All examples for Bidding Strategy Recommender

LinkedIn B2B Consulting High CPA Fix

LinkedIn ads for B2B consulting with only 12 conversions/month at $250 CPA and $8 Manual CPC. Demonstrates diagnosis of expensive low-volume campaign, recommending switch to Automated Bidding with audience expansion tactics and realistic CPA reduction expectations.

Input

What you provide to the skill

LinkedIn ads for B2B consulting, Manual CPC $8, only 12 conversions/month, $100/day, leads too expensive

Output

What the skill generates for you

=== BIDDING STRATEGY RECOMMENDATION ===

Recommended Strategy: AUTOMATED BIDDING (LinkedIn’s Automated Bid)
Confidence: High

WHY THIS STRATEGY:
✓ Manual CPC at $8 is premium but volume is critically low
✓ 12 conversions/month is borderline for automation readiness
✓ $100/day budget sufficient for LinkedIn automated learning
✓ Manual CPC creating cost inefficiency at low volume
✓ LinkedIn’s automated bidding can access inventory Manual CPC misses
✓ Current approach throttling reach and limiting data collection

CURRENT PERFORMANCE ANALYSIS:

  • Ad Spend: $100/day x 30 = $3,000/month
  • Conversions: 12/month
  • Current CPA: $3,000 / 12 = $250 per lead
  • CPC: $8 (extremely high, even for LinkedIn B2B)
  • Estimated clicks/month: ~375 clicks ($3,000 / $8)
  • Conversion rate: 12/375 = 3.2% (actually decent for B2B)

PROBLEM DIAGNOSIS:

The real issue isn’t bidding strategy alone—it’s the combination:

  • $8 CPC + $100/day = Only 12-13 clicks per day maximum
  • Low daily click volume = Slow learning, limited reach
  • Manual CPC at this price point may be hitting inflated auction floors
  • 12 conversions/month barely enough for algorithm optimization
  • Cost per lead at $250 likely unsustainable for consulting

Red Flags:

  • Manual CPC forcing you into most expensive auctions
  • Volume too low to gather meaningful optimization data
  • $250 CPA is 3.1x higher than your concern threshold (~$80)
  • Limited scale prevents testing and iteration

CONFIGURATION:

Switch to: LinkedIn Automated Bidding
Starting Approach: Cost Cap (if available) OR Automated without cap

Setup Steps:

  1. Switch from Manual CPC to Automated Bidding
  2. If using Cost Cap: Set initial cap at $200 per conversion
    • Why $200: Below current $250, gives algorithm flexibility
    • Allows 15 conversions/month at current budget
  3. Keep budget at $100/day for Week 1-2 (learning phase)
  4. Expand audience by 30-50% to increase inventory access
    • Add adjacent job titles (not just exact matches)
    • Expand company size range if currently restricted
    • Test 2-3 additional industries that fit profile

Week-by-Week Plan:

Week 1-2 (Learning Phase):

  • Budget: $100/day
  • Expected: CPA volatility, 10-16 conversions
  • Monitor: Don’t change settings, let algorithm learn
  • Success: CPA trending below $220

Week 3:

  • If CPA < $200: Maintain current settings, observe
  • If CPA $200-220: Tighten cost cap to $180
  • If CPA > $220: Check ad creative fatigue, audience quality

Week 4+:

  • Target: Stabilize at $150-180 CPA, 16-20 leads/month
  • If successful: Test budget increase to $125/day

ADDITIONAL TACTICAL CHANGES:

Beyond Bidding Strategy:

  1. Audience Expansion (Critical):

    • Manual CPC at $8 suggests limited inventory
    • Expand Matched Audiences (lookalikes from CRM)
    • Test Audience Network placement
    • Add retargeting for website visitors (if not already)
  2. Ad Format Diversification:

    • Test LinkedIn Lead Gen Forms (native forms convert better)
    • Try Conversation Ads (lower CPC, higher engagement)
    • Video content (often lower CPM on LinkedIn)
  3. Offer Optimization:

    • Consulting leads at $250 each need high LTV
    • Consider lower-friction offers: webinar, guide, assessment
    • These typically convert at $50-100 CPA on LinkedIn
    • Nurture to consultation via email sequence

MONITORING PLAN:

Daily (First 2 Weeks):

  • CPA (expect $180-280 range during learning)
  • Conversions (should increase from 12 to 14-18)
  • CTR (target 0.4-0.8% for LinkedIn B2B)
  • CPC (should decrease from $8 to $5-7 range)

Weekly:

  • Total conversions
  • Conversion rate by audience segment
  • Lead quality (track consultation booking rate)
  • Audience saturation (frequency metric)

DON’T PANIC IF:

  • First 5-7 days show CPA above $300 (learning phase)
  • Conversion volume slightly lower Week 1
  • CPC fluctuates between $4-10

EXPECTED PERFORMANCE AFTER 4 WEEKS:

  • Monthly spend: $3,000 (same)
  • Conversions: 16-20 leads/month (up from 12)
  • CPA: $150-180 (down from $250)
  • CPC: $5-7 (down from $8)
  • Why: Better auction participation, audience expansion, algorithm optimization

TRANSITION PATH:

If Performance Stabilizes at $150 CPA:

  • Month 2-3: Increase budget to $125-150/day
  • Target: 25-30 leads/month at $150 CPA
  • Scale until CPA starts degrading (typically $200-250/day for this audience)

If CPA Stays Above $200:
This indicates deeper issues beyond bidding:

  • Lead quality threshold too high (consultant expertise mismatch)
  • Offer not compelling (consultation is high-friction)
  • Audience too narrow (need broader targeting)
  • Creative fatigue (need new ads)

WHAT TO AVOID:

  • Don’t stay on Manual CPC at $8 (you’re losing auctions you should win)
  • Don’t use Maximize Delivery/Conversions (no cost control with your volume)
  • Don’t expect miracles Week 1 (learning period is real)
  • Don’t restrict budget below $100/day (algorithm needs volume)
  • Don’t forget lead quality tracking (cheap leads that don’t close are worthless)

REALISTIC ASSESSMENT:

LinkedIn B2B consulting is expensive. Here’s the reality:

  • $150 CPA is achievable but requires volume + optimization
  • $100 CPA is possible with Lead Gen Forms + lower-friction offer
  • $50-75 CPA requires moving up-funnel (guides, webinars, not consultations)

Your current $250 CPA is fixable, but $8 CPC Manual bidding is the wrong tool at 12 conversions/month.

IMMEDIATE ACTION CHECKLIST:
[ ] Day 1: Switch to Automated Bidding, set $200 cost cap
[ ] Day 1: Expand audience targeting by 30%
[ ] Day 1: Test LinkedIn Lead Gen Form (native form)
[ ] Week 1: Monitor daily, don’t touch settings
[ ] Week 2: Review lead quality vs. old Manual CPC leads
[ ] Week 3: Adjust cost cap based on Week 1-2 CPA
[ ] Week 4: If CPA < $180, test budget increase to $125/day
[ ] Ongoing: Track consultation booking rate (true ROI metric)

RED FLAGS (Stop and Reassess):

  • CPA above $280 after Week 3 (strategy not working)
  • Lead quality significantly worse than Manual CPC leads
  • Conversion rate drops below 2% (audience mismatch)
  • CPC increases above $10 consistently (wrong targeting)