Growth Marketing skill 07 of 13

Acquisition Channel Testing SKILL.md

The Acquisition Channel Testing skill makes Claude, Codex or another AI agent find and test the next growth channel. It maps the full channel universe across paid, organic and AI search, content, community, partnerships, sales-led, product-led, PR and offline, scores channels by reach, fit, cost, speed and scale, runs cheap time-boxed tests and judges them on activated and retained customers.

acquisition-channel-testing/SKILL.md, version 1.0.0, 1,426 words.

Most companies get most of their growth from one or two channels, and every channel saturates eventually: costs rise, volume flattens, competitors arrive. Finding the next channel before the current one stalls is one of the most valuable things a growth team does. It works best as a structured search: list every plausible channel, score them, run cheap, fast tests with clear success criteria, and double down on the one that works.

This skill runs channel discovery and testing across paid, organic, partnerships, community, content, events, outbound, marketplaces and product-led channels, judged on the customers they bring, not just clicks or sign-ups.

Operating principles

  1. Consider every channel before picking one. Teams default to channels they already know.
  2. Test cheaply and quickly. A small, time-boxed test with clear criteria beats a big launch.
  3. Judge on retained customers. Channel quality shows in activation, retention and payback, not top-of-funnel volume.
  4. Focus wins. Once a channel works, put most effort into scaling it before spreading wider.
  5. Expect saturation. Watch marginal cost and volume; keep a testing pipeline running.

Channel universe

CategoryChannels
PaidSearch, shopping, paid social, video, display, retail media, podcasts, newsletters sponsorships
Organic search and AI searchSEO, programmatic pages, AI answer engines
Content and communityBlog, YouTube, social, communities, forums, newsletters
PartnershipsIntegrations, resellers, affiliates, co-marketing, marketplaces and app stores
Sales-ledOutbound email, LinkedIn outreach, events, trade shows
Product-ledFree tools, templates, freemium, viral and referral loops
PR and earnedMedia, awards, original research
OfflineDirect mail, out-of-home, local events

When to use, and when not to

Use it when one channel provides most growth, when CAC is rising, when entering a new market or segment, and when planning a quarter's acquisition tests.

Don't use it to run an established channel in depth (use the Performance Marketing, SEO or Content skills) or to build loops (growth-loops).

Inputs to ask for, in one message

  1. Current channels with volume, cost, activation and retention by channel.
  2. Target customer: who they are, where they spend time, how they buy.
  3. Unit economics: maximum CAC and payback.
  4. Budget and team capacity for tests.
  5. Competitor channels and any past channel tests.

Raw SKILL.md file

.md

This is the exact file agents read, including the credit header and licence notice. Save it as acquisition-channel-testing/SKILL.md.

---
name: acquisition-channel-testing
description: "Find and test the next acquisition channel: the full channel universe across paid, organic and AI search, content and community, partnerships, sales-led, product-led, PR and offline, scoring by reach, fit, cost, speed and scale, cheap time-boxed tests with test cards, tracking for hard-to-measure channels, success judged on activated and retained customers, and scaling winners until marginal CAC nears the limit. Use whenever someone asks for new acquisition channels, channel testing, the Bullseye framework, reducing dependence on one channel, rising CAC, where to find customers or how to test a new marketing channel."
license: CC-BY-4.0
metadata:
  author: Afeez Adebayo
  author_url: https://afeezadebayo.com
  author_linkedin: https://www.linkedin.com/in/afeez-adebayo/
  author_x: https://x.com/za_icon
  source: https://afeezadebayo.com/skills-md/marketing/growth-marketing/acquisition-channel-testing/
  category: marketing
  subcategory: growth-marketing
  version: "1.0.0"
  created: "2026-10-10"
  updated: "2026-10-10"
---

# Acquisition Channel Testing

Most companies get most of their growth from one or two channels, and every channel saturates eventually: costs rise, volume flattens, competitors arrive. Finding the next channel before the current one stalls is one of the most valuable things a growth team does. It works best as a structured search: list every plausible channel, score them, run cheap, fast tests with clear success criteria, and double down on the one that works.

This skill runs channel discovery and testing across paid, organic, partnerships, community, content, events, outbound, marketplaces and product-led channels, judged on the customers they bring, not just clicks or sign-ups.

## Operating principles
1. **Consider every channel before picking one.** Teams default to channels they already know.
2. **Test cheaply and quickly.** A small, time-boxed test with clear criteria beats a big launch.
3. **Judge on retained customers.** Channel quality shows in activation, retention and payback, not top-of-funnel volume.
4. **Focus wins.** Once a channel works, put most effort into scaling it before spreading wider.
5. **Expect saturation.** Watch marginal cost and volume; keep a testing pipeline running.

## Channel universe
| Category | Channels |
|---|---|
| Paid | Search, shopping, paid social, video, display, retail media, podcasts, newsletters sponsorships |
| Organic search and AI search | SEO, programmatic pages, AI answer engines |
| Content and community | Blog, YouTube, social, communities, forums, newsletters |
| Partnerships | Integrations, resellers, affiliates, co-marketing, marketplaces and app stores |
| Sales-led | Outbound email, LinkedIn outreach, events, trade shows |
| Product-led | Free tools, templates, freemium, viral and referral loops |
| PR and earned | Media, awards, original research |
| Offline | Direct mail, out-of-home, local events |

## When to use, and when not to
Use it when one channel provides most growth, when CAC is rising, when entering a new market or segment, and when planning a quarter's acquisition tests.

Don't use it to run an established channel in depth (use the Performance Marketing, SEO or Content skills) or to build loops (`growth-loops`).

## Inputs to ask for, in one message
1. Current channels with volume, cost, activation and retention by channel.
2. Target customer: who they are, where they spend time, how they buy.
3. Unit economics: maximum CAC and payback.
4. Budget and team capacity for tests.
5. Competitor channels and any past channel tests.

## Workflow

### Step 1. Brainstorm the universe
List every channel that could reach the target customer, including unusual ones.

### Step 2. Score channels
| Criterion | Question |
|---|---|
| Reach | Are enough target customers there? |
| Fit | Does the channel suit how they buy and the product's price point? |
| Cost | Is expected CAC within limits? |
| Speed to test | Can we test in weeks? |
| Scale potential | Could it become a major channel? |
| Competition | Is attention affordable? |

### Step 3. Pick three to test
Choose the top three with different risk profiles.

### Step 4. Design each test
Hypothesis, budget, duration, minimum volume, success criteria (cost per activated or paying customer), tracking and the decision rule.

### Step 5. Run and track to downstream metrics
Tag traffic properly; follow users to activation, retention and revenue.

### Step 6. Decide
Double down, iterate or stop each channel; record lessons.

### Step 7. Scale the winner
Invest until marginal CAC approaches the limit; keep a smaller testing pipeline for the next channel.

## Channel test card
```
Channel:
Hypothesis: [Customer] can be reached through [channel] at [cost] because [evidence]
Budget and duration:
Minimum sample to judge:
Success criteria: cost per activated user below X; week-4 retention at least Y
Tracking: UTMs, codes, referral fields, CRM source
Decision rule:
```

## Tracking hard-to-attribute channels
| Method | Use for | Notes |
|---|---|---|
| Unique promo or partner codes | Podcasts, influencers, partners | Codes leak to coupon sites; monitor |
| Vanity URLs | Offline, podcasts, events | Redirect with UTMs |
| "How did you hear about us?" | All channels | Self-reported; useful for direction |
| CRM source fields | Sales-led and partnerships | Require at lead creation |
| Geo or time tests | Offline, brand channels | Compare regions or periods |

## Product-channel fit
A channel works when it fits the product's price point and buying process. Low-priced self-serve products need low-cost, scalable channels (SEO, virality, app stores, paid social). High-priced products can afford sales-led channels (outbound, events, partnerships). Mismatches, such as outbound sales for a low-priced app, rarely pay back regardless of execution.

## Saturation signals
- Marginal CAC rising faster than spend.
- Volume flat despite higher budgets.
- Audience frequency rising, click-through falling.
- Competitors entering the same channel.
When two or more appear, increase the share of effort going to channel tests.

## Channel test budget guide
| Channel type | Typical minimum to judge | Duration |
|---|---|---|
| Paid social or search | Enough spend for 50 to 100 conversions on your success event | 4 to 8 weeks |
| Podcasts and newsletters | Several placements across shows | 6 to 10 weeks |
| Partnerships | Two or three active partners | 8 to 12 weeks |
| Content and SEO tools | One strong asset | 3 to 6 months |
| Communities | Consistent weekly participation | 8 to 12 weeks |
Illustrative; adjust to your conversion rates and prices.

Record every test result in the learning library, including channels that failed and why.

## Edge cases and judgement calls
| Situation | What to do |
|---|---|
| Long B2B sales cycles | Judge on leading indicators (qualified meetings, pipeline) with a later revenue check |
| Channels hard to track (podcasts, offline) | Use codes, vanity URLs, "how did you hear" surveys and geo tests |
| Small budgets | Test channels with low minimum spend or time-based effort (communities, partnerships) |
| Channel works but users don't retain | Fix targeting or message, or drop the channel |
| Team wants to test everything | Limit to three active tests at a time |

## Handoffs to related skills
- Overall growth picture: `growth-audit`
- Experiment design: `experiment-design`
- Loops and referral: `growth-loops`, `referral-programmes`
- Attribution of new channels: `growth-reporting`
- Paid execution: the Performance Marketing skills
- Organic and AI search: the SEO and AEO & GEO skills

## Worked example
A B2B invoicing tool got 70% of new customers from Google Search, with rising CPCs. Scoring the channel universe put three tests on top: accountant partnerships, a free invoice template tool for search and AI answers, and LinkedIn thought leader content. Each test had eight weeks and a cost-per-activated-account target. The template tool produced the most activated accounts at the lowest cost and kept compounding; partnerships produced fewer but higher-retention accounts; LinkedIn missed the target. The company scaled the template tool, built a partner programme and dropped LinkedIn for now.

## Output format
```
# Channel testing plan: <company>, <date>
## Current channel mix and concentration risk
## Channel universe and scores
## Three tests with cards
## Tracking and attribution approach
## Results and decisions
## Scaling plan for winners
```



## Common mistakes
- Testing only familiar channels.
- Judging on clicks or sign-ups instead of retained customers.
- Tests too short or too small to judge.
- Spreading effort across too many channels at once.
- No tracking for hard-to-attribute channels.

## Questions to ask before you test
- Where do your best customers spend time and learn about tools?
- What can you afford to pay for a retained customer?
- How much budget and time can you put into tests?

## Self-check before you answer
- Did I consider the full channel universe?
- Does each test have success criteria based on retained customers?
- Is tracking set up for hard-to-measure channels?
- Is there a clear decision rule and scaling plan?

## Further reading
- Gabriel Weinberg and Justin Mares, Traction (2015), the Bullseye Framework
- Brian Balfour, Four Fits framework (essays at brianbalfour.com)

---
Created by Afeez Adebayo, Marketing, SEO & Growth Expert
Website: https://afeezadebayo.com
LinkedIn: https://www.linkedin.com/in/afeez-adebayo/
X: https://x.com/za_icon
Source: https://afeezadebayo.com/skills-md/marketing/growth-marketing/acquisition-channel-testing/

Licence: CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). You may copy, share and adapt this skill, including for commercial use, as long as you credit Afeez Adebayo and link to the source URL above. Keep this notice in any copy or adapted version.

Workflow

Step 1. Brainstorm the universe

List every channel that could reach the target customer, including unusual ones.

Step 2. Score channels

CriterionQuestion
ReachAre enough target customers there?
FitDoes the channel suit how they buy and the product's price point?
CostIs expected CAC within limits?
Speed to testCan we test in weeks?
Scale potentialCould it become a major channel?
CompetitionIs attention affordable?

Step 3. Pick three to test

Choose the top three with different risk profiles.

Step 4. Design each test

Hypothesis, budget, duration, minimum volume, success criteria (cost per activated or paying customer), tracking and the decision rule.

Step 5. Run and track to downstream metrics

Tag traffic properly; follow users to activation, retention and revenue.

Step 6. Decide

Double down, iterate or stop each channel; record lessons.

Step 7. Scale the winner

Invest until marginal CAC approaches the limit; keep a smaller testing pipeline for the next channel.

Channel test card

Channel:
Hypothesis: [Customer] can be reached through [channel] at [cost] because [evidence]
Budget and duration:
Minimum sample to judge:
Success criteria: cost per activated user below X; week-4 retention at least Y
Tracking: UTMs, codes, referral fields, CRM source
Decision rule:

Tracking hard-to-attribute channels

MethodUse forNotes
Unique promo or partner codesPodcasts, influencers, partnersCodes leak to coupon sites; monitor
Vanity URLsOffline, podcasts, eventsRedirect with UTMs
"How did you hear about us?"All channelsSelf-reported; useful for direction
CRM source fieldsSales-led and partnershipsRequire at lead creation
Geo or time testsOffline, brand channelsCompare regions or periods

Product-channel fit

A channel works when it fits the product's price point and buying process. Low-priced self-serve products need low-cost, scalable channels (SEO, virality, app stores, paid social). High-priced products can afford sales-led channels (outbound, events, partnerships). Mismatches, such as outbound sales for a low-priced app, rarely pay back regardless of execution.

Saturation signals

  • Marginal CAC rising faster than spend.
  • Volume flat despite higher budgets.
  • Audience frequency rising, click-through falling.
  • Competitors entering the same channel.

When two or more appear, increase the share of effort going to channel tests.

Channel test budget guide

Channel typeTypical minimum to judgeDuration
Paid social or searchEnough spend for 50 to 100 conversions on your success event4 to 8 weeks
Podcasts and newslettersSeveral placements across shows6 to 10 weeks
PartnershipsTwo or three active partners8 to 12 weeks
Content and SEO toolsOne strong asset3 to 6 months
CommunitiesConsistent weekly participation8 to 12 weeks

Illustrative; adjust to your conversion rates and prices.

Record every test result in the learning library, including channels that failed and why.

Edge cases and judgement calls

SituationWhat to do
Long B2B sales cyclesJudge on leading indicators (qualified meetings, pipeline) with a later revenue check
Channels hard to track (podcasts, offline)Use codes, vanity URLs, "how did you hear" surveys and geo tests
Small budgetsTest channels with low minimum spend or time-based effort (communities, partnerships)
Channel works but users don't retainFix targeting or message, or drop the channel
Team wants to test everythingLimit to three active tests at a time
  • Overall growth picture: growth-audit
  • Experiment design: experiment-design
  • Loops and referral: growth-loops, referral-programmes
  • Attribution of new channels: growth-reporting
  • Paid execution: the Performance Marketing skills
  • Organic and AI search: the SEO and AEO & GEO skills

Worked example

A B2B invoicing tool got 70% of new customers from Google Search, with rising CPCs. Scoring the channel universe put three tests on top: accountant partnerships, a free invoice template tool for search and AI answers, and LinkedIn thought leader content. Each test had eight weeks and a cost-per-activated-account target. The template tool produced the most activated accounts at the lowest cost and kept compounding; partnerships produced fewer but higher-retention accounts; LinkedIn missed the target. The company scaled the template tool, built a partner programme and dropped LinkedIn for now.

Output format

# Channel testing plan: <company>, <date>
## Current channel mix and concentration risk
## Channel universe and scores
## Three tests with cards
## Tracking and attribution approach
## Results and decisions
## Scaling plan for winners

Common mistakes

  • Testing only familiar channels.
  • Judging on clicks or sign-ups instead of retained customers.
  • Tests too short or too small to judge.
  • Spreading effort across too many channels at once.
  • No tracking for hard-to-attribute channels.

Questions to ask before you test

  • Where do your best customers spend time and learn about tools?
  • What can you afford to pay for a retained customer?
  • How much budget and time can you put into tests?

Self-check before you answer

  • Did I consider the full channel universe?
  • Does each test have success criteria based on retained customers?
  • Is tracking set up for hard-to-measure channels?
  • Is there a clear decision rule and scaling plan?

Further reading

  • Gabriel Weinberg and Justin Mares, Traction (2015), the Bullseye Framework
  • Brian Balfour, Four Fits framework (essays at brianbalfour.com)

When to use this skill, and when not to

Use it when one channel provides most growth, when CAC is rising, when entering a new market or segment and when planning a quarter’s acquisition tests.

Every channel saturates eventually: costs rise, volume flattens, competitors arrive. Finding the next channel before the current one stalls is one of the most valuable things a growth team does, and it works best as a structured search rather than a reaction to the latest trend.

Don’t use it to run an established channel in depth (use the Performance Marketing or SEO skills) or to build loops (use Growth Loops).

Example prompts

  • “Google brings 70% of customers. Find the next channel.”
  • “Score these 15 channels for our B2B product.”
  • “Design an eight-week test for podcast sponsorships.”
  • “How do we track channels like podcasts and communities?”
  • “Our CAC keeps rising. Where else can we find customers?”

Example output

The skill returns a fixed structure. A shortened example for an imaginary site:

# Channel testing plan: example invoicing tool, 10 October 2026

## Concentration risk
Google Search = 70% of new customers, CPCs rising

## Top 3 tests (8 weeks each)
| Channel | Success criterion | Result |
| Free invoice template tool (SEO + AI answers) | Cost per activated account < limit | Win: lowest cost, compounding |
| Accountant partnerships | Week-4 retention > core | Win: fewer but stickier accounts |
| LinkedIn thought leadership | Cost per activated account < limit | Missed |

Channels are judged on activated and retained customers, because sign-up volume often ranks them in the wrong order.

What the agent needs from you

The skill asks for current channels with volume, cost, activation and retention, a description of your target customer and how they buy, unit economics such as maximum CAC and payback, budget and team capacity for tests, and competitor channels and past tests.

How this skill hands off to related skills

Channel tests connect to the rest of growth work. The overall picture comes from the Growth Audit, test design from Experiment Design, loops and referral from Growth Loops and Referral Programmes, attribution from Growth Reporting, paid execution from the Performance Marketing skills and organic search from the Content SEO skills.

How to run Acquisition Channel Testing step by step

  1. Install the skill as acquisition-channel-testing/SKILL.md.
  2. Share current channels with downstream activation and retention.
  3. Describe the target customer and unit economics.
  4. Review the channel universe and scores.
  5. Run three tests with cards and tracking.
  6. Decide and scale the winner while keeping a smaller testing pipeline.

Situations this skill handles

Channel searches differ by business. The skill handles these situations:

SituationWhat the skill does
Long B2B cyclesLeading indicators first, revenue check later
Hard-to-track channelsCodes, vanity URLs, surveys and geo tests
Small budgetsLow-minimum or effort-based channels
Channel brings poor retentionFix targeting or drop it
Team wants to test everythingLimits to three active tests
Low-priced productScalable, low-cost channels only

What makes this skill different

Most channel advice follows trends. This skill searches the full channel universe, scores options against your customer and economics, tests cheaply with clear criteria and judges results on retained customers rather than volume.

It also checks product-channel fit: low-priced self-serve products need low-cost scalable channels, while high-priced products can afford sales-led ones.

Practical tips from real projects

  • Consider every channel before picking one.
  • Write success criteria before launch.
  • Judge on retained customers.
  • Focus on the winner, then keep testing.

A worked example: a B2B invoicing tool got 70% of new customers from Google Search, with rising CPCs. Scoring put three tests on top: accountant partnerships, a free invoice template tool for search and AI answers, and LinkedIn thought leadership. Each had eight weeks and a cost-per-activated-account target. The template tool produced the most activated accounts at the lowest cost and kept compounding; partnerships produced fewer but stickier accounts; LinkedIn missed. The company scaled the tool, built a partner programme and dropped LinkedIn for now.

The channel universe is wider than most teams think: paid search, shopping, social, video, retail media and newsletter sponsorships; SEO, programmatic pages and AI answer engines; blogs, YouTube, communities and forums; integrations, resellers, affiliates and app marketplaces; outbound, LinkedIn outreach and events; free tools, templates, freemium and referral loops; PR, awards and original research; and direct mail, out-of-home and local events.

Scoring criteria keep choices honest: reach (are enough target customers there?), fit (does it suit how they buy and the price point?), cost (is expected CAC within limits?), speed (can we test in weeks?), scale potential and competition.

Hard-to-track channels need deliberate measurement: unique codes for podcasts and partners, vanity URLs for offline, a “how did you hear about us” question for everything, CRM source fields for sales-led channels and geo or time tests for brand activity.

Saturation signals tell you when to search again: marginal CAC rising faster than spend, flat volume at higher budgets, rising frequency with falling click-through and competitors arriving in the same channel.

Each test gets a card before launch: the channel, a hypothesis in the form “[customer] can be reached through [channel] at [cost] because [evidence]”, budget and duration, the minimum sample needed to judge, success criteria such as cost per activated user and week-four retention, the tracking method and the decision rule. Writing this down first stops teams moving the goalposts when early results disappoint or excite them.

Product-channel fit explains many failed tests. A low-priced self-serve app can rarely afford outbound sales, however good the execution; a high-priced enterprise product rarely scales through paid social alone. Matching the channel to the price point and buying process is the first filter, before any budget is spent.

Frequently asked questions

List every channel that could reach your target customer, score them on reach, fit, cost, speed and scale, and run small time-boxed tests on the top three.

An approach from the book Traction: brainstorm all channels, rank them, test the most promising few cheaply and focus on the one that works.

On cost per activated or retained customer, not clicks or sign-ups, with criteria written before the test.

Promo codes, vanity URLs, self-reported “how did you hear” answers and geo or time tests.

Usually no more than three, so each gets enough budget and attention to reach a clear result.

When marginal CAC rises faster than spend, volume flattens despite higher budgets or frequency rises while engagement falls.

Changelog

  • 1.0.0, 10 October 2026: first release.

Use, adapt and share this skill under CC BY 4.0: credit Afeez Adebayo and link to this page.