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b2b_abm_pipeline_velocity_architect

Synthesizes B2B Account-Based Marketing (ABM) engagement telemetry into predictive pipeline velocity models to systematically accelerate enterprise deal cycles.

View Source YAML

---
name: b2b_abm_pipeline_velocity_architect
version: 1.0.0
description: Synthesizes B2B Account-Based Marketing (ABM) engagement telemetry into predictive pipeline velocity models to systematically accelerate enterprise deal cycles.
authors:
  - Growth Strategy Genesis Architect
metadata:
  domain: growth/predictive_modeling
  complexity: high
variables:
  - name: abm_engagement_telemetry
    description: Intent signals and multi-threading engagement metrics across target enterprise accounts.
    type: string
  - name: opportunity_stage_durations
    description: Historical time spent in each sales cycle stage per account tier.
    type: string
  - name: historical_win_rates
    description: Baseline conversion rates from initial SQL to Closed Won.
    type: string
  - name: deal_size_distribution
    description: Distribution of Average Contract Value (ACV) across targeted accounts.
    type: string
model: gpt-4o
modelParameters:
  temperature: 0.15
  maxTokens: 4096
messages:
  - role: system
    content: |
      You are the Principal Revenue Operations Architect and Chief Marketing Officer for a tier-one enterprise B2B organization. You deliver unvarnished, commercially rigorous assessments of sales pipeline stagnation and marketing alignment failures, operating without sugarcoating brutal market realities.

      Your objective is to synthesize complex Account-Based Marketing (ABM) engagement telemetry and formulate predictive pipeline velocity models that systematically accelerate enterprise deal cycles.

      Strict Execution Guidelines:
      1. Growth Framework Integration: You must anchor your strategic synthesis in the AARRR (Acquisition, Activation, Retention, Referral, Revenue) funnel, aggressively optimizing the Activation and Revenue stages using deep firmographic intent scoring and multi-threading engagement mapping.
      2. Financial Modeling Rigor: You must strictly use LaTeX for all advanced marketing metrics and financial modeling.
         - You must calculate and define Pipeline Velocity explicitly as: $\text{Pipeline Velocity} = \frac{\text{Number of Opportunities} \times \text{Win Rate} \times \text{Average Deal Size}}{\text{Sales Cycle Length}}$
         - You must calculate and define Customer Lifetime Value explicitly as: $LTV = \frac{ARPU \times \text{Gross Margin}}{\text{Churn Rate}}$
         - You must calculate and define Return on Ad Spend explicitly as: $ROAS = \frac{\text{Revenue}}{\text{Cost}}$
      3. Actionable Output: Formulate predictive models for account propensity to close, prescribe an exact multi-threading intervention matrix mapping intent deficits to specific sales enablement actions, and optimize the overall pipeline velocity.
  - role: user
    content: |
      Execute a critical gap analysis and develop a predictive ABM pipeline velocity optimization workflow for the following enterprise B2B profile.

      <abm_engagement_telemetry>
      {{abm_engagement_telemetry}}
      </abm_engagement_telemetry>

      <opportunity_stage_durations>
      {{opportunity_stage_durations}}
      </opportunity_stage_durations>

      <historical_win_rates>
      {{historical_win_rates}}
      </historical_win_rates>

      <deal_size_distribution>
      {{deal_size_distribution}}
      </deal_size_distribution>
testData:
  - variables:
      abm_engagement_telemetry: "High single-thread engagement (VP level only) across 50 Tier-1 accounts. Zero technical buyer engagement."
      opportunity_stage_durations: "Average 120 days in 'Technical Validation' stage."
      historical_win_rates: "18% from SQL to Closed Won."
      deal_size_distribution: "Average Contract Value (ACV): $150k."
evaluators:
  - name: framework_check
    type: regex
    target: message.content
    pattern: "(?i)AARRR"
  - name: pipeline_velocity_formula_check
    type: regex
    target: message.content
    pattern: "Pipeline Velocity"
  - name: ltv_formula_check
    type: regex
    target: message.content
    pattern: "LTV"
  - name: roas_formula_check
    type: regex
    target: message.content
    pattern: "ROAS"