STACKSWAP / GTM LIBRARY

Free GTM prompts for real GTM work.

Copy an operator-built prompt into Claude, Codex, Cursor, or ChatGPT. Add your context, make the decisions, and leave with a useful first draft.

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OPERATING LIBRARY● LIVE
125
operator workflows
PLATFORMChat · Claude · Codex
INPUTYour context, not generic advice
OUTPUTAn artifact you can actually use

THE LIBRARY

Browse free GTM prompts.

125 operator-built prompts for the GTM work in front of you.

125 workflowsCopy-ready · platform-flexible · operator-built
Market & positioning

Positioning & Messaging

Turn a fuzzy product story into a sharp market frame, message hierarchy, and proof plan.

YOU'LL LEAVE WITHPositioning statement, one-liner, value props, and message hierarchy.
Open prompt
Market & positioning

Category & Narrative Design

Create the category frame and narrative that makes a new or crowded market legible.

YOU'LL LEAVE WITHCategory thesis, narrative arc, buyer frame, and content map.
Open prompt
ICP & segmentation

ICP Builder

Build an SDR-runnable ICP with tiers, disqualifiers, signals, personas, and a scoring rubric.

YOU'LL LEAVE WITHTiered ICP document and 0–100 account scorecard.
Open prompt
Pipeline & outbound

Cold Outbound Sequence

Build a signal-aware five-touch sequence with deliverability, copy logic, tests, and reply handling.

YOU'LL LEAVE WITHPaste-ready sequence and experiment plan.
Open prompt
Pipeline & outbound

Signal-Based Outreach

Turn job changes, funding, hiring, and stack signals into prioritized outreach plays.

YOU'LL LEAVE WITHSignal taxonomy, source map, plays, openers, and freshness SLAs.
Open prompt
Sales execution

Discovery Call Runner

Run discovery that separates real deals from polite interest using operator-grade questions.

YOU'LL LEAVE WITH30-minute call plan, note structure, and post-call MEDDPICC.
Open prompt
Economics & planning

Pricing & Packaging

Design pricing that captures value, anchors correctly, and creates expansion.

YOU'LL LEAVE WITHThree-tier structure, packaging logic, and negotiation guardrails.
Open prompt
Economics & planning

Forecasting & Pipeline Review

Create a forecast process that surfaces slip before it kills the quarter.

YOU'LL LEAVE WITHStage exit criteria, forecast categories, deal scorer, and weekly agenda.
Open prompt
Content & distribution

LinkedIn Content Engine

Turn one operator insight into a sharp post, optional carousel, and repurpose chain.

YOU'LL LEAVE WITHContent kit with hooks, post, CTA, and five-use repurpose plan.
Open prompt
Team & process

Founder-Led Sales → First Rep

Decide when and how to hand founder-led sales to the first rep without breaking the motion.

YOU'LL LEAVE WITHReadiness assessment, hire decision, handoff, and 90-day ramp.
Open prompt
Stack & tooling

GTM Stack Audit

Audit cost, redundancy, switching risk, and AI readiness across the whole stack.

YOU'LL LEAVE WITHKeep/replace/drop scorecard, savings range, and renewal calendar.
Open prompt
AI-native operations

AI-Native Operating Model

Map where AI should own judgment, where humans stay in control, and where systems remain rails.

YOU'LL LEAVE WITHAI operating model, control points, and 90-day adoption plan.
Open prompt
AI-native operations

Agent Evaluation Harness

Compare coding agents on the same task, evidence standard, and definition of done—not vibes.

YOU'LL LEAVE WITHReusable task spec, acceptance rubric, evidence log, verification record, retry/cost ledger, and comparative scorecard.
Open prompt
ICP & segmentation

TAM / SAM / SOM Sizing

Size the market with explicit definitions, assumptions, and a reachable wedge.

YOU'LL LEAVE WITHMarket-sizing model with assumptions and sensitivity notes.
Open prompt
Market & positioning

GTM Motion Selection

Choose sales-led, PLG, hybrid, channel, or community motion against actual economics.

YOU'LL LEAVE WITHMotion decision, sequencing, and downstream org implications.
Open prompt
Pipeline & outbound

LinkedIn Outbound

Build a safe connection-to-conversation motion that complements email.

YOU'LL LEAVE WITH21-day LinkedIn motion, filters, scripts, and safety rules.
Open prompt
Pipeline & outbound

MQL → SQL Handoff

Define qualification, routing, SLAs, disqualification, and the feedback loop between marketing and sales.

YOU'LL LEAVE WITHRouting policy, SLA matrix, and feedback fields.
Open prompt
Sales execution

Demo Script Builder

Build a discovery-driven demo around one buyer use case instead of a feature tour.

YOU'LL LEAVE WITHThree-act demo script, branches, and leave-behind.
Open prompt
Sales execution

Multithreading & Champion Building

Map the buying committee and build internal advocacy before a single-threaded deal stalls.

YOU'LL LEAVE WITHStakeholder map, champion test, EB-access plan, and blocker plays.
Open prompt
Sales execution

Deal Negotiation & Closing

Engineer the path to signature with a mutual action plan and disciplined concessions.

YOU'LL LEAVE WITHClose plan, paper-process map, concession ladder, and slip prevention.
Open prompt
Economics & planning

Business Case & ROI Builder

Build the conservative economic case a champion can take to the budget owner.

YOU'LL LEAVE WITHROI model, payback, status-quo cost, and champion one-pager.
Open prompt
Economics & planning

SaaS Metrics & Unit Economics

Compute the metrics that actually steer a revenue motion and identify the levers behind them.

YOU'LL LEAVE WITHBoard-ready metrics scorecard and action levers.
Open prompt
Economics & planning

Quota & Capacity Planning

Reconcile company targets with ramped capacity, coverage, territories, and hiring timing.

YOU'LL LEAVE WITHCapacity model, quota plan, and back-scheduled hiring plan.
Open prompt
Retention & expansion

Customer Onboarding & Time-to-Value

Design onboarding around the activation moment that predicts retention.

YOU'LL LEAVE WITHHandoff, milestone plan, owners, risks, and graduation criteria.
Open prompt
Retention & expansion

Churn & Retention Engineering

Catch churn early with health signals, risk tiers, save plays, and renewal timing.

YOU'LL LEAVE WITHHealth model, risk SOP, save plays, and win-back motion.
Open prompt
Retention & expansion

Expansion & NRR Motion

Build land-and-expand around whitespace, signals, ownership, and customer value.

YOU'LL LEAVE WITHExpansion thesis, signal map, plays, and NRR model.
Open prompt
Retention & expansion

QBR & Strategic Account Planning

Run account reviews that prove value, de-risk renewal, and surface expansion.

YOU'LL LEAVE WITHAccount plan, stakeholder map, QBR agenda, and value story.
Open prompt
Content & distribution

AEO Content Optimizer

Rewrite commercial content so AI search systems can understand, cite, and retrieve it.

YOU'LL LEAVE WITHChunk rewrite plan, FAQ, schema spec, and measurement plan.
Open prompt
Content & distribution

Programmatic Content

Build useful programmatic pages without creating index bloat or thin content.

YOU'LL LEAVE WITHData source, template, linking system, guardrails, and prune loop.
Open prompt
Content & distribution

Reddit Thread Engagement

Find and answer relevant threads with an operator voice that earns qualified attention.

YOU'LL LEAVE WITHThread rubric, account warmup, reply system, and measurement.
Open prompt
Team & process

GTM Hiring Scorecards

Hire GTM reps against outcomes and observable behaviors instead of charisma.

YOU'LL LEAVE WITHRole scorecard, interview loop, work sample, and debrief rubric.
Open prompt
Team & process

Rep Ramp & Enablement

Create a measurable ramp with certification gates, coaching, and early-warning signals.

YOU'LL LEAVE WITH30/60/90 ramp, certification, coaching cadence, and ramp metrics.
Open prompt
Team & process

Comp Plan Designer

Design compensation that drives the behavior and economics the motion needs.

YOU'LL LEAVE WITHOTE, quota, accelerators, ramp, SPIFs, and clawbacks.
Open prompt
Team & process

Sales Process Install

Install a usable sales process with exit criteria, ownership, and inspection.

YOU'LL LEAVE WITHStage map, exit criteria, manager cadence, and rollout plan.
Open prompt
Stack & tooling

Tool Selection & Build-vs-Buy

Choose the right tool—or decide to build, wait, or buy nothing yet.

YOU'LL LEAVE WITHJob-defined requirements, shortlist, TCO, and pilot design.
Open prompt
Stack & tooling

AI & Headless Readiness

Grade whether a tool can actually be driven by an agent or is only AI-washed.

YOU'LL LEAVE WITH0–100 score, A–F grade, evidence, and plan.
Open prompt
Stack & tooling

Vendor Due Diligence

Ask the questions vendors avoid about lock-in, implementation, AI claims, and viability.

YOU'LL LEAVE WITHBuyer question bank, good/bad answers, and red flags.
Open prompt
Stack & tooling

SaaS Renewal Negotiation

Turn renewal timing into leverage with anchors, BATNA, and a concession map.

YOU'LL LEAVE WITHRenewal brief, target/walkaway, ask ladder, and script.
Open prompt
Stack & tooling

Stack Consolidation

Execute a stack reduction without breaking data, integrations, or the GTM motion.

YOU'LL LEAVE WITHMigration runbook, parallel run, rollback triggers, and savings tracking.
Open prompt
AI-native operations

GTM Experiment Loop

Turn a GTM hypothesis into a measured experiment with kill criteria and a decision date.

YOU'LL LEAVE WITHExperiment brief, scorecard, decision rule, and next action.
Open prompt
Stack & tooling

GTM Stack Architecture

Design a lean GTM control center around owned orchestration and rented infrastructure rails.

YOU'LL LEAVE WITHTarget architecture, ownership map, and migration sequence.
Open prompt
AI-native operations

GTM AI Toolkit Builder

Assemble the smallest useful AI toolkit for a stage, motion, and team constraint.

YOU'LL LEAVE WITHAI workflow map, tool roles, and build-versus-buy decisions.
Open prompt
Pipeline & outbound

Account Research Brief

Turn a company website, filings, hiring, and public signals into a fact-checked account brief.

YOU'LL LEAVE WITHAccount brief, trigger map, hypotheses, and research gaps.
Open prompt
Sales execution

Pre-Call Planning

Prepare for a first meeting with relevant business context, hypotheses, questions, and a clear win condition.

YOU'LL LEAVE WITHOne-page call plan and question tree.
Open prompt
Sales execution

Post-Call Follow-Up

Convert notes or a transcript into a specific follow-up that earns the next meeting.

YOU'LL LEAVE WITHFollow-up email, recap, commitments, and next-step agenda.
Open prompt
Sales execution

Call Transcript Coach

Grade a sales call against a defined rubric and turn the findings into the next practice reps need.

YOU'LL LEAVE WITHCall scorecard, evidence, coaching notes, and practice plan.
Open prompt
Sales execution

Discovery Call Roleplay

Practice discovery with an adaptive buyer persona that reveals information only when earned.

YOU'LL LEAVE WITHRoleplay setup, buyer profile, scoring rubric, and debrief.
Open prompt
Sales execution

Objection Handling

Diagnose the real concern behind an objection and build a credible response without arguing.

YOU'LL LEAVE WITHObjection tree, response options, proof needed, and next question.
Open prompt
Sales execution

Proposal Builder

Turn discovery evidence into a buyer-specific proposal that makes the decision easy to defend.

YOU'LL LEAVE WITHProposal outline, executive summary, scope, outcomes, and assumptions.
Open prompt
Sales execution

RFP Response Builder

Answer an RFP with traceable evidence, clear gaps, and a response strategy that avoids overpromising.

YOU'LL LEAVE WITHCompliance matrix, draft answers, questions, and red flags.
Open prompt
Sales execution

Mutual Action Plan

Back-schedule a complex deal from the buyer's decision date to signed agreement.

YOU'LL LEAVE WITHMutual action plan, owners, dates, dependencies, and slip triggers.
Open prompt
Sales execution

Deal Risk Review

Inspect an opportunity for evidence of a real, winnable deal before forecast time.

YOU'LL LEAVE WITHMEDDPICC-style risk review and close/no-close recommendation.
Open prompt
Sales execution

Win / Loss Analysis

Extract decision patterns from closed-won and closed-lost evidence without turning anecdotes into conclusions.

YOU'LL LEAVE WITHCoded themes, confidence, pattern map, and actions.
Open prompt
Market & positioning

Competitive Battlecard

Build a useful battlecard around buyer decisions, proof, traps, and honest disqualification.

YOU'LL LEAVE WITHBuyer-facing comparison, talk track, proof map, and traps.
Open prompt
ICP & segmentation

Buyer Persona Builder

Translate a target role into jobs, metrics, fears, triggers, language, and buying influence.

YOU'LL LEAVE WITHEvidence-led persona brief and messaging implications.
Open prompt
Market & positioning

Jobs-to-be-Done Interview Guide

Design interviews that uncover switching moments, desired progress, and purchase criteria.

YOU'LL LEAVE WITHInterview script, probes, coding scheme, and synthesis plan.
Open prompt
Market & positioning

Voice of Customer Synthesis

Cluster interviews, calls, reviews, and tickets into language the market actually uses.

YOU'LL LEAVE WITHQuote bank, themes, tensions, and message opportunities.
Open prompt
Market & positioning

Message Testing

Compare positioning options against buyer clarity, relevance, differentiation, and proof.

YOU'LL LEAVE WITHMessage test matrix, variants, audience splits, and decision rule.
Open prompt
Market & positioning

Category Entry Strategy

Choose how to enter a crowded category without copying incumbent language.

YOU'LL LEAVE WITHEntry wedge, contrast frame, proof plan, and sequence.
Open prompt
Market & positioning

GTM Launch Plan

Turn a product launch into a sequenced plan across audience, message, channel, enablement, and measurement.

YOU'LL LEAVE WITHLaunch brief, timeline, owners, dependencies, and kill criteria.
Open prompt
Economics & planning

90-Day GTM Plan

Build a focused first-quarter plan from stage, motion, constraints, and measurable outcomes.

YOU'LL LEAVE WITH90-day priorities, weekly milestones, owners, and scorecard.
Open prompt
Economics & planning

Annual GTM Plan

Translate company goals into a sequenced GTM operating plan with explicit assumptions.

YOU'LL LEAVE WITHAnnual plan, quarterly bets, capacity, budget, and risks.
Open prompt
Content & distribution

Marketing Campaign Brief

Define a campaign around a buyer problem, proof, distribution path, and measurable action.

YOU'LL LEAVE WITHCampaign brief, asset map, channel plan, and measurement.
Open prompt
Content & distribution

Demand Generation Plan

Choose the smallest set of demand programs that can create learning and pipeline for the current stage.

YOU'LL LEAVE WITHProgram portfolio, budget, owner, experiment, and expected signal.
Open prompt
Pipeline & outbound

Lead Nurture Sequence

Design a useful nurture motion that earns a next action instead of filling inboxes.

YOU'LL LEAVE WITHSegment logic, sequence, content decisions, and exit criteria.
Open prompt
Pipeline & outbound

Outbound Account List Builder

Define a prioritized account list using fit, trigger, access, and evidence quality.

YOU'LL LEAVE WITHTiered account list schema, scoring rubric, and research queue.
Open prompt
Pipeline & outbound

Personalized Email Research

Find one relevant reason to reach out and reject weak personalization before writing.

YOU'LL LEAVE WITHResearch brief, signal confidence, opener options, and no-send rule.
Open prompt
Pipeline & outbound

Cold Call Opener

Create a concise, permission-based opener rooted in a real problem and plausible relevance.

YOU'LL LEAVE WITHOpeners, branches, objection paths, and practice notes.
Open prompt
Pipeline & outbound

LinkedIn Message Sequence

Build a low-pressure LinkedIn conversation around relevance and timing, not automation.

YOU'LL LEAVE WITHConnection note, message path, follow-up rules, and safety limits.
Open prompt
Pipeline & outbound

Partner Channel Plan

Assess whether partners can create distribution and design a testable partner motion.

YOU'LL LEAVE WITHPartner thesis, ideal partner, offer, activation, and scorecard.
Open prompt
Economics & planning

Pipeline Hygiene

Turn a messy pipeline export into clear next actions, stale-deal rules, and required fields.

YOU'LL LEAVE WITHHygiene rules, exception report, and cleanup sequence.
Open prompt
Stack & tooling

CRM Field Design

Design the minimum CRM fields and definitions needed to operate the motion reliably.

YOU'LL LEAVE WITHField dictionary, requiredness rules, ownership, and governance.
Open prompt
Stack & tooling

CRM Migration Plan

Plan a CRM migration around data truth, workflow continuity, and rollback.

YOU'LL LEAVE WITHMigration inventory, mapping, cutover plan, QA, and rollback.
Open prompt
AI-native operations

RevOps Incident Triage

Diagnose a revenue-system failure by separating symptoms, data issues, process gaps, and ownership.

YOU'LL LEAVE WITHIncident brief, hypotheses, tests, fix, and prevention.
Open prompt
Team & process

Lead Routing Design

Design routing that matches speed, fit, ownership, and capacity without creating lead leakage.

YOU'LL LEAVE WITHRouting logic, SLA matrix, exceptions, and audit plan.
Open prompt
Economics & planning

Territory & Segmentation Plan

Allocate accounts and capacity against opportunity, coverage, fairness, and motion fit.

YOU'LL LEAVE WITHSegmentation model, territory rules, coverage gaps, and rebalance triggers.
Open prompt
Economics & planning

Sales Capacity Model

Model ramped capacity, conversion, coverage, hiring timing, and target attainment.

YOU'LL LEAVE WITHCapacity model assumptions, scenarios, and hiring implications.
Open prompt
Team & process

Sales Manager 1:1

Turn a rep's current reality into a focused coaching conversation and specific commitments.

YOU'LL LEAVE WITH1:1 agenda, diagnosis, coaching questions, and follow-ups.
Open prompt
Team & process

Sales Coaching Plan

Build a targeted improvement plan from observed behaviors, not personality judgments.

YOU'LL LEAVE WITHBehavior rubric, practice reps, coaching cadence, and evidence.
Open prompt
Team & process

Sales Interview Kit

Evaluate GTM candidates on evidence of doing the job rather than confidence in an interview.

YOU'LL LEAVE WITHScorecard, structured questions, work sample, and debrief.
Open prompt
Team & process

First GTM Hire Readiness

Decide whether the next hire should be sales, marketing, RevOps, or no hire yet.

YOU'LL LEAVE WITHReadiness diagnosis, role options, economics, and decision rule.
Open prompt
Retention & expansion

Customer Onboarding Email

Write an onboarding sequence that drives the first value milestone and clarifies ownership.

YOU'LL LEAVE WITHEmail sequence, milestone CTA, owner map, and escalation path.
Open prompt
Retention & expansion

Customer Health Score

Design a health model that is explainable, actionable, and calibrated to renewal risk.

YOU'LL LEAVE WITHSignal dictionary, weights, thresholds, and intervention plays.
Open prompt
Retention & expansion

Renewal Risk Review

Inspect an account before renewal for value, relationship, usage, commercial, and competitive risk.

YOU'LL LEAVE WITHRisk brief, evidence, save plan, and executive actions.
Open prompt
Retention & expansion

Customer Expansion Plan

Find credible expansion paths from customer outcomes, whitespace, and stakeholder change.

YOU'LL LEAVE WITHExpansion hypothesis, stakeholder plan, timing, and proof.
Open prompt
Retention & expansion

Customer Feedback Loop

Convert feedback into a prioritized product and GTM learning loop.

YOU'LL LEAVE WITHFeedback taxonomy, severity, frequency, owner, and response plan.
Open prompt
Content & distribution

High-Intent Content Brief

Create a content brief that answers a specific buyer question and earns a next action.

YOU'LL LEAVE WITHSearch intent, outline, evidence plan, CTA, and internal links.
Open prompt
Content & distribution

Case Study Interview Guide

Run a customer interview that captures before, change, proof, and credible outcomes.

YOU'LL LEAVE WITHInterview guide, follow-up probes, evidence checklist, and story spine.
Open prompt
Content & distribution

Content Repurposing Engine

Turn one source artifact into useful channel-native distribution without repeating yourself.

YOU'LL LEAVE WITHRepurpose map, drafts, edits, and channel rules.
Open prompt
Content & distribution

Website Conversion Audit

Diagnose whether a page makes the buyer's decision easier and recommends prioritized changes.

YOU'LL LEAVE WITHPage diagnosis, friction map, copy changes, and test plan.
Open prompt
Content & distribution

Landing Page Brief

Structure a landing page around a specific audience, decision, proof, and conversion path.

YOU'LL LEAVE WITHPage architecture, copy brief, proof requirements, and QA checklist.
Open prompt
Economics & planning

Pricing Page Audit

Evaluate pricing-page clarity, packaging logic, trust, friction, and buyer next steps.

YOU'LL LEAVE WITHDiagnosis, message hierarchy, experiment plan, and copy changes.
Open prompt
Pipeline & outbound

PQL Motion Design

Decide whether product usage can create a responsible sales signal and design the handoff.

YOU'LL LEAVE WITHSignal definition, thresholds, routing, playbook, and measurement.
Open prompt
Team & process

Marketing–Sales SLA

Define the handoff agreement that protects speed, quality, ownership, and feedback.

YOU'LL LEAVE WITHSLA, definitions, escalation path, and inspection cadence.
Open prompt
Economics & planning

Forecast Call Agenda

Run a forecast meeting that tests evidence and changes decisions rather than collecting updates.

YOU'LL LEAVE WITHAgenda, evidence questions, decision log, and follow-up rules.
Open prompt
Economics & planning

Board GTM Update

Turn GTM activity and results into a board update about learning, risk, and capital allocation.

YOU'LL LEAVE WITHBoard narrative, metrics, risks, asks, and next-quarter bets.
Open prompt
AI-native operations

GTM Dashboard Specification

Specify the smallest dashboard that answers the decisions the team actually makes.

YOU'LL LEAVE WITHDecision inventory, metric definitions, views, owners, and refresh rules.
Open prompt
AI-native operations

GTM Experiment Prioritization

Rank experiments by learning value, expected impact, effort, and reversibility.

YOU'LL LEAVE WITHPrioritized backlog, scoring model, test briefs, and kill rules.
Open prompt
AI-native operations

AI Workflow Risk Review

Assess an AI-assisted GTM workflow for hallucination, privacy, approval, and failure risks.

YOU'LL LEAVE WITHRisk register, controls, human checkpoints, and rollout plan.
Open prompt
AI-native operations

Prompt Library Builder

Turn a recurring GTM job into a reusable, tested, versioned prompt with examples and quality gates.

YOU'LL LEAVE WITHPrompt spec, test cases, version notes, and usage guide.
Open prompt
AI-native operations

Agent Regression Suite Builder

Turn real agent tasks into a maintained regression suite that catches quality, safety, and reliability drift.

YOU'LL LEAVE WITHTask dataset, expected outcomes, evaluators, release gate, and regression report.
Open prompt
AI-native operations

Agent Security & Permission Review

Stress-test an agent workflow for prompt injection, data exposure, unsafe tools, and permission failures.

YOU'LL LEAVE WITHThreat model, permission matrix, attack cases, controls, and rollout decision.
Open prompt
AI-native operations

Agent Cost / Latency Optimizer

Find the cheapest reliable path to a verified agent result without optimizing away quality or safety.

YOU'LL LEAVE WITHCost-per-success model, latency profile, retry analysis, optimization backlog, and guardrails.
Open prompt
AI-native operations

Agent Handoff & Escalation Design

Design the human checkpoints, stop conditions, recovery paths, and escalation rules an agent workflow needs.

YOU'LL LEAVE WITHHandoff map, escalation policy, approval points, recovery playbook, and test cases.
Open prompt
AI-native operations

Agent Observability & Trace Review

Inspect agent traces to find recurring tool errors, weak evidence, unnecessary loops, and hidden failure modes.

YOU'LL LEAVE WITHTrace taxonomy, sampled review, failure clusters, instrumentation gaps, and fixes.
Open prompt
AI-native operations

Agent Judge / Rubric Calibration

Make agent evaluation trustworthy by calibrating human, code, and model judges against clear examples.

YOU'LL LEAVE WITHScoring rubric, anchor examples, judge comparison, disagreement log, and calibrated evaluator.
Open prompt
AI-native operations

Agent Task Decomposition

Break ambiguous work into bounded agent tasks with clear inputs, outputs, dependencies, and stop conditions.

YOU'LL LEAVE WITHTask graph, work packets, dependency map, and completion checks.
Open prompt
AI-native operations

Agent Context Engineering

Design the smallest context package that gives an agent the facts, constraints, examples, and tools it actually needs.

YOU'LL LEAVE WITHContext map, source hierarchy, retrieval rules, and context budget.
Open prompt
AI-native operations

Agent Tool Selection

Choose and shape the tools an agent needs by capability, reliability, risk, and observability—not novelty.

YOU'LL LEAVE WITHTool requirements, capability matrix, schemas, failure policy, and pilot plan.
Open prompt
AI-native operations

Agent Memory Design

Decide what an agent should remember, for how long, with what provenance, and when memory must be corrected or forgotten.

YOU'LL LEAVE WITHMemory policy, schema, retention rules, retrieval tests, and correction workflow.
Open prompt
AI-native operations

Agent Knowledge Base Readiness

Audit whether a knowledge base is accurate, findable, current, permission-safe, and usable by an agent.

YOU'LL LEAVE WITHSource inventory, freshness policy, retrieval tests, gap list, and readiness score.
Open prompt
AI-native operations

Agent Prompt Version Control

Create a change-management system for prompts, instructions, tools, evaluators, and release notes.

YOU'LL LEAVE WITHPrompt manifest, version policy, changelog, test gate, and rollback plan.
Open prompt
AI-native operations

Agent Production Readiness Review

Decide whether an agent workflow is ready for real users, real data, and real consequences.

YOU'LL LEAVE WITHReadiness checklist, evidence pack, launch risks, owner map, and go/no-go decision.
Open prompt
AI-native operations

Agent Incident Response

Handle an agent failure with containment, evidence preservation, root-cause analysis, communication, and prevention.

YOU'LL LEAVE WITHIncident timeline, severity assessment, containment plan, root cause, and corrective actions.
Open prompt
AI-native operations

Agent Change Impact Review

Assess how a model, prompt, tool, data, permission, or workflow change could alter agent behavior.

YOU'LL LEAVE WITHChange map, affected evaluations, risk assessment, rollout plan, and rollback trigger.
Open prompt
AI-native operations

Agent Human Review Queue

Design a review queue that routes the right agent outputs to the right humans with enough context to decide quickly.

YOU'LL LEAVE WITHQueue policy, priority rules, reviewer packet, SLA, and quality feedback loop.
Open prompt
AI-native operations

Agent Data Quality Audit

Find the missing, stale, contradictory, or unauthorized data that makes an agent workflow unreliable.

YOU'LL LEAVE WITHData contract, quality checks, issue register, ownership map, and remediation plan.
Open prompt
AI-native operations

Agent Workflow Coverage Map

Map where agents are used across a team, what value they create, and where risk or duplication is hiding.

YOU'LL LEAVE WITHWorkflow inventory, ownership map, coverage gaps, overlap analysis, and prioritization.
Open prompt
AI-native operations

Agent Build vs Buy Decision

Decide whether an agent capability should be built, bought, composed, or left manual.

YOU'LL LEAVE WITHRequirements, option matrix, total cost model, risk analysis, pilot, and decision memo.
Open prompt
AI-native operations

Agent Team Operating Model

Define how people and agents divide work, share context, approve actions, and learn from outcomes.

YOU'LL LEAVE WITHRole map, responsibility matrix, operating cadence, controls, and adoption plan.
Open prompt
AI-native operations

Agent Adoption Scorecard

Measure whether an agent is becoming useful in practice through usage quality, verified outcomes, trust, and retained behavior.

YOU'LL LEAVE WITHAdoption metrics, leading indicators, cohort view, evidence plan, and intervention backlog.
Open prompt
Stack & tooling

Agent Vendor Due Diligence

Evaluate an agent vendor on capability, openness, data handling, reliability, economics, and exit risk.

YOU'LL LEAVE WITHVendor scorecard, evidence requests, risk register, contract questions, and recommendation.
Open prompt
AI-native operations

Agent Automation Opportunity Map

Find the GTM work where agents can create leverage without hiding judgment, risk, or ownership.

YOU'LL LEAVE WITHOpportunity inventory, value/risk matrix, pilot candidates, and sequencing plan.
Open prompt
Team & process

Agent Trust Communication Plan

Explain what an agent does, what it cannot do, what evidence it provides, and when a human remains accountable.

YOU'LL LEAVE WITHAudience map, trust narrative, usage guidance, disclosure language, and feedback loop.
Open prompt
Team & process

GTM Meeting Agenda

Replace recurring status meetings with a decision-oriented agenda, evidence review, and action log.

YOU'LL LEAVE WITHMeeting agenda, decision questions, pre-read, and action register.
Open prompt