
Obvious Shortcuts
Analyze brand safety from content audit
Document with brand-sensitivity-appropriate safety assessment with risk-tolerance-matched guidelines and monitoring procedures
Evaluate brand safety for [BRAND SENSITIVITY] with [RISK TOLERANCE] based on content audit.
Analyze cash flow from financial records
Business-type-specific cash flow analysis with issue-focused solutions and forecasting recommendations
Analyze cash flow for [BUSINESS TYPE] addressing [CASH FLOW ISSUE] based on uploaded financial records.
Analyze competitive features from market research
Position-appropriate competitive analysis with differentiation-goal-focused feature recommendations and strategic priorities
Analyze competitive features for [COMPETITIVE POSITION] focusing on [DIFFERENTIATION GOAL] based on market research.
Analyze competitive positioning from market data
Position-appropriate competitive analysis with strategy-aligned differentiation recommendations
Analyze competitive positioning for [MARKET POSITION] using [COMPETITIVE STRATEGY] based on market data.
Analyze competitive positioning from startup landscape
Strategy-specific positioning analysis with defensibility-focused competitive advantages and market entry tactics
Define competitive positioning using [POSITIONING STRATEGY] with [DEFENSIBILITY] based on [STARTUP LANDSCAPE].
Analyze competitor content from market research
Position-appropriate competitive analysis with differentiation-focused content opportunities and strategic gaps
Analyze competitor content for [COMPETITIVE POSITION] focusing on [DIFFERENTIATION FOCUS] based on market research.
Analyze competitors from business names or websites
Targeted competitor analysis matrix with specific actionable insights
Research and analyze these [MARKET SCOPE] competitors, focusing on [ANALYSIS FOCUS], and create a comparison table with differentiation opportunities.
[COMPETITOR LIST]
Analyze content performance from engagement data
Content-type-specific performance analysis with optimization-goal-focused recommendations and improvement strategies
Analyze content performance for [CONTENT TYPE] focusing on [OPTIMIZATION GOAL] based on engagement data.
Analyze customer health from usage data
Business-model-specific health analysis with focus-area recommendations and intervention strategies
Analyze customer health for [BUSINESS MODEL] focusing on [HEALTH FOCUS] based on usage data.
Analyze customer validation from feedback data
Stage-appropriate validation analysis with openness-matched recommendations and next-step guidance
Evaluate customer validation at [VALIDATION STAGE] with [PIVOT OPENNESS] based on feedback data.
Analyze development opportunity from market research
Development-type-specific opportunity analysis with risk-appropriate feasibility assessment and recommendations
Analyze development opportunity for [DEVELOPMENT TYPE] project with [RISK APPETITE] approach based on [MARKET RESEARCH].
Analyze diversity metrics from workforce data
Focus-area-specific diversity analysis with timeline-appropriate action plans and measurement strategies
Analyze diversity metrics focusing on [DIVERSITY FOCUS] with [IMPROVEMENT TIMELINE] based on workforce data.
Analyze employee satisfaction from survey data
Organization-size-appropriate satisfaction analysis with retention-priority-focused action plans and improvement strategies
Analyze employee satisfaction for [ORGANIZATION SIZE] focusing on [RETENTION PRIORITY] based on survey data.
Analyze expansion opportunities from account data
Segment-appropriate expansion analysis with expansion-type-specific strategies and timing recommendations
Identify expansion opportunities for [EXPANSION TYPE] in [ACCOUNT SEGMENT] based on account data.
Analyze home energy usage from utility data
Goal-focused energy analysis with budget-appropriate efficiency improvements and ROI calculations
Analyze home energy usage for [EFFICIENCY GOAL] with [IMPROVEMENT BUDGET] based on utility data.
Analyze insurance coverage from policy data
Goal-focused insurance analysis with life-stage-appropriate coverage recommendations and cost optimization
Evaluate insurance coverage for [COVERAGE GOAL] appropriate for [LIFE STAGE] based on [POLICY DATA].
Analyze investment portfolio from account statements
Goal-aligned portfolio analysis with risk-appropriate recommendations and rebalancing strategies
Analyze investment portfolio for [INVESTMENT GOAL] with [RISK TOLERANCE] risk level based on account statements.
Analyze market conditions from comparable sales data
Property-type-specific market analysis with purpose-driven insights and strategic recommendations
Analyze market conditions for [PROPERTY TYPE] properties focusing on [MARKET PURPOSE] based on comparable sales data.
Analyze market opportunity from research data
Approach-aligned market analysis with go-to-market-matched opportunity assessment and entry strategies
Evaluate market opportunity using [MARKET APPROACH] with [GO-TO-MARKET] strategy based on research data.
Analyze operational metrics from performance data
Purpose-driven analysis with urgency-appropriate recommendations and implementation timelines
Analyze operational metrics for [ANALYSIS PURPOSE] with [IMPROVEMENT URGENCY] based on this performance data.
Analyze performance metrics from system data
Scale-appropriate performance analysis with optimization-goal-focused recommendations and implementation priorities
Analyze performance metrics for [SYSTEM SCALE] focusing on [OPTIMIZATION GOAL] based on system data.
Analyze pipeline data and create forecast
Sales-cycle-appropriate forecast with accuracy levels matched to business needs
Analyze pipeline data for [AVERAGE SALES CYCLE] sales and create [FORECAST ACCURACY NEED] forecast with confidence levels.
Analyze program outcomes from impact data
Program-type-specific outcome analysis with purpose-driven insights and recommendations
Analyze program outcomes for [PROGRAM TYPE] focusing on [REPORTING PURPOSE] based on impact data.
Analyze project profitability from engagement data
Practice-area-specific profitability analysis with focus-area optimization strategies and pricing recommendations
Analyze project profitability for [PRACTICE AREA] focusing on [PROFITABILITY FOCUS] based on engagement data.
Analyze recruiting performance from hiring data
Volume-appropriate recruiting analysis with challenge-specific optimization strategies and process improvements
Analyze recruiting performance for [HIRING VOLUME] addressing [RECRUITING CHALLENGE] based on hiring data.
Analyze rental market from lease data
Rental-type-specific market analysis with optimization-focused strategies and pricing recommendations
Analyze rental market for [RENTAL TYPE] properties focusing on [OPTIMIZATION FOCUS] based on lease data.
Analyze service delivery from client data
Service-type-specific delivery analysis with improvement-focused recommendations and implementation guidance
Analyze service delivery for [SERVICE TYPE] focusing on [IMPROVEMENT FOCUS] based on client data.
Analyze stakeholder engagement from community data
Stakeholder-type-specific engagement analysis with goal-focused strategies and action plans
Analyze stakeholder engagement for [STAKEHOLDER TYPE] focusing on [ENGAGEMENT GOAL] based on community data.
Analyze supplier performance from vendor data
Criticality-appropriate performance analysis with focus-area recommendations and action plans
Analyze supplier performance for [SUPPLIER CRITICALITY] vendors focusing on [PERFORMANCE FOCUS] based on this vendor data.
Analyze support ticket patterns from help desk data
Goal-focused support analysis with model-appropriate optimization strategies and resource recommendations
Analyze support patterns for [SUPPORT GOAL] using [SUPPORT MODEL] based on help desk data.
Analyze user feedback from product data
Product-stage-appropriate feedback analysis with focus-area recommendations and prioritized action items
Analyze user feedback for [PRODUCT STAGE] focusing on [FEEDBACK FOCUS] based on this product data.
Build a behavior management plan from classroom challenges
Behavior management framework document with specific strategies and consequences
Develop a comprehensive behavior management plan with strategies and interventions for these challenges.
Build a board meeting preparation from meeting date
Complete board package with deck, financial report, metrics workbook, and pre-read document
Build a complete board meeting preparation. Use write_document, create_slide_deck, sheet_operations, run_sql_with_duck_db. Create: Board Deck (business update, metrics dashboard, key wins, challenges, asks); Financial Report with P&L, cash runway, burn rate from QuickBooks/Xero; Metrics Workbook (growth metrics, unit economics, cohort analysis); Pre-Read Document with context and discussion topics; Action Items tracker from previous meeting; Board Resolution drafts if needed.
Build a buyer tracking system from market area
Complete buyer pipeline with contact management, showing tracking, and follow-up workflows
Build a comprehensive buyer tracking system. Use sheet_operations, create_kanban_from_sheet, validate_data, create_timeline_from_sheet. Create: Buyer Database workbook (contact info, budget, must-haves, preferred neighborhoods, pre-approval status); Buyer Journey Kanban (lead → qualified → searching → showing → offer → under contract → closed); Property Showing tracker with feedback notes; Mortgage Lender contacts and loan officer relationships; Showing Schedule timeline with property addresses and times; Follow-up reminder system.
Build a candidate tracking system from role requirements
Complete candidate pipeline with tracking, interview scheduling, and source performance analysis
Build a comprehensive candidate tracking system. Use sheet_operations, create_kanban_from_sheet, validate_data, create_timeline_from_sheet. Create: Candidate Database workbook (contact info from LinkedIn Recruiter, current company, skills, experience, salary expectations, source); Recruitment Kanban (sourced → contacted → responded → screening → interview → offer → hired); Interview Schedule timeline with candidate names, interviewers, and feedback deadlines; Source Performance tracker (LinkedIn vs. Indeed vs. referrals vs. GitHub); Candidate Notes sheet with detailed screening and interview observations; Offer Status tracker.
Build a churn prediction system from engagement data
Churn prediction system with risk scoring, intervention workflows, and retention playbooks
Build a churn prediction and intervention system. Use run_sql_with_duck_db, run_shell, sheet_operations, validate_data, create_kanban_from_sheet. Create: Churn Risk Analysis workbook (user engagement scores/activity trends/feature usage decline/support ticket patterns/payment issues); Risk scoring model sheet with weighted factors (login frequency, feature adoption, NPS, billing status); At-risk user segmentation (high/medium/low risk with intervention priority); Kanban board for managing intervention workflow (identified → contacted → engaged → retained); Automated alert criteria and SQL queries for daily monitoring; Intervention playbook document (outreach templates, save offers, success team handoff process).
Build a content calendar from platform and timeframe
Complete content calendar with themes, production timeline, and performance goals
Build a comprehensive content calendar. Use sheet_operations, create_timeline_from_sheet, validate_data, write_document. Create: Content Calendar workbook (publish dates, content types, topics, status, performance goals); Editorial Themes by month aligned to audience interests; Production Timeline with scripting, filming, editing, posting deadlines; Platform-Specific tracker (YouTube, TikTok, Instagram with format requirements); Collaboration Schedule for guest appearances or partnerships; Content Performance Goals sheet.
Build a data quality monitoring system from migrated data
Complete data quality dashboard with metrics, validation rules, exception tracking, and quality scorecards
Build a comprehensive data quality monitoring system. Use run_sql_with_duck_db, sheet_operations, validate_data, write_document. Create: Quality Metrics workbook (completeness/accuracy/consistency/timeliness scores by table); Validation Rules sheet (null checks, format validation, referential integrity, business rules); Quality Trends tracking over time; Exception Report with flagged records requiring remediation; Root Cause Analysis sheet for recurring issues; Data quality scorecard document with SLA targets.
Build a discovery process from client engagement scope
Complete discovery package with questions, interview schedule, and findings framework
Build a comprehensive discovery process. Use sheet_operations, write_document, validate_data, create_timeline_from_sheet. Create: Discovery Questions workbook (current state assessment, pain points, goals, constraints, stakeholder landscape); Interview Schedule with key stakeholders and topics; Document Request list (org charts, process maps, financial data, systems inventory); Findings Tracker sheet with themes and evidence; Stakeholder Analysis matrix (influence, interest, alignment); Discovery Summary document with initial hypotheses.
Build a feature prioritization framework from product backlog
Complete prioritization framework with scoring matrix, impact analysis, and strategic alignment
Build a comprehensive feature prioritization framework. Use sheet_operations, run_sql_with_duck_db, validate_data, create_kanban_from_sheet, write_document. Create: Feature Backlog workbook (feature requests from Jira/Productboard/Canny with descriptions, user stories, effort estimates); Scoring Matrix sheet (RICE or weighted scoring with reach, impact, confidence, effort); User Impact Analysis from Amplitude/Mixpanel data; Technical Dependency mapping; Prioritization Kanban (backlog → evaluated → prioritized → roadmap → in progress); Strategic Alignment document connecting features to OKRs.
Build a fundraising management system from funding round
Complete fundraising pipeline with investor tracking, meeting management, and timeline
Build a comprehensive fundraising management system. Use sheet_operations, create_kanban_from_sheet, write_document, create_timeline_from_sheet, validate_data. Create: Investor Pipeline workbook (investor names from AngelList/Crunchbase, firm details, check size, stage focus, portfolio companies, warm intro paths); Fundraising Kanban (target → introduced → first meeting → diligence → term sheet → closed); Meeting Tracker with notes and follow-up actions; Data Room checklist (financials, metrics, contracts, IP in DocSend); Pitch Deck versions with feedback incorporated; Fundraising Timeline with milestones and deadlines.
Build a listing presentation from property details
Complete listing presentation with market analysis, pricing strategy, and marketing plan
Build a complete listing presentation. Use web_search, sheet_operations, write_document, create_slide_deck. Create: Property Analysis workbook (comparable sales from MLS, price per square foot, days on market trends, neighborhood statistics); Pricing Strategy sheet with recommended list price and justification; Marketing Plan document (photography, staging, open houses, digital advertising, social media); 90-Day Marketing Timeline; Competitive Positioning analysis; Seller presentation deck.
Build a migration project plan from source and target systems
Complete migration project plan with scope, timeline, stakeholders, and risk assessment
Build a complete migration project plan. Use sheet_operations, write_document, create_timeline_from_sheet, create_kanban_from_sheet, validate_data. Create: Migration Scope workbook (data inventory/table relationships/record volumes/migration priorities); Project timeline with milestones (discovery, mapping, testing, cutover); Stakeholder tracker with roles and responsibilities; Risk assessment sheet (data quality issues, downtime windows, rollback scenarios); Kanban board for task management (discovery → mapping → validation → execution → verification); Requirements document with success criteria and acceptance tests.
Build a migration testing strategy from migration scope
Complete testing plan with test scenarios, validation queries, defect tracking, and results summary
Build a complete testing strategy for data migration. Use sheet_operations, run_sql_with_duck_db, validate_data, create_kanban_from_sheet, write_document. Create: Test Scenarios workbook (unit tests/integration tests/UAT cases/performance tests); Test Data sheet with representative sample records; Validation Queries sheet (SQL for record counts, data integrity checks, business rule validation); Defect tracker with severity levels and resolution status; Test execution Kanban (planned → in progress → passed → failed → resolved); Test results summary document with pass/fail metrics.
Build a networking campaign from target companies and contacts
Complete networking campaign with contact management, outreach templates, and relationship tracking
Build a systematic networking outreach campaign. Use sheet_operations, write_document, create_kanban_from_sheet, validate_data. Create: Target Contacts workbook (names from LinkedIn/mutual connections/titles/companies/contact info/conversation notes); Outreach sequence templates (LinkedIn message/email/coffee chat request with personalization variables); Kanban board for relationship stages (identified → reached out → responded → meeting scheduled → follow-up); Meeting notes sheet with key takeaways and action items; Referral tracking (who can intro you where); Follow-up reminder system.
Build a parent communication plan from school year timeline
Complete parent communication plan with calendar, templates, and contact tracking
Build a systematic parent communication plan. Use sheet_operations, write_document, create_timeline_from_sheet, validate_data. Create: Communication Calendar with scheduled touchpoints (newsletters, conferences, progress reports); Parent Contact Log workbook (dates, methods, topics, follow-up needed); Email Templates library (welcome letter, progress updates, behavior concerns, celebration notes); Conference Preparation sheet with student data and talking points; Translation needs tracker for multilingual families; Communication effectiveness tracking.
Build a performance tracking system from content business metrics
Complete analytics dashboard with metrics, audience insights, revenue tracking, and optimization recommendations
Build a comprehensive performance tracking system. Use run_sql_with_duck_db, sheet_operations, write_document. Create: Metrics Dashboard workbook (views, watch time, subscribers, engagement rate, revenue by platform); Content Performance sheet (video-level metrics with trends from YouTube Studio); Audience Insights (demographics, traffic sources, device types, geography); Revenue Tracker (ad revenue, sponsorships, affiliate, merchandise, Patreon); Goal Tracking with monthly targets; Insights Document with performance patterns and optimization recommendations.
Build a product roadmap from product vision and timeline
Complete product roadmap with features, prioritization, timeline, and stakeholder communication
Build a comprehensive product roadmap. Use sheet_operations, write_document, create_timeline_from_sheet, create_kanban_from_sheet. Create: Roadmap workbook (features, themes, quarters, customer impact, effort estimates); Prioritization Matrix with RICE scoring; Feature Kanban (backlog → next → in progress → shipped); Customer Feedback tracker from Canny/UserVoice; Competitive Feature matrix; Roadmap Timeline visualization; Stakeholder Communication document explaining strategy and trade-offs.
Build a retention analysis from cohort data
Comprehensive retention analysis with cohort curves, channel performance, and strategic recommendations
Build a comprehensive retention analysis by acquisition cohort and channel. Use run_sql_with_duck_db, run_shell, sheet_operations, create_timeline_from_sheet. Create: Retention Analysis workbook (cohort retention curves/channel performance/day-7/day-30/day-90 retention rates/churn indicators); SQL queries for cohort segmentation and time-series analysis; Retention visualization sheet with calculated metrics (retention rate, churn rate, half-life by cohort); Channel comparison matrix (CAC vs. LTV by source); Insights document with retention drivers and recommendations.
Build a SOI nurture program from contact database
Complete SOI nurture program with touchpoint calendar, content library, and referral tracking
Build a systematic SOI nurture program. Use sheet_operations, write_document, create_timeline_from_sheet, validate_data. Create: Contact Database workbook (names, addresses, relationship type, last contact date, life events from CRM); Touchpoint Calendar (monthly market updates, holiday cards, birthday wishes, check-in calls); Content Library (newsletter templates, market reports, home maintenance tips); Referral Tracking sheet (source, status, outcome, thank you sent); Event Planning tracker (client appreciation events, seminars, community involvement); ROI analysis by contact segment.
Build a sourcing strategy from hard-to-fill role
Complete sourcing campaign with target lists, search strings, outreach templates, and response tracking
Build a systematic sourcing strategy. Use web_search, sheet_operations, write_document, create_kanban_from_sheet. Create: Target Companies list with talent mapping from LinkedIn Recruiter; Boolean Search Strings for LinkedIn/GitHub/Stack Overflow; Outreach Sequence templates (InMail, email, follow-up with personalization variables); Sourcing Kanban (identified → contacted → responded → interested → screening); Response Tracking sheet with A/B test results on messaging; Talent Community database for future opportunities.
Build a sponsor relationship system from creator business
Complete sponsorship management system with database, media kit, and performance tracking
Build a comprehensive sponsor relationship system. Use sheet_operations, write_document, validate_data, create_timeline_from_sheet. Create: Sponsor Database workbook (company contacts, deal terms, payment schedules, integration requirements, performance metrics); Media Kit document (audience demographics from YouTube Analytics, engagement rates, previous campaign results); Contract Tracker with deliverable deadlines; Content Integration sheet (sponsored video specs, talking points, disclosure requirements); Invoice Tracker with payment status; Performance Reports for sponsors.
Build a stakeholder engagement plan from project scope
Complete stakeholder management system with registry, engagement strategy, and RACI matrix
Build a comprehensive stakeholder engagement plan. Use sheet_operations, write_document, create_kanban_from_sheet, validate_data. Create: Stakeholder Registry workbook (names, roles, influence level, interests, communication preferences); Engagement Strategy sheet (frequency, channels, key messages by stakeholder); RACI Matrix for project decisions and deliverables; Meeting Schedule with agendas and action items; Issue Log with stakeholder concerns and resolution status; Communication Tracker.
Build a student tracking system from class roster and grading needs
Complete student tracking system with gradebook, mastery tracking, and intervention workflows
Build a comprehensive student tracking system. Use sheet_operations, validate_data, run_sql_with_duck_db, create_kanban_from_sheet. Create: Grade Book workbook (assignments, assessments, participation with weighted categories); Standards Mastery tracker showing proficiency by learning objective; Behavioral Notes sheet with observation dates and interventions; Parent Communication log with contact dates and topics; At-Risk Student Kanban (identified → intervention → monitoring → improvement); Progress Report generator with automated calculations.
Build a transaction management system from deal details
Complete transaction management system with timeline, document tracking, and vendor coordination
Build a comprehensive transaction management system. Use sheet_operations, create_kanban_from_sheet, create_timeline_from_sheet, validate_data, write_document. Create: Transaction Timeline workbook (contract dates, contingency deadlines, inspection dates, closing date); Document Checklist with status tracking (contract, disclosures, inspection reports, loan docs, title); Task Kanban (pending → in progress → completed → issues); Vendor Contacts sheet (inspector, appraiser, title company, lender); Commission Calculation tracker; Client Communication log.
Build a trial nurture sequence from user behavior data
Complete trial nurture program with behavioral triggers, email sequences, and conversion tracking
Build a complete trial-to-paid nurture sequence. Use run_sql_with_duck_db, sheet_operations, write_document, validate_data, create_timeline_from_sheet. Create: Trial User Analysis workbook (user segments/activation milestones/feature adoption/trial day activity/conversion predictors); Nurture sequence document (7-14 emails mapped to trial journey stages with triggers, timing, subject lines, body copy, CTAs); Behavioral trigger logic sheet (activation events, engagement thresholds, drop-off signals); A/B test plan for key conversion moments; Campaign timeline visualization; Performance metrics tracker (email engagement, feature adoption, trial-to-paid conversion by segment).
Build a winback campaign from churned customer data
Complete winback campaign package with churn analysis, email sequences, and performance tracking
Build a complete win-back campaign for churned customers. Use explore_artifacts, run_sql_with_duck_db, sheet_operations, validate_data, write_document, create_slide_deck. Create: Churn Analysis workbook (churned user segments/churn reasons/usage patterns/last activity/account value sheets); Segment prioritization matrix (high-value vs. engagement level); Win-back email sequence document (3-5 emails with subject lines, body copy, CTAs, and timing); Campaign performance tracker sheet (open rates/click rates/reactivation rates by segment); Campaign brief + stakeholder presentation.
Build an analytical framework from business problem
Complete data analysis with methodology, results, visualizations, and strategic recommendations
Build a comprehensive analytical framework. Use run_sql_with_duck_db, sheet_operations, write_document, create_slide_deck, web_search. Create: Analysis Plan document (hypotheses, data sources, methodology, analytical approach); Data Collection workbook (raw data, data dictionary, quality checks, transformation logic); Analysis Results sheet (statistical tests, trends, correlations, segmentation); Visualization Dashboard using Tableau/Power BI specifications; Insights Document with findings and recommendations; Executive Presentation with key takeaways.
Build an application tracker from target roles
Output: Complete application tracking system with pipeline visualization, contact management, and follow-up reminders
Build a comprehensive job application tracking system. Use sheet_operations, validate_data, create_kanban_from_sheet, create_timeline_from_sheet. Create: Application Tracker workbook (company details/job descriptions/application dates/contact info/interview stages/follow-up dates); Kanban board for pipeline stages (researching → applied → phone screen → interview → offer → negotiation); Timeline view for interview scheduling and follow-up deadlines; Contact management sheet with recruiter/hiring manager details from LinkedIn; Validation rules for required fields (application date, company, role, status); Status tracking with automated reminders for follow-ups.
Build an audience growth plan from platform and goals
Complete growth strategy with analysis, tactics, experiments, and 90-day plan
Build a comprehensive audience growth plan. Use web_search, sheet_operations, run_sql_with_duck_db, write_document, create_slide_deck. Create: Growth Analysis workbook (current metrics from YouTube Studio/TikTok Analytics, growth trends, benchmark comparisons); Content Performance sheet (top videos by views/retention/engagement, patterns in successful content); Audience Demographics and psychographics; Growth Tactics document (SEO optimization, collaboration strategy, cross-platform promotion, community engagement); Experiment Tracker (thumbnail tests, topic tests, format tests); 90-Day Growth Plan presentation.
Build an executive presentation from project findings
Complete executive presentation with findings, recommendations, supporting data, and action plan
Build a comprehensive executive presentation. Use create_slide_deck, sheet_operations, write_document, web_search. Create: Presentation deck (executive summary, situation analysis, key findings, recommendations, implementation roadmap, ROI); Supporting Data workbook (detailed analysis, financial models, sensitivity scenarios); Speaker Notes document with talking points and anticipated questions; Appendix with methodology and detailed backup; One-Page Summary for quick reference; Follow-Up Action Plan.
Build an offer evaluation framework from multiple job offers
Complete offer evaluation with total comp calculations, scoring matrix, and negotiation strategy
Build a comprehensive offer evaluation framework. Use sheet_operations, run_sql_with_duck_db, write_document, create_slide_deck. Create: Offer Comparison workbook (base salary/equity/bonus/benefits/PTO/remote policy/growth potential); Total compensation calculator with equity valuation scenarios; Scoring matrix with weighted criteria (compensation, culture fit, growth, work-life balance, commute); Company comparison sheet (stage, funding, glassdoor ratings, team size, tech stack); Decision framework document with pros/cons analysis; Negotiation strategy with market data from Glassdoor/Levels.fyi.
Build an offer process from candidate pipeline
Complete offer management system with approval workflow, comp benchmarking, and negotiation tracking
Build a comprehensive offer process. Use sheet_operations, write_document, validate_data, create_timeline_from_sheet. Create: Offer Approval workbook (candidate details, proposed comp from Gusto benchmarks, justification, approval status); Comp Benchmarking sheet with market data by role and level; Offer Letter templates with variable components (base, equity, bonus, benefits); Negotiation Tracker with candidate requests and counter-offers; Offer Timeline from verbal to written to signed; Decline Reasons analysis for rejected offers.
Build an open house strategy from listing details
Complete open house campaign with checklist, marketing timeline, and follow-up system
Build a complete open house strategy. Use sheet_operations, write_document, create_timeline_from_sheet, validate_data. Create: Pre-Open House Checklist (staging, signage, marketing materials, refreshments); Visitor Sign-In sheet with contact info and validation for required fields; Marketing Timeline (social media posts, email blasts, MLS updates, neighborhood flyers); Follow-Up sequence templates (thank you email, property feedback request, similar listings); Visitor Qualification notes (buyer readiness, financing, timeline); Performance Tracking (attendees, qualified buyers, offers generated).
Build audience analysis from demographic data
Platform-specific audience analysis with goal-focused growth strategies and content recommendations
Analyze audience demographics for [PLATFORM FOCUS] targeting [AUDIENCE GOAL] based on demographic data.
Build behavior management plan from classroom challenges
Behavior management framework document with specific strategies and consequences
Develop a comprehensive behavior management plan with strategies and interventions for these challenges.
Build business development plan from pipeline data
Goal-aligned business development plan document with approach-specific tactics and pipeline management strategies
Create business development plan for [GROWTH GOAL] using [SALES APPROACH] based on pipeline data.
Build capacity planning model from demand data
Capacity-type-specific planning model with horizon-appropriate forecasting and investment recommendations
Develop capacity planning model for [CAPACITY TYPE] with [PLANNING HORIZON] focus based on this demand data.
Build college planning strategy from family data
Timeline-appropriate college plan document with funding-approach-matched savings and application strategies
Create college planning strategy with [PLANNING TIMELINE] using [FUNDING APPROACH] based on [FAMILY DATA].
Build compensation analysis from market data
Segment-specific compensation analysis with goal-aligned recommendations and market positioning
Create compensation analysis for [EMPLOYEE SEGMENT] targeting [COMPENSATION GOAL] based on market data.
Build competitive analysis from product category
Complete competitive analysis with feature comparison, market positioning, and strategic recommendations
Build a comprehensive competitive analysis. Use web_search, web_content, sheet_operations, write_document, create_slide_deck. Create: Competitor Matrix workbook (features, pricing, positioning, target customers, strengths/weaknesses); Feature Comparison sheet with gap analysis; Market Positioning map; Pricing Analysis with packaging strategies; Product Screenshots and UX patterns from competitor sites; Strategic Implications document with differentiation opportunities; Executive presentation.
Build content strategy from business goals
Content strategy framework document with themes, channels, success metrics, and resource allocation
Create a [TIMELINE] content marketing strategy for a [TEAM SIZE] that aligns with these business goals and target audience.
Build customer loyalty program from purchase data
Business-model-specific loyalty program with goal-aligned rewards and engagement strategies
Create loyalty program for [BUSINESS MODEL] targeting [PROGRAM GOAL] based on uploaded purchase data.
Build financial projections from revenue assumptions
Business-specific financial forecast with realistic expense categories
Create 12-month financial projections for this [BUSINESS TYPE] with [STARTUP COSTS] initial investment, based on these [REVENUE ASSUMPTIONS].
Build fundraising strategy from donor data
Organization-size-appropriate fundraising plan document with goal-specific strategies and donor cultivation approaches
Develop fundraising strategy for [ORGANIZATION SIZE] targeting [FUNDRAISING GOAL] based on donor data.
Build influencer campaign from partnership data
Goal-aligned influencer campaign document with budget-appropriate partnerships and performance metrics
Create influencer campaign for [CAMPAIGN GOAL] with [BUDGET LEVEL] approach based on partnership data.
Build interview prep materials from company and role details
Complete interview prep package with company research, practice questions, talking points, and follow-up templates
Build a complete interview preparation package. Use web_search, web_content, write_document, sheet_operations, create_slide_deck. Create: Company Research document (recent news from LinkedIn/Glassdoor/Crunchbase, culture insights, product analysis, competitive landscape); Interview Questions workbook (common behavioral questions/technical questions/role-specific scenarios with STAR method responses); Practice Response sheet with bullet points for key stories and achievements; Company-specific talking points document (why this company, why this role, questions to ask); Mock interview presentation if applicable; Follow-up email templates.
Build inventory optimization strategy from stock data
Business-model-specific inventory strategy document with priority-focused recommendations and implementation plan
Create inventory optimization strategy for [BUSINESS MODEL] prioritizing [OPTIMIZATION PRIORITY] based on this stock data.
Build MVP roadmap from product vision
Resource-realistic MVP roadmap with timeline-appropriate feature prioritization and launch planning
Create MVP roadmap with [DEVELOPMENT RESOURCES] for [LAUNCH TIMELINE] based on [PRODUCT VISION].
Build objection handling guide from sales challenges
Document with process-appropriate objection responses with complexity-matched explanations
Create an objection handling guide for [SALES PROCESS] selling of [PRODUCT COMPLEXITY] products addressing these [SALES CHALLENGES].
Build onboarding optimization from success data
Document with complexity-appropriate onboarding optimization with goal-focused improvements and milestone tracking
Optimize onboarding for [PRODUCT COMPLEXITY] targeting [ONBOARDING GOAL] based on success data.
Build pricing strategy from market data
Goal-aligned pricing strategy document with market-condition-appropriate tactics and timeline
Develop pricing strategy for [LISTING GOAL] in [MARKET CONDITIONS] based on this market data.
Build product roadmap from strategic goals
Horizon-appropriate roadmap document with resource-constraint-realistic prioritization and timeline
Create product roadmap for [PLANNING HORIZON] considering [RESOURCE CONSTRAINTS] based on [STRATEGIC GOALS].
Build property management strategy from portfolio data
Portfolio-size-appropriate management strategy document with focus-area optimization and operational recommendations
Develop property management strategy for [PORTFOLIO SIZE] focusing on [MANAGEMENT FOCUS] based on portfolio data.
Build research synthesis from user interviews and data
Complete research synthesis with insights, personas, and strategic recommendations
Build a comprehensive research synthesis. Use sheet_operations, run_sql_with_duck_db, write_document, create_slide_deck, validate_data. Create: Research Data workbook (interview transcripts, survey responses from UserVoice, usability test results from FullStory); Insights Matrix sheet (themes, pain points, opportunities, quotes); User Persona profiles with behavioral segments from Amplitude; Jobs-to-be-Done framework mapping; Findings document with prioritized recommendations; Stakeholder presentation with key insights and next steps.
Build success metrics framework from business goals
Journey-appropriate metrics framework document with measurement-approach-matched KPIs and tracking systems
Create success metrics framework for [CUSTOMER JOURNEY] using [MEASUREMENT APPROACH] based on [BUSINESS GOALS].
Build technical documentation from system architecture
Audience-appropriate documentation with depth-matched detail and usage guidance
Create technical documentation for [AUDIENCE TYPE] with [DOCUMENTATION DEPTH] based on [SYSTEM ARCHITECTURE].
Build thought leadership content from expertise data
Document with format-appropriate thought leadership content with audience-targeted insights and positioning
Develop thought leadership content in [CONTENT FORMAT] for [AUDIENCE TARGET] based on [EXPERTISE DATA].
Build training program from skill gap data
Document with scope-appropriate training program with delivery-method-matched content and implementation timeline
Create training program for [TRAINING SCOPE] using [DELIVERY METHOD] based on skill gap data.
Build vacation planning from travel preferences
Document with budget-level-appropriate vacation plan with travel-style-matched activities and booking recommendations
Create vacation plan with [BUDGET LEVEL] budget for [TRAVEL STYLE] based on [TRAVEL PREFERENCES].
Build volunteer management plan from program needs
Capacity-appropriate volunteer plan document with resource-matched management systems and engagement strategies
Create volunteer management plan for [VOLUNTEER CAPACITY] with [MANAGEMENT RESOURCES] based on [PROGRAM NEEDS].
Calculate customer LTV from revenue and cohort data
Complete LTV analysis with channel ROI, predictive models, and budget allocation recommendations
Build a comprehensive LTV analysis by acquisition source and channel. Use run_sql_with_duck_db, run_shell, sheet_operations, write_document. Create: LTV Analysis workbook (customer cohorts by source/revenue by cohort over time/retention curves/CAC by channel/payback period calculations); SQL queries for cohort revenue analysis and churn-adjusted LTV projections; LTV:CAC ratio comparison sheet across all channels; Predictive LTV model based on early engagement indicators; Channel ROI matrix (actual LTV vs. acquisition cost with contribution margin); Strategic recommendations document (channel budget allocation, high-value source optimization, negative ROI channel sunset plan).
Combine multiple fields into a new single field
Updated data file with combined field and original field handling per specification
Combine [SOURCE FIELDS] in [SHEET NAME] into a new [TARGET FIELD NAME] field in [SHEET NAME]. [RETAIN YES/NO]
Create a change management strategy from transformation initiative
Complete change management plan with impact assessment, communication plan, and adoption tracking
Build a comprehensive change management strategy. Use sheet_operations, write_document, create_timeline_from_sheet, create_kanban_from_sheet. Create: Change Impact Assessment workbook (affected stakeholders, process changes, system changes, role changes); Communication Plan with messaging by audience and timeline; Training Strategy document (training needs, delivery methods, materials, schedule); Resistance Management sheet (anticipated concerns, mitigation strategies, champions); Adoption Metrics tracker (usage rates, feedback, support tickets); Change Readiness Kanban (awareness → understanding → adoption → proficiency).
Create a CMA from property and neighborhood data
Complete CMA with comparable sales, adjustments, market trends, and price recommendation
Build a detailed CMA. Use web_search, sheet_operations, run_sql_with_duck_db, write_document. Create: Comparable Sales workbook (recent sales, active listings, expired/withdrawn properties with details from MLS); Adjustment Matrix sheet (square footage, bedrooms, condition, location adjustments); Market Trends analysis (median prices, days on market, list-to-sale ratios); Neighborhood Statistics (schools, amenities, demographics); Price Recommendation document with supporting data; Visual CMA report.
Create a consulting proposal from engagement requirements
Complete proposal with scope, methodology, timeline, and pricing
Build a complete consulting proposal. Use write_document, sheet_operations, create_timeline_from_sheet, create_slide_deck. Create: Proposal Document (executive summary, current state findings, recommended approach, methodology, deliverables, timeline, pricing); Scope of Work sheet with detailed work breakdown structure; Project Timeline with phases and milestones; Team Staffing plan with roles and allocation; Risk Assessment matrix; Budget Breakdown with assumptions; Proposal Presentation deck.
Create a content repurposing workflow from primary content
Complete repurposing system with inventory, production workflow, and platform specifications
Build a systematic content repurposing workflow. Use sheet_operations, write_document, create_kanban_from_sheet. Create: Content Inventory workbook (primary content pieces with performance data, repurposing potential, platform fit); Repurposing Matrix (YouTube → TikTok shorts → Instagram Reels → Twitter threads → LinkedIn posts → blog posts); Production Kanban (source content → clips identified → edited → formatted → scheduled → published); Platform Specifications sheet (aspect ratios, length limits, caption requirements); Repurposing Templates for each format; Performance Tracking by platform.
Create a cutover execution plan from migration timeline
=Complete cutover runbook with timeline, checklists, rollback plan, and communication templates
Build a detailed cutover execution plan. Use write_document, sheet_operations, create_timeline_from_sheet, create_kanban_from_sheet. Create: Cutover Timeline with minute-by-minute schedule and task owners; Pre-cutover Checklist (backup verification, system freeze, stakeholder notifications); Execution Steps document (detailed procedures for each migration phase); Rollback Plan with decision criteria and recovery procedures; Communication Templates (status updates, incident alerts, completion announcement); Verification Checklist (smoke tests, critical path validation); Post-cutover monitoring dashboard.
Create a hiring strategy from department and timeline
Complete hiring plan with roles, timeline, budget, and onboarding process
Build a comprehensive hiring strategy. Use sheet_operations, write_document, create_timeline_from_sheet, validate_data. Create: Hiring Plan workbook (roles, priority, start dates, salary ranges from Gusto comp data, hiring manager); Job Description library with requirements and interview process; Recruiting Timeline with sourcing, screening, interview, offer phases; Budget Model with fully-loaded costs and headcount impact on runway; Candidate Pipeline tracker; Onboarding Checklist for new hires.
Create a job requisition from role requirements
Complete job requisition package with JD, interview plan, timeline, and scorecard
Build a complete job requisition and intake process. Use write_document, sheet_operations, create_timeline_from_sheet, validate_data. Create: Job Requisition Form (role requirements, comp bands from ADP Workforce data, must-have vs. nice-to-have skills, team fit, growth path); Job Description optimized for LinkedIn/Indeed with clear requirements and selling points; Interview Plan document (screening questions, technical assessment, panel composition, evaluation criteria); Hiring Timeline with sourcing, interview, and offer phases; Scorecard template for consistent candidate evaluation; Offer Approval workflow.
Create a lab activity from science topic and learning objectives
Complete lab activity with procedures, data collection, safety protocols, and assessment rubric
Build a complete lab activity. Use write_document, sheet_operations, validate_data, create_timeline_from_sheet. Create: Lab Procedure document (materials, safety protocols, step-by-step instructions, inquiry questions); Data Collection sheet with proper measurement units and validation; Pre-Lab preparation checklist; Student Handout with hypothesis, observations, analysis questions; Lab Timeline with time allocations for each phase; Safety Checklist with equipment and hazard protocols; Assessment Rubric for lab report.
Create a launch plan from feature and go-to-market strategy
Complete launch plan with timeline, checklist, rollout strategy, and success metrics
Build a complete go-to-market launch plan. Use sheet_operations, write_document, create_timeline_from_sheet, create_kanban_from_sheet. Create: Launch Timeline workbook (pre-launch/launch/post-launch phases with dates and owners); Launch Checklist with dependencies (engineering, design, marketing, support, docs); Rollout Strategy document (phased release plan, feature flags, beta user targeting from Pendo); Communication Plan (internal announcement, customer email, in-app messaging, release notes); Success Metrics tracking sheet from Amplitude; Risk Mitigation plan; Launch Kanban for task tracking.
Create a new data validity check
Validation rule documentation, data quality report, and issue remediation recommendations
Design validation rules for [SHEET NAME] that check: [VALIDATION REQUIREMENTS]. Create the validation, run it against the current data, and show me a summary of any issues found with recommendations for fixes.
Create a post-migration analysis from completed migration
Complete retrospective with metrics analysis, lessons learned, and process improvement recommendations
Build a comprehensive post-migration analysis. Use sheet_operations, run_sql_with_duck_db, write_document, create_slide_deck. Create: Migration Metrics workbook (actual vs. planned timeline/data volumes migrated/error rates/downtime/resource hours); Lessons Learned sheet (what went well, what didn't, root causes); Issue Log with resolution times and impact analysis; Stakeholder Feedback tracker; Process Improvement recommendations; Executive Summary presentation with key outcomes and ROI.
Create a post-purchase survey program from feedback goals
Complete survey program with questions, deployment plan, response tracking, and insights framework
Build a comprehensive post-purchase feedback program. Use sheet_operations, write_document, run_sql_with_duck_db, validate_data. Create: Survey Questions workbook (question bank with types/logic/scales/validation rules); Survey response tracker sheet with proper field types (CSAT score, NPS, categorical feedback, open-ended responses); Survey deployment document (email copy, in-app survey flow, timing triggers, reminder sequence); Response analysis sheet with automated sentiment scoring and theme categorization; Feedback routing logic (detractor alerts, feature request tagging, support escalation criteria); Insights report template with key metrics and action items.
Create a product metrics dashboard from analytics goals
Complete metrics dashboard design with framework, specifications, and tracking plan
Build a comprehensive product analytics dashboard. Use run_sql_with_duck_db, sheet_operations, write_document. Create: Metrics Framework workbook (north star metric, input metrics, guardrail metrics with definitions); Dashboard Specification document (visualizations, filters, drill-down paths); Data Requirements sheet (events to track, properties, data sources from Amplitude/Mixpanel); SQL queries for metric calculations; Tracking Plan for instrumentation using Segment; Alert Thresholds for anomaly detection.
Create a Product Requirements Doc from feature concept and requirements
Complete PRD with user stories, technical specs, timeline, and success metrics
Build a complete PRD. Use write_document, sheet_operations, create_timeline_from_sheet, web_search. Create: PRD document (problem statement, user stories, acceptance criteria, success metrics, technical requirements); User Journey Map sheet with current vs. future state; Edge Cases and Error Handling workbook; API Specifications if applicable; Design Requirements with Figma mockup references; Implementation Timeline with engineering milestones; Success Metrics dashboard from Amplitude/Pendo.
Create a recruiting analytics system from team metrics
Complete recruiting dashboard with metrics, pipeline health, sourcing performance, and team productivity
Build a comprehensive recruiting analytics system. Use run_sql_with_duck_db, sheet_operations, write_document. Create: Recruiting Metrics workbook (time to fill, source effectiveness, interview-to-offer ratio, offer acceptance rate, cost per hire); Pipeline Health sheet (candidates by stage, conversion rates, bottlenecks); Sourcing Performance by channel (LinkedIn Recruiter, Indeed, referrals, agencies); Hiring Manager Satisfaction scores; Diversity Metrics tracking; Recruiting Team Productivity (reqs per recruiter, screens per week).
Create a skill development plan from target role requirements
Complete skill development plan with learning resources, project ideas, and progress tracking
Build a comprehensive skill development plan. Use web_search, sheet_operations, write_document, create_timeline_from_sheet. Create: Skills Assessment workbook (required skills from job descriptions on LinkedIn/Indeed vs. current proficiency levels); Learning Resources sheet (courses from Coursera/Udemy/LinkedIn Learning, certifications, practice projects); Development Timeline with milestones and completion dates; Portfolio Projects tracker (project ideas, tech stack, completion status, GitHub links); Practice Problems log for technical skills; Progress tracking with weekly goals.
Create a unit plan from subject, grade level, and topic
Complete unit plan with daily lessons, standards alignment, assessments, and pacing guide
Build a complete unit plan. Use write_document, sheet_operations, create_timeline_from_sheet, validate_data. Create: Unit Overview document (learning objectives aligned to standards, essential questions, assessment plan using 5E model); Lesson Plans workbook (daily objectives, activities, materials, differentiation strategies, lab protocols); Standards Alignment sheet mapping to state/district requirements; Assessment Rubrics with criteria and scoring guides; Materials List with links to resources; Unit Timeline with pacing guide.
Create a video production system from content series
Complete video production workflow with pipeline, checklists, and publishing specs
Build a complete video production system. Use sheet_operations, write_document, create_kanban_from_sheet, create_timeline_from_sheet. Create: Video Pipeline Kanban (idea → scripted → filmed → edited → reviewed → scheduled → published); Production Checklist workbook (pre-production, filming day, post-production tasks); Script Templates with hook structure, talking points, CTAs; Asset Library tracker (B-roll footage, music, graphics, thumbnails); Equipment Checklist; Editing Notes sheet for Adobe Premiere/Final Cut Pro; Publishing Specifications (title, description, tags, thumbnail) for YouTube Studio.
Create ad copy variations from landing page
Document with 10 ad copy variations with headlines, descriptions, and CTAs
Write 10 different ad copy variations (headlines and descriptions) based on this [LANDING PAGE URL] for A/B testing.
Create an assessment library from course standards
Complete assessment bank with questions, blueprints, answer keys, and item analysis
Build a comprehensive assessment library. Use sheet_operations, validate_data, write_document. Create: Question Bank workbook (multiple choice, short answer, essay prompts organized by standard and difficulty); Assessment Blueprints sheet (learning objectives, question types, point values); Test Versions tracker for maintaining security; Answer Keys with rubrics; Item Analysis sheet tracking question performance and discrimination; Formative Assessment library (exit tickets, quick checks, discussion prompts).
Create an interview evaluation system from hiring process
Complete interview system with scorecards, training materials, and performance analytics
Build a comprehensive interview evaluation system. Use sheet_operations, write_document, validate_data, run_sql_with_duck_db. Create: Interview Scorecard workbook (competencies, rating scales, interview questions by stage, evaluation criteria); Interviewer Training document (structured interview techniques, bias mitigation, legal compliance); Feedback Collection sheet with standardized format; Candidate Comparison matrix for final decision-making; Interview Performance analytics (time to hire, offer acceptance rate, interviewer calibration); Debrief Meeting template.
Create an investor communication from company metrics
Complete investor update with template, metrics dashboard, and narrative highlights
Build a systematic investor communication process. Use write_document, sheet_operations, run_sql_with_duck_db, create_slide_deck. Create: Update Template document (highlights, metrics, challenges, asks with consistent format); Metrics Dashboard workbook (revenue, growth rate, burn rate, runway, key KPIs); Cap Table summary from Carta; Hiring Updates and team changes; Product Milestones achieved; Fundraising status if applicable.
Create an OKR system from company goals
Complete OKR system with framework, progress tracking, and alignment matrix
Build a comprehensive OKR system. Use sheet_operations, write_document, create_kanban_from_sheet, validate_data. Create: OKR Framework workbook (company objectives, key results with targets, team-level OKRs, individual OKRs); Progress Tracker with weekly check-ins and confidence levels; Initiative Kanban linking projects to OKRs (planned → in progress → at risk → completed); Metrics Dashboard with automated data pulls; Retrospective template for quarterly reviews; Alignment Matrix showing how team OKRs ladder up to company goals.
Create brand voice and tone guide from writing samples
Brand voice and tone guide document with specific examples and guidelines
Use the attached writing samples to produce a brand voice and tone guide that's in line with this writing style.
Create budget proposal from program requirements
Funding-source-appropriate budget with complexity-matched detail and justification
Build budget proposal for [FUNDING SOURCE] covering [BUDGET COMPLEXITY] based on [PROGRAM REQUIREMENTS].
Create business plan outline from business idea
Business plan template document tailored to business type and funding approach
Create a comprehensive business plan outline for this [BUSINESS TYPE] targeting [FUNDING GOAL], based on this [BUSINESS IDEA].
Create case study from client success data
Purpose-specific case study document with confidentiality-appropriate detail and compelling success narrative
Build case study for [CASE STUDY PURPOSE] with [CONFIDENTIALITY LEVEL] based on [CLIENT SUCCESS DATA].
Create churn prevention strategy from customer data
Pattern-specific prevention strategy document with capacity-appropriate intervention tactics and success metrics
Build churn prevention strategy for [CHURN PATTERN] using [INTERVENTION CAPACITY] based on customer data.
Create client presentation from property portfolio
Client-type-specific presentation (slide deck) with purpose-driven content and property recommendations
Create client presentation for [CLIENT TYPE] focusing on [PRESENTATION PURPOSE] based on property portfolio data.
Create client proposal from project requirements
Service-type-specific proposal document with client-size-appropriate scope, pricing, and delivery approach
Create client proposal for [SERVICE TYPE] targeting [CLIENT SIZE] based on [PROJECT REQUIREMENTS].
Create client satisfaction analysis from feedback data
Focus-area-specific satisfaction analysis with relationship-appropriate improvement strategies
Analyze client satisfaction focusing on [IMPROVEMENT FOCUS] for [CLIENT RELATIONSHIP] based on feedback data.
Create competitive battlecards from competitor intel
Document with situation-specific battlecards with experience-appropriate guidance and messaging
Create competitive battlecards for [COMPETITIVE SITUATION] scenarios designed for [SALES TEAM EXPERIENCE] sales team. Use these [COMPETITOR URLS]
Create competitor analysis from their websites
Competitor analysis table with key differentiators identified
Analyze these [COMPETITOR URLS] and create a comparison chart against [YOUR BUSINESS URL] highlighting their messaging, pricing, and positioning.
Create content strategy from brand guidelines
Audience-appropriate content strategy document with objective-aligned tactics and brand-consistent messaging
Develop content strategy for [TARGET AUDIENCE] achieving [BUSINESS OBJECTIVE] based on brand guidelines.
Create customer feedback analysis from survey data
Purpose-driven feedback analysis with lifecycle-specific insights and actionable improvement recommendations
Analyze customer feedback for [FEEDBACK PURPOSE] focusing on [CUSTOMER LIFECYCLE] based on survey data.
Create customer journey mapping from touchpoint data
Focus-area-specific journey mapping document with optimization-priority-matched improvement recommendations and action plans
Map customer journey for [JOURNEY FOCUS] prioritizing [OPTIMIZATION PRIORITY] based on touchpoint data.
Create differentiated instruction from student needs
Differentiation toolkit with multiple learning approaches and accommodations
Design differentiated instruction strategies and materials to meet these diverse student needs.
Create differentiation strategies from lesson and student needs
Complete differentiation plan with tiered activities, scaffolding strategies, and assessment modifications
Build a differentiation strategy. Use sheet_operations, write_document, validate_data. Create: Student Grouping workbook (readiness levels, learning styles, IEP accommodations from Infinite Campus); Tiered Activities sheet (below grade level, on grade level, above grade level versions); Scaffolding Strategies document (supports for struggling learners, extensions for advanced); Assessment Modifications tracker; Resource Library organized by complexity level; Implementation Notes with classroom management tips.
Create discovery call framework from buyer persona data
Call framework document with persona-specific questions and conversation flow
Create a discovery call framework for [CALL PURPOSE] with [BUYER SOPHISTICATION] buyers based on this [BUYER PERSONA DATA].
Create editorial calendar from content themes
Frequency-appropriate editorial calendar document with content-mix-balanced themes and strategic timing
Build editorial calendar with [PUBLISHING FREQUENCY] schedule using [CONTENT MIX] approach based on [CONTENT THEMES].
Create employee handbook from policy needs
Culture-appropriate employee handbook document with employee-count-matched policies and procedures
Build employee handbook for [COMPANY CULTURE] with [EMPLOYEE COUNT] employees based on [POLICY NEEDS].
Create estate planning checklist from family situation
Document with complexity-appropriate estate planning checklist with urgency-matched priorities and professional guidance recommendations
Build estate planning checklist for [ESTATE COMPLEXITY] with [PLANNING URGENCY] based on [FAMILY SITUATION].
Create field mapping documentation from source and target schemas
Complete field mapping specification with transformation logic, validation rules, and test cases
Build comprehensive field mapping documentation. Use sheet_operations, validate_data, write_document, run_sql_with_duck_db. Create: Field Mapping workbook (source fields/target fields/data types/transformation rules/validation logic); Transformation logic sheet with SQL/Python examples for complex mappings; Data dictionary for both systems; Validation rules sheet (required fields, format checks, referential integrity); Test cases with sample data; Mapping conflicts tracker (unmapped fields, type mismatches, business rule gaps).
Create go-to-market strategy from target customer data
Acquisition-approach-aligned GTM strategy with budget-realistic tactics and scaling roadmap
Build go-to-market strategy using [CUSTOMER ACQUISITION] with [INITIAL BUDGET] based on [TARGET CUSTOMER DATA].
Create grant proposal from program data
Funder-type-specific proposal document with grant-size-appropriate scope and supporting documentation
Create grant proposal for [FUNDER TYPE] targeting [GRANT SIZE] funding based on this [PROGRAM DATA].
Create home maintenance schedule from property data
Priority-focused maintenance schedule document with capability-matched task assignments and cost planning
Build home maintenance schedule prioritizing [MAINTENANCE PRIORITY] with [DIY CAPABILITY] based on [PROPERTY DATA].
Create household budget from expense data
Family-size-appropriate budget with goal-focused recommendations and spending optimization strategies
Build household budget for [FAMILY SIZE] targeting [BUDGET GOAL] based on expense data.
Create investment analysis from property financials
Strategy-specific investment analysis with investor-appropriate risk assessments and return projections
Create investment analysis for [INVESTMENT STRATEGY] approach targeting [INVESTOR TYPE] based on property financials.
Create job description from role requirements
Document with position-level-appropriate job description with urgency-matched messaging and requirements, with reference to company culture benefits
Build job description for [POSITION LEVEL] role with [HIRING URGENCY] based on [ROLE REQUIREMENTS].
Create lesson plans from learning objectives
Document with complete lesson plans with timing, activities, and assessment methods
Create detailed lesson plans with activities and assessments based on these learning objectives.
Create marketing plan from customer data
Budget-appropriate marketing plan with growth-goal-aligned tactics and channel recommendations
Build marketing plan with [MARKETING BUDGET] budget targeting [GROWTH GOAL] based on customer data.
Create monetization strategy from audience data
Platform-specific monetization plan document with revenue-model-appropriate tactics and growth projections
Develop monetization strategy for [CONTENT PLATFORM] using [REVENUE MODEL] based on audience data.
Create operational procedures from business processes
Team-appropriate procedures document with delegation and accountability built-in
Convert these informal [PROCESSES] into standardized procedures for a [TEAM SIZE] team, prioritizing [PRIORITY AREAS].
Create parent communication from student progress data
Document with professional parent communications with specific student insights
Write personalized parent communication letters highlighting student progress and areas for improvement.
Create performance review framework from evaluation data
Frequency-appropriate review framework document with focus-area-specific evaluation criteria and development planning
Build performance review framework with [REVIEW FREQUENCY] cycle focusing on [PERFORMANCE FOCUS] based on evaluation data.
Create policy briefing from research data
Policy-level-appropriate briefing document with advocacy-approach-matched recommendations and implementation strategies
Develop policy briefing for [POLICY LEVEL] using [ADVOCACY APPROACH] based on research data.
Create process improvement plan from workflow data
Goal-focused improvement plan document with scope-appropriate implementation timeline and resource requirements
Create process improvement plan focusing on [IMPROVEMENT GOAL] with [IMPLEMENTATION SCOPE] based on this workflow data.
Create proposal template from win/loss data
Deal-size-appropriate proposal template document optimized for decision process
Create a proposal template for [AVERAGE DEAL SIZE] deals with [DECISION PROCESS] based on these win/loss patterns.
Create quality control framework from defect data
Standard-appropriate quality framework document with approach-specific procedures and monitoring systems
Develop quality control framework targeting [QUALITY STANDARD] using [CONTROL APPROACH] based on this defect data.
Create sample data sheet for testing
Test data file with realistic fake data, edge case coverage, and testing documentation
Generate a test dataset based on the schema [SHEET NAME] with [NUMBER OF RECORDS] sample records. Make the test data realistic but obviously fake, covering edge cases like: empty fields, boundary values, special characters, and different data patterns. This is for [TEST PURPOSE].
Create sprint planning from backlog data
Document with team-capacity-appropriate sprint plan with focus-area-prioritized backlog items and realistic commitments
Plan sprint for [TEAM CAPACITY] focusing on [SPRINT FOCUS] based on backlog data.
Create tailored resumes from master experience and target roles
Tailored resume versions with ATS optimization, keyword matching, and cover letter templates
Build tailored resume versions for target roles. Use sheet_operations, write_document, validate_data. Create: Master Experience workbook (all roles/projects/achievements/skills/metrics organized by category); ATS Keyword sheet extracted from target job descriptions from LinkedIn/Indeed; Resume Versions tracker (company-specific tailoring with keyword match scores); Achievement bullet bank with quantified results; Skills matrix mapping experience to job requirements; Cover letter template library.
Create technical requirements from feature specifications
Document with system-complexity-appropriate technical requirements with development-approach-matched implementation guidance
Convert feature specifications into technical requirements for [SYSTEM COMPLEXITY] using [DEVELOPMENT APPROACH]. [FEATURE SPECIFICATIONS]
Create testing strategy from code requirements
Scope-appropriate testing strategy document with quality-standard-matched coverage and automation recommendations
Develop testing strategy for [TESTING SCOPE] targeting [QUALITY STANDARD] based on [CODE REQUIREMENTS].
Create vendor management strategy from supplier data
Priority-focused vendor strategy with complexity-appropriate management tactics and negotiation approaches
Build vendor strategy prioritizing [VENDOR PRIORITY] for [SUPPLY COMPLEXITY] based on uploaded supplier data.
Create vendor management strategy from supplier portfolio
Approach-aligned vendor strategy document with complexity-appropriate management structures and relationship frameworks
Build vendor management strategy using [MANAGEMENT APPROACH] for [PORTFOLIO COMPLEXITY] based on supplier portfolio data.
Dedupe records
Duplicate analysis report, deduplicated data file, and removal summary statistics
Remove duplicate records from [SHEET NAME] based on [MATCHING FIELDS]. For duplicates, keep the record with [KEEP CRITERIA]. Show me the duplicate analysis first, then perform the deduplication and report how many records were removed.
Develop brand identity from business description
Industry-appropriate brand identity document with personality-driven guidelines
Create a complete brand identity guide with [BRAND PERSONALITY] personality for the [INDUSTRY TONE] industry, based on [BUSINESS DESCRIPTION].
Develop buyer personas from customer data
Document with 3 buyer persona profiles with demographics, goals, challenges, and buying behavior
Create 3 detailed buyer personas for this [BUSINESS TYPE] with [PRICE RANGE] products, based on this customer data, including pain points and motivations.
Develop curriculum mapping from standards documents
Year-long curriculum map document with standards alignment and pacing recommendations
Create a curriculum map showing how to cover these standards throughout the school year with pacing guides.
Develop customer success stories from client outcomes
Document with purpose-driven success stories with audience-appropriate messaging and proof points
Develop customer success stories for [STORY PURPOSE] targeting [TARGET AUDIENCE] based on these client outcomes.
Develop logistics optimization from shipping data
Priority-focused logistics plan document with volume-appropriate strategies and carrier recommendations
Create logistics optimization plan prioritizing [DELIVERY PRIORITY] for [SHIPMENT VOLUME] operations based on shipping data.
Develop marketing plan from property characteristics
Budget-appropriate marketing plan document with timeline-matched strategies and channel recommendations
Build marketing plan with [MARKETING BUDGET] budget for [TARGET TIMELINE] based on [PROPERTY CHARACTERISTICS]}.
Develop pricing strategy from service portfolio
Model-appropriate pricing strategy document with positioning-aligned rates and value justification frameworks
Build pricing strategy using [PRICING MODEL] for [MARKET POSITIONING] based on [SERVICE PORTFOLIO].
Develop rubrics from assignment descriptions
Professional rubrics with scoring criteria and descriptors
Create detailed grading rubrics with clear criteria and performance levels for these [ASSIGNMENTS].
Develop territory plan from market data
Territory-specific plan document with resource-appropriate strategies and account prioritization
Create a territory plan for this [TERRITORY TYPE] territory using [RESOURCE ALLOCATION] approach based on market data.
Draft summary of migration tasks completed
Professional migration summary report with comprehensive documentation of all work completed
Create a migration summary document covering all the data transformation work completed in this project. Include: source data overview, transformations applied, data quality improvements, validation results, final record counts, and any issues encountered. Format this as a [DETAIL LEVEL] report for [REPORT AUDIENCE].
Generate activity ideas from curriculum topics
Document with activity suggestions with materials lists and implementation instructions
Create engaging classroom activities and projects that teach these [CURRICULUM TOPICS] effectively.
Generate blog post ideas from keyword research
Document with 20 blog post ideas with titles, outlines, target keywords, and audience alignment
Create 20 blog post titles and brief outlines targeting [TARGET AUDIENCE] for [CONTENT GOAL] based on these keywords.
Generate bulk import job request
Import-ready file with system-specific formatting, metadata, and validation rules
Create a bulk import job specification for [TARGET SYSTEM] using the cleaned data in sheet [NAME OF DATA SHEET]. Include all required metadata: field mappings, data types, validation rules, and error handling preferences. Format this as [OUTPUT FORMAT] with the proper headers and structure their system expects.
Generate cold outreach sequence from prospect data
Document with copy for a channel-appropriate outreach sequence with personalized messaging
Create a [OUTREACH CHANNEL] sequence for [RELATIONSHIP LEVEL] prospects based on this prospect research.
Generate funding pitch from business information
Funding-type-specific pitch deck with appropriate focus and metrics
Create a compelling [FUNDING TYPE] pitch for [FUNDING AMOUNT] based on [BUSINESS SUMMARY].
Generate pricing strategy from cost breakdown
Document with market-appropriate pricing recommendations with profit analysis
Create a pricing strategy for [TARGET MARKET] customers using a [BUSINESS MODEL] approach, based on these costs.
Generate quiz questions from course materials
Quiz bank document with different question types and answer keys
Create a variety of quiz questions (multiple choice, short answer, essay) based on this course material.
Generate social media content calendar from product info
Document with 30-day content calendar with platform-specific post suggestions and optimal timing
Create a 30-day social media content calendar for [PLATFORMS] with [POSTING FREQUENCY] post ideas based on this [PRODUCT INFORMATION].
Reshape data into a JSON payload
JSON file with properly structured data ready for API integration
Transform [NAME OF DATA SHEET] into a JSON payload where each record becomes a JSON object. [Optional: Specify custom requirements here, e.g., specific field mappings, nested objects, array structures]. Export the result as a .json file ready for API consumption.
Split field into multiple fields
Updated data file with split fields, edge case handling, and schema documentation
Split the [FIELD NAME] column in [SHEET NAME] into separate fields: [NEW FIELD NAMES]. Use [SPLIT LOGIC] to parse the values. Handle edge cases where the field might be empty or malformed. Update the sheet schema accordingly.
Unpivot data (from wide → long)
Transformed long-format data file with preserved identifiers and proper structure
Transform [SHEET NAME] from wide format to long format. The [COLUMNS TO UNPIVOT] columns should become rows with a new [CATEGORY COLUMN NAME] column for the former column names and a [VALUE COLUMN NAME] for the data. Keep [ID COLUMNS] as identifier columns.
Upload file to SFTP server
Transfer confirmation, final file location, and upload success verification
Upload [FILE TO TRANSFER] to the SFTP server at [SFTP HOSTNAME]. The file should go to [DESTINATION PATH]. Confirm the transfer completed successfully and provide the final file location.
Write email campaign sequence from customer testimonials
Document with copy for a 5-email campaign sequence with subject lines and calls-to-action
Create a 5-email nurture sequence using these customer testimonials to showcase product value.