cyberneticlibrary

Audit prospect fit across five dimensions

sales-prospectskillsetup L3591
zubair-trabzada/ai-sales-team-claude

Causal-lift measurements

sales-strategy+24pp vs no-skill baselinewith-skill 84% · baseline 60%

Measured by running the task with and without this artifact, K=5, graded by deterministic checks — no LLM judging.

What it does

Launch five parallel agents to audit prospect and produce scored analysis

Best for

Outbound teams and founders who want a single-command prospect audit that scores fit across 5 dimensions (company, contacts, opportunity, competitive, outreach readiness) and produces ready-to-use outreach email in under 2 minutes.

Inputs
  • · Prospect company URL (mandatory, must be reachable)
  • · Company type detection triggers (homepage content, team size, pricing model, funding)
Outputs
  • · PROSPECT-ANALYSIS.md unified report with 5 agent analyses:
  • · Prospect Score 0-100 (weighted: Company Fit 25%, Contact Access 20%, Opportunity 20%, Competitive 15%, Outreach 20%)
  • · Company overview and type classification
  • · Top 3 opportunities and top 3 concerns
  • · Ready-to-send outreach email (from sales-strategy agent)
  • · Phone number and key contact names (if available)
  • · Suggested call script openers
Requires
  • · WebFetch (fetch homepage and interior pages)
  • · 5 subagents (sales-company, sales-contacts, sales-opportunity, sales-competitive, sales-strategy) run in parallel
Preconditions
  • · Prospect URL must be reachable (HTTP 200)
  • · Homepage must be parseable (not a 404 or login wall)
  • · Company type must be detectable from available signals
Failure modes
  • · Unreachable URL → entire analysis fails
  • · Login-wall or JavaScript-heavy site → limited data for scoring
  • · Company type misclassification → all 5 agents analyze from wrong angle
  • · No contact information available → Contact Access score drops 40%
Trust signals
  • · 5-agent parallel architecture (company + contacts + opportunity + competitive + strategy)
  • · Weighted scoring model with interpretation guide (A+ 90-100, A 75-89, B 60-74, C 40-59, D 0-39)
  • · Company type detection with 6 categories (SaaS, agency, e-commerce, enterprise, SMB, startup) + signal table
  • · Unified report consolidates 5 independent analyses into one PROSPECT-ANALYSIS.md
  • · Ready-to-send outreach email + call script from sales-strategy agent