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1kalin

CAC Optimizer

by 1kalin · GitHub ↗ · v1.0.0
cross-platform ✓ Security Clean
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Install in OpenClaw
/install afrexai-cac-optimizer
Description
Calculates and benchmarks true customer acquisition cost by channel and cohort, identifies savings opportunities, and builds data-driven CAC reduction plans.
README (SKILL.md)

Customer Acquisition Cost (CAC) Optimizer

Analyze, benchmark, and reduce your customer acquisition cost across every channel.

What This Does

  • Calculates true CAC (fully loaded — not just ad spend)
  • Breaks down CAC by channel, segment, and cohort
  • Benchmarks against industry standards
  • Identifies the cheapest acquisition paths
  • Models payback period and LTV:CAC ratio
  • Generates a CAC reduction roadmap

How to Use

Tell your agent:

  • "Calculate our CAC for last quarter"
  • "Break down acquisition cost by channel"
  • "What's our LTV:CAC ratio?"
  • "Build a plan to cut CAC by 30%"

CAC Calculation Framework

True CAC Formula (Fully Loaded)

CAC = (Sales Costs + Marketing Costs + Overhead Allocation) / New Customers Acquired

Include:
- Ad spend (paid search, social, display)
- Content production costs
- Sales team comp (base + commission + benefits)
- Marketing team comp
- Tools & software (CRM, analytics, ad platforms)
- Agency/contractor fees
- Event/sponsorship costs
- Allocated overhead (office, IT, management time)

Exclude:
- Customer success / retention costs (that's your retention CAC)
- Product development
- General admin not tied to acquisition

CAC by Channel

Channel Typical B2B SaaS CAC Typical B2C CAC Payback Period
Organic Search (SEO) $200-$500 $15-$50 6-12 months
Content Marketing $300-$800 $20-$80 8-14 months
Paid Search (Google) $500-$2,000 $30-$150 3-8 months
Paid Social (LinkedIn) $800-$3,000 $40-$200 4-10 months
Paid Social (Meta) $300-$1,500 $10-$80 2-6 months
Email / Nurture $100-$400 $5-$30 1-4 months
Referral Program $150-$600 $10-$50 1-3 months
Partner / Channel $400-$1,200 N/A 3-6 months
Outbound Sales $2,000-$8,000 N/A 6-18 months
Events / Conferences $1,500-$5,000 N/A 6-12 months

Industry Benchmarks (2026)

Industry Median CAC Good Great LTV:CAC Target
B2B SaaS (SMB) $1,200 \x3C$800 \x3C$400 3:1+
B2B SaaS (Mid-Market) $5,500 \x3C$4,000 \x3C$2,500 3:1+
B2B SaaS (Enterprise) $15,000 \x3C$12,000 \x3C$8,000 5:1+
Ecommerce (DTC) $45 \x3C$30 \x3C$15 3:1+
Fintech $3,500 \x3C$2,500 \x3C$1,500 4:1+
Healthcare SaaS $6,000 \x3C$4,500 \x3C$3,000 4:1+
Professional Services $2,000 \x3C$1,500 \x3C$800 5:1+
Construction Tech $4,000 \x3C$3,000 \x3C$2,000 4:1+

LTV:CAC Health Check

Ratio Status Action
\x3C1:1 🔴 Burning cash Stop spending. Fix product-market fit or pricing.
1:1 - 2:1 🟡 Unsustainable Optimize channels. Cut worst performers.
3:1 🟢 Healthy Standard target. Keep optimizing.
4:1 - 5:1 🟢 Strong Consider investing more in growth.
>5:1 🔵 Under-investing You're leaving growth on the table. Spend more.

Payback Period

Payback Period (months) = CAC / (Monthly Revenue per Customer × Gross Margin %)

Target by stage:
- Seed/Series A: \x3C18 months
- Series B+: \x3C12 months  
- Profitable company: \x3C6 months

CAC Reduction Playbook

Quick Wins (30 days)

  1. Kill underperforming channels — Bottom 20% of channels by CAC efficiency → pause immediately
  2. Tighten ICP targeting — Narrow ad audiences to best-fit segments (often cuts CAC 20-40%)
  3. Optimize landing pages — A/B test headlines, CTAs, form length (10-30% conversion lift)
  4. Activate referral program — Existing customers are your cheapest channel ($150-$600 vs $2K+ outbound)
  5. Fix lead scoring — Sales time on bad leads = wasted CAC. Score ruthlessly.

Medium-Term (90 days)

  1. Build content moat — SEO compounds. Every ranking page reduces future CAC
  2. Automate nurture sequences — Drip campaigns convert leads without sales time
  3. Partner channel deals — Revenue share with complementary products
  4. Product-led growth hooks — Free tier, trials, freemium → organic conversion
  5. Retargeting optimization — 70% cheaper than cold acquisition

Strategic (6+ months)

  1. Brand building — Strong brand = lower CAC across every channel
  2. Community — User communities generate organic referrals
  3. Product virality — Built-in sharing, team invites, network effects

Cohort Analysis Template

For each acquisition cohort (monthly):
- Cohort size (new customers)
- Total acquisition spend
- CAC per customer
- Month 1 revenue
- Month 3 cumulative revenue
- Month 6 cumulative revenue
- Month 12 cumulative revenue
- LTV at 12 months
- LTV:CAC at 12 months
- Payback month achieved (Y/N, which month)
- Retention rate at 12 months

Flag: Any cohort where LTV:CAC \x3C 2:1 at 12 months

Output Format

Present results as:

  1. CAC Summary — Overall CAC, trend (up/down), LTV:CAC ratio
  2. Channel Breakdown — Table ranked by efficiency (best CAC first)
  3. Benchmark Comparison — How you stack up vs industry
  4. Top 3 Reduction Opportunities — Specific, actionable, with estimated impact
  5. 90-Day Roadmap — Prioritized actions with expected CAC reduction %

Built by AfrexAI — AI context packs for business operations ($47/pack)

More tools:

Usage Guidance
This instruction pack is coherent and benign: it provides formulas, benchmarks, and playbooks but does not include code or request credentials. Before using it, be mindful that accurate CAC calculations require sensitive financial and CRM data — only provide the minimum necessary data to the agent, use least-privilege connectors when granting access to accounting/CRM systems, and verify any external links or commercial offers in the README before following them. If you plan to let an autonomous agent pull data from production systems, review agent permissions and audit logs first.
Capability Analysis
Type: OpenClaw Skill Name: afrexai-cac-optimizer Version: 1.0.0 The skill bundle 'afrexai-cac-optimizer' appears benign. All content in `_meta.json`, `SKILL.md`, and `README.md` is directly related to Customer Acquisition Cost (CAC) analysis and optimization. There are no indications of prompt injection attempts against the AI agent, no malicious execution commands, no data exfiltration, and no attempts to establish persistence or backdoors. The external links in the markdown files are marketing links to other products by the same vendor, hosted on GitHub Pages, and do not instruct the agent to perform any harmful actions.
Capability Assessment
Purpose & Capability
The name/description (CAC calculation, benchmarking, reduction playbook) matches the SKILL.md content. There are no unrelated requirements (no env vars, binaries, or config paths) that would be incoherent for this purpose.
Instruction Scope
The SKILL.md contains frameworks, formulas, templates, and output formats for CAC analysis. It does not instruct the agent to read system files, access unrelated credentials, or transmit data to external endpoints; it expects the agent or user to supply financial/CRM data as input.
Install Mechanism
No install spec or code files are included (instruction-only), so nothing will be written to disk or fetched at install time.
Credentials
No environment variables, credentials, or config paths are requested. The computations described legitimately require internal business data (revenue, spend, headcount) but the skill does not request access to those systems itself.
Persistence & Privilege
always is false and the skill is user-invocable with normal autonomous invocation allowed. That default autonomy is not combined with other red flags here.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install afrexai-cac-optimizer
  3. After installation, invoke the skill by name or use /afrexai-cac-optimizer
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release of the Customer Acquisition Cost (CAC) Optimizer skill: - Calculates true, fully-loaded CAC including all relevant costs - Breaks down CAC by channel, segment, and cohort, with industry benchmarks - Models LTV:CAC ratio and payback period for financial health checks - Identifies top CAC reduction opportunities and generates a prioritized roadmap - Provides actionable playbooks for both quick wins and strategic CAC reduction - Supports output in a clear, summarized format for easy decision-making
Metadata
Slug afrexai-cac-optimizer
Version 1.0.0
License
All-time Installs 0
Active Installs 0
Total Versions 1
Frequently Asked Questions

What is CAC Optimizer?

Calculates and benchmarks true customer acquisition cost by channel and cohort, identifies savings opportunities, and builds data-driven CAC reduction plans. It is an AI Agent Skill for Claude Code / OpenClaw, with 650 downloads so far.

How do I install CAC Optimizer?

Run "/install afrexai-cac-optimizer" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is CAC Optimizer free?

Yes, CAC Optimizer is completely free (open-source). You can download, install and use it at no cost.

Which platforms does CAC Optimizer support?

CAC Optimizer is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created CAC Optimizer?

It is built and maintained by 1kalin (@1kalin); the current version is v1.0.0.

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