All examples for Budget Allocation Optimizer

Small Budget Lead Generation Optimization

Analyzes 3 months of data (minimum threshold) for a small $6.5K/month budget across SEO, PPC, and email marketing using lead-based metrics. Identifies email as severely underfunded ($500/mo generating leads at $63 CPL - 56% better than average) while PPC is overfunded ($4K/mo at $182 CPL). Demonstrates proper handling of limited data by adjusting confidence levels (60-70% vs typical 75-85%) and providing conservative recommendations. Shows operational guidance on what to do with reallocated budget (hiring email marketer, content creation). Includes rollback triggers and risk mitigation specific to small budgets.

Input

What you provide to the skill

Small budget: 3 months data, SEO $2k/mo 15 leads, PPC $4k/mo 22 leads, email $500/mo 8 leads. Total budget $6.5k/mo. Want recommendations.

Output

What the skill generates for you

Budget Allocation Analysis & Recommendations

Data Quality Assessment

Quality tier: Acceptable (3 months - minimum threshold)
Confidence level: Moderate (60-70%)

Note: 3 months is minimum. Recommendations would be stronger with 6+ months data.

Current Performance Summary

Channel Monthly Spend Avg Leads Cost Per Lead Efficiency Rank
Email $500 8 $63 #1 (Excellent)
SEO $2,000 15 $133 #2 (Good)
PPC $4,000 22 $182 #3 (Poor)
TOTAL $6,500 45 $144 -

Critical Finding: Email ($63 CPL) is 3.9x more efficient than PPC ($182) yet receives only 8% of budget while PPC gets 62%. Textbook case for reallocation.

Recommended Reallocation - Conservative Scenario

Channel Current Recommended Change
Email $500 $1,500 +$1,000 (200%)
SEO $2,000 $2,500 +$500 (25%)
PPC $4,000 $2,500 -$1,500 (38%)
TOTAL $6,500 $6,500 $0

Expected Impact:

  • Projected leads: 60-68/month (+15-23 leads, +33-51% increase)
  • Projected blended CPL: $95-$108 (-$36-49, -25-34% improvement)
  • Confidence: Moderate (60-70%)
  • Timeline: 45-90 days

What to Do With Reallocated Budget

Email (+$1,000):

  • Hire part-time email marketer ($400-600/mo)
  • Upgrade automation platform ($100-200/mo)
  • List growth tactics ($200-300/mo)
  • Expected: 20-24 leads/month maintaining $70-85 CPL

SEO (+$500):

  • Content production: 2-3 articles/month ($300-400)
  • Technical SEO improvements ($100-200)
  • Expected: 18-20 leads/month

PPC (-$1,500):

  • Cut bottom 30-40% of keywords
  • Tighten targeting, improve Quality Score
  • Focus on high-conversion times only
  • Expected: Maintain 18-20 leads at $125-140 CPL

Implementation Timeline

  • Weeks 1-2: Hire email resource, audit PPC campaigns
  • Weeks 3-4: Reduce PPC to $3K, increase email to $1K
  • Month 2: Complete transition, launch automated sequences
  • Month 3: Evaluate results vs projections

Limitations: Does not account for lead quality differences (PPC may bring higher-intent leads), email list size constraints, or SEO content lag time.