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reopt Handbook
reopt Handbook
AI-Era GTM

Strategy Reset

AI GTM PrinciplesMarket and ICP ResetPositioning and Messaging

Demand Generation

AI Discovery and ContentSignal-led Demand GenAI Outbound

Revenue Motion

Hybrid PLG and SLGPOC and Value EngineeringSales Agent PlaybookPricing and Packaging

Retention and Expansion

Customer Success and ExpansionRevOps Data StackOrganization and GovernanceMetrics and Operating Rhythm

Execution

90-Day RoadmapTemplatesCases and Samples

Appendix

Verification ReportUpdates
Handbook›AI-Era GTM›Templates
한국어English

Templates

Canvases, scorecards, calculators, and prompts for operating AI GTM.

Key takeaways

  • This chapter bundles fill-in templates for AI GTM: ICP canvas and scoring rubric, use-case matrix, priority calculator, POC scorecard and mutual action plan, weekly review, and an agent prompt skeleton.
  • The priority calculator weights revenue impact 0.30, data readiness 0.20, adoption fit 0.20, risk control 0.15, and learning speed 0.15; treat 4.0+ as first-pilot candidates, 3.3 to 3.9 as data cleanup, and 3.2 or lower as hold.
  • The ICP scoring rubric maps a 1 to 5 fit/intent/readiness score to concrete routing, from immediate AE action at 5 down to exclusion at 1.
  • The use-case matrix forces each idea to state its GTM bottleneck, required data, autonomy level (L2 recommender vs L3 draft), risk, and a single success metric before piloting.
  • Example tables are synthetic and should be treated as structure, not performance claims; fill the blank template first, then compare with the example.

How to use these

Fill the blank template first, then compare it with the example. The examples are synthetic and should not be treated as performance claims.

ICP Canvas

ItemAnswer
Primary segment
Excluded segment
Economic buyer
Champion
Urgent trigger
Current workaround
Proof metric
Required data
Security blocker
Expansion path

Example: Revenue Intelligence SaaS

ItemExample answer
Primary segmentB2B SaaS companies with 50 to 300 sellers using Salesforce or HubSpot
Excluded segmentNo CRM stage definition or no consent to collect call data
Economic buyerCRO or VP Sales
ChampionRevOps Lead, Sales Enablement Manager
Urgent triggerNew CRO, forecast miss, SDR/AE hiring
Current workaroundManagers manually review calls and CRM before coaching
Proof metricNext-step capture rate, forecast-field completeness, manager review time
Required dataCRM opportunity, call transcript, calendar meeting, email activity
Security blockerCall recording retention, PII masking, role-based access
Expansion pathSDR POC -> Mid-market AE team -> Enterprise team -> CS handoff analysis

ICP Scoring Rubric

ScoreFitIntentReadinessRecommended routing
5Exact core segmentStrong trigger in 30 daysData, owner, and budget readyImmediate AE action
4Mostly matches segmentMultiple content/product/external signalsSome POC conditions readySDR/AE validation
3Some use-case fitInterest but weak triggerData quality unknownNurture + discovery
2Low structural fitOne-off engagementAdoption conditions unclearAutomated nurture
1Exclusion rule appliesNo buying intentNot readyExclude or long-term watch

AI GTM Use-case Matrix

Use caseGTM bottleneckRequired dataAutonomy levelRiskSuccess metric
Account scoring
AI outbound draft
Meeting prep
POC ROI assistant
CS health summary

Example

Use caseGTM bottleneckRequired dataAutonomy levelRiskSuccess metric
Account scoringGood accounts mixed with weak intentCRM, firmographic, intent, product usageL2 recommenderFalse positiveHigh-fit meeting rate
AI outbound draftResearch slow and messages genericAccount events, persona, prohibited claimsL3 draftFalse facts, overclaimPositive reply, meeting conversion
Meeting prepAE misses customer contextCRM, call log, product log, ticketsL2 recommenderStale informationStage progression, prep time
POC ROI assistantInternal business case weak after POCBaseline, POC result, ROI assumptionsL3 draftROI exaggerationPOC-to-proposal conversion
CS health summaryRenewal risk detected too lateUsage, tickets, QBR, contract dateL2 recommenderFalse positive, over-interventionRenewal risk lead time

Use-case Priority Calculator

Criterion1 point3 points5 points
Revenue impactActivity efficiency onlyIndirect pipeline or expansion impactDirect ARR, NRR, win-rate impact
Data readinessNo dataSome manual cleanup neededReliable data connected
Adoption fitNew tool requiredSome workflow changeFits CRM/email/meeting workflow
Risk controlHigh-risk customer touchControllable with approvalInternal recommendation
Learning speedMore than 90 days4 to 8 weeks2 to 4 weeks

Use 4.0+ as first-pilot candidates, 3.3 to 3.9 as data-cleanup candidates, and 3.2 or lower as hold.

POC Scorecard

ItemStandardResult
Business outcomeCustomer-agreed result
BaselineCurrent metric
TargetSuccess threshold
Data readinessAccess and quality
Security reviewRestrictions
User adoptionPilot users engaged
Executive valueCan persuade executive buyer
Next stepBuying or expansion step

POC Mutual Action Plan

StepCustomer ownerVendor ownerDone when
KickoffAssign use-case ownerShare POC planSuccess criteria signed
Data accessProvide sample dataDocument security handlingData loaded
Pilot run5 to 10 users participateWeekly result reportUsage logs captured
Value reviewConfirm baselineBuild ROI summaryExecutive review complete
DecisionShare buying processCommercial proposalNext step confirmed

Weekly GTM Review

QuestionAnswer
What was the strongest buying signal this week?
Which segment showed better pipeline quality?
Which message became meetings or POCs?
Which AI recommendation was wrong and why?
Which customer signal showed expansion or renewal risk?
What will we stop next week?

GTM Agent Prompt Skeleton

Role: B2B SaaS GTM analyst

Context:
- Product:
- ICP:
- Current GTM bottleneck:
- Available data:
- Approval constraints:

Task:
1. Summarize the account or segment.
2. Identify the strongest buying or risk signals.
3. Recommend the next-best action.
4. Show source signals and assumptions.
5. Mark what requires human approval.

Related docs

POC and Value Engineering

Prove AI product value quickly with customer data and a measurable business case.

Cases and Samples

Public examples and synthetic scenarios for applying AI GTM patterns.

Segmentation

CRM Standard · Build customer segments that change actions, not just labels.

CRM Strategy

CRM Standard · Align CRM purpose, ownership, and priorities from a leadership perspective.

Operating Rhythm

B2B SaaS Sales and Customer Success · Run the weekly and monthly cadence that keeps sales and CS aligned.

90-Day Roadmap

Roll out AI GTM in 30/60/90 day phases without losing control.

Cases and Samples

Public examples and synthetic scenarios for applying AI GTM patterns.

On this page

ICP CanvasExample: Revenue Intelligence SaaSICP Scoring RubricAI GTM Use-case MatrixExampleUse-case Priority CalculatorPOC ScorecardPOC Mutual Action PlanWeekly GTM ReviewGTM Agent Prompt Skeleton