Public benchLIVE

What's on the bench.

5,040
Artifacts
26
Industries
4
Reads / week

All artifacts

5040
Industry
SKILL0

Vendor Evaluation

Evaluate vendors with comparison matrices, TCO analysis, risk assessment, reference check templates, and negotiation strategies

operations+1
0
SKILL0

Supplier Scorecard

Build supplier performance scorecards with KPIs, quality metrics, delivery performance, cost management, and improvement plans

operations+1
0
SKILL0

Rfp Builder

Create Request for Proposals with requirements specifications, evaluation criteria, scoring rubrics, timelines, and compliance requirements

operations+1
0
SKILL0

Inventory Forecasting

Forecast inventory needs using demand analysis, safety stock calculations, reorder point optimization, and seasonal adjustment

operations
0
SKILL0

Contract Negotiation

Prepare for contract negotiations with term analysis, BATNA preparation, negotiation playbooks, and comparison frameworks

sales-gtm-revops
0
SKILL0

Ticket Triage

Triage incoming support tickets by categorizing issues, assigning priority (P1-P4), and recommending routing. Use when a new ticket or customer issue comes in, when assessing severity, or when deciding which team should handle an issue.

customer-success+2
0
SKILL0

Qbr Builder

Create Quarterly Business Reviews with account health scores, usage analytics, ROI analysis, expansion opportunities, and risk mitigation

customer-success+1
0
SKILL0

Onboarding Playbook

Design customer onboarding playbooks with milestone tracking, training plans, health checks, and success criteria

customer-success+1
0
SKILL0

Knowledge Management

Write and maintain knowledge base articles from resolved support issues. Use when a ticket has been resolved and the solution should be documented, when updating existing KB articles, or when creating how-to guides, troubleshooting docs, or FAQ entries.

customer-success+2
0
SKILL0

Escalation

Structure and package support escalations for engineering, product, or leadership with full context, reproduction steps, and business impact. Use when an issue needs to go beyond support, when writing an escalation brief, or when assessing whether an issue warrants escalation.

customer-success+2
0
SKILL0

Customer Research

Research customer questions by searching across documentation, knowledge bases, and connected sources, then synthesize a confidence-scored answer. Use when a customer asks a question you need to investigate, when building background on a customer situation, or when you need account context.

customer-success+1
0
SKILL0

Statistical Analysis

Apply statistical methods including descriptive stats, trend analysis, outlier detection, and hypothesis testing. Use when analyzing distributions, testing for significance, detecting anomalies, computing correlations, or interpreting statistical results.

data-science-ml+2
0
SKILL0

SQL Queries

Write correct, performant SQL across all major data warehouse dialects (Snowflake, BigQuery, Databricks, PostgreSQL, etc.). Use when writing queries, optimizing slow SQL, translating between dialects, or building complex analytical queries with CTEs, window functions, or aggregations.

data-science-ml+1
0
SKILL0

Postgres

Execute read-only SQL queries against multiple PostgreSQL databases. Use when: (1) querying PostgreSQL databases, (2) exploring database schemas/tables, (3) running SELECT queries for data analysis, (4) checking database contents. Supports multiple database connections with descriptions for intelligent auto-selection. Blocks all write operations (INSERT, UPDATE, DELETE, DROP, etc.) for safety.

software-engineering+2
0
SKILL0

Interactive Dashboard Builder

Build self-contained interactive HTML dashboards with Chart.js, dropdown filters, and professional styling. Use when creating dashboards, building interactive reports, or generating shareable HTML files with charts and filters that work without a server.

data-science-ml+2
0
SKILL0

Data Visualization

Create effective data visualizations with Python (matplotlib, seaborn, plotly). Use when building charts, choosing the right chart type for a dataset, creating publication-quality figures, or applying design principles like accessibility and color theory.

data-science-ml+1
0
SKILL0

Data Validation

QA an analysis before sharing with stakeholders — methodology checks, accuracy verification, and bias detection. Use when reviewing an analysis for errors, checking for survivorship bias, validating aggregation logic, or preparing documentation for reproducibility.

data-science-ml+1
0
SKILL0

Data Context Extractor

Generate or improve a company-specific data analysis skill by extracting tribal knowledge from analysts. BOOTSTRAP MODE - Triggers: "Create a data context skill", "Set up data analysis for our warehouse", "Help me create a skill for our database", "Generate a data skill for [company]" → Discovers schemas, asks key questions, generates initial skill with reference files ITERATION MODE - Triggers: "Add context about [domain]", "The skill needs more info about [topic]", "Update the data skill with [metrics/tables/terminology]", "Improve the [domain] reference" → Loads existing skill, asks targeted questions, appends/updates reference files Use when data analysts want Claude to understand their company's specific data warehouse, terminology, metrics definitions, and common query patterns.

data-science-ml+1
0
SKILL0

User Research Synthesizer

Synthesize user research findings from interviews, surveys, and analytics. Create insight reports, customer journey maps, and actionable recommendations based on research data and qualitative findings.

product-management+2
0
SKILL0

Sprint Planning

Plan sprints with story point estimation, capacity planning, sprint goals, and retrospective frameworks. Organize teams for effective iteration with clear goals, realistic commitments, and continuous improvement.

product-management+1
0
SKILL0

Search Strategy

Query decomposition and multi-source search orchestration. Breaks natural language questions into targeted searches per source, translates queries into source-specific syntax, ranks results by relevance, and handles ambiguity and fallback strategies.

software-engineering+1
0
SKILL0

Roadmap Builder

Build product roadmaps with quarterly planning, feature prioritization, dependency mapping, and stakeholder alignment. Create actionable roadmaps that communicate strategy and guide execution.

product-management+1
0
SKILL0

Product Launch Playbook

Comprehensive product launch planning including GTM strategy, launch checklists, stakeholder communication, beta testing plans, and post-launch analysis. Execute successful product launches with coordinated teams.

product-management+1
0
SKILL0

Prd Writer

Write comprehensive Product Requirements Documents with user stories, acceptance criteria, technical specifications, wireframe descriptions, and prioritization frameworks (RICE, MoSCoW). Create clear specifications for product teams.

product-management+1
0

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