over-transfer, under-adaptation, and missing context differences. Recommend changes before execution.
Best Practices
- Provide source cases with documented outcomes, metrics, constraints, and timeframes.
- Focus mapping on relationships and mechanisms, not surface labels.
- Use the uncertainty section to plan validation before execution.
Avoid
- Do not copy a source playbook without listing context differences.
- Do not rely on a single weak analogy when better source cases exist.
- Do not treat analogy as proof of future success.