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This app planned its own launch

Below is the unedited 12-week plan this app generated for itself, from its own repository. It ran through every stage — code scan, interview, generation — on llama3.1:8b (free, self-hosted). Stronger models write sharper plans; this is the floor, not the ceiling.

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MarketingAI — go-to-market plan

Positioning

a 12-week go-to-market plan based on a curated marketing knowledge base

For Solo technical founders who built something with AI coding tools and have no idea how to get users, a 12-week go-to-market plan based on a curated marketing knowledge base is a go-to-market planning tool that integrates with users' existing AI provider, allowing them to build on top of their existing infrastructure and accelerate their growth, providing a structured approach to planning, and giving them a wealth of marketing knowledge and expertise to make informed decisions and avoid costly mistakes.

Segment. Solo technical founders who built something with AI coding tools and have no idea how to get users Market frame. A go-to-market planning tool that integrates with users' existing AI provider

Competitive alternatives

  • ChatGPT prompts
  • Marketing courses
  • A freelance consultant at 2-5k, or nothing

What makes it different

Attribute Value to the customer
Integration with user's AI provider This allows founders to build on top of their existing infrastructure and accelerate their growth.
12-week go-to-market plan This provides a structured approach to planning, allowing founders to create a clear roadmap and execute on it.
Curated marketing knowledge base This provides a wealth of marketing knowledge and expertise, allowing founders to make informed decisions and avoid costly mistakes.

Personas

Alex Chen (primary)

Solo Technical Founder — Just finished building something with AI coding tools

Job to be done. Create a concrete plan to get users Measured on. Get 1000 users in the next 3 months

Proof that moves them

  • case study

Where they look

  • Stack Overflow
  • Reddit r/MachineLearning

Maya Patel (secondary)

Solo Technical Founder — Realized she has no idea how to market her AI product

Job to be done. Get a marketing plan to execute Measured on. Increase website traffic by 50% in the next 2 months

Proof that moves them

  • peer recommendation

Where they look

  • Marketing blogs
  • Industry events

Ethan Kim (secondary)

AI Researcher — Looking for a go-to-market planning tool to integrate with his existing AI infrastructure

Job to be done. Get a go-to-market plan that integrates with his existing AI infrastructure Measured on. Get 500 users in the next 6 months

Proof that moves them

  • free trial

Where they look

  • Academic publications
  • AI research forums

Messaging

a 12-week go-to-market plan based on a curated marketing knowledge base

get a concrete plan to get users

Pillars

Pillar Capability Value Proof
Plan Development 12-week go-to-market plan structured approach to planning case study
Marketing Knowledge curated marketing knowledge base wealth of marketing knowledge and expertise free trial
AI Integration integration with user's AI provider accelerate growth by building on top of existing infrastructure proofGaps

Objections

Proof we do not have yet

  • AI Integration

Channels

Primary. Test targeting blogs / newsletters | Secondary. Test community

Channel Role Persona Hours/wk Cost/mo First result Kill if
Targeting blogs / newsletters primary Alex Chen 2 100 One to four weeks Reach 50 new leads at cost of 5 USD each
Community test Maya Patel 1 50 2-6 weeks Reach 100 new community members
Content + SEO compounding Ethan Kim 2 200 4-9 months Reach top 3 for a keyword with 1000 searches per month

Targeting blogs / newsletters: first three actions

  • Set up email newsletters to relevant blogs
  • Create targeted ads on relevant blogs
  • Monitor and adjust content to improve engagement Community: first three actions
  • Set up community forum
  • Engage with users through regular updates
  • Monitor and adjust content to improve user engagement Content + SEO: first three actions
  • Create high-quality content on relevant topics
  • Optimize website for SEO
  • Monitor and adjust content to improve search rankings

Not chosen, and why

Channel Reason
Founder-led sales too time-consuming and may lead to burnout
Paid search high cost and uncertain ROI
Paid social high cost and uncertain ROI

Pricing

Model. flat subscription

Tier Price Billing For Includes
Starter USD 99 month small teams basic plan access
Premium USD 299 month medium teams starter tier features, priority support, advanced analytics
Enterprise USD 999 month large teams premium tier features, custom onboarding, dedicated account management

Why. Pricing on value and comparables, with a flat subscription model to track usage and revenue. How we will test it. Discounts given during the first 20 sales conversations will serve as a price test.

Metrics

North star. plans exported - The number of go-to-market plans created and exported by users Current: not measured → target: 50 plans per week. Counter-metric: share of plans still open after 30 days

Stage Metric Current Target
Acquisition free signup not measured 5% of visitors
Activation activation not measured 40% of signups
Retention day-30 retained not measured 8% of installs
Revenue revenue not measured 10% of installs

Instrument before spending

  • source attribution on signup
  • activation event
  • day-7 and day-30 return
  • revenue by cohort

Experiments

Wk Hypothesis Metric Target Kill if Days ICE
1 Targeting blogs and newsletters will reach 50 new leads at a cost of 5 USD each. cost per lead 50 new leads Reach 50 new leads at cost of 5 USD each, or 5 USD for a single lead. 10 8/6/7
4 Building a community will reach 100 new community members. new community members 100 new community members Reach 100 new community members, or 100 members in 2-6 weeks. 20 9/7/8
8 Establishing thought leadership will reach top 3 for a keyword with 1000 searches per month. search ranking top 3 for a keyword with 1000 searches per month Reach top 3 for a keyword with 1000 searches per month, or 1st place in 4-9 months. 40 10/8/9

Budget

USD 500 per month · reserve 18%

Category Item Cost/mo Owner Metric
channel Targeting blogs / newsletters 100 Founder cost per lead
channel Community 50 Founder new community members
channel Content + SEO 200 Founder search ranking
reserve reserve 60 Founder reserve

This budget is calculated based on the channels chosen, with the reserve as 18% of the total.

12-week timeline

Week 1: Foundation

Task Owner Metric Channel
Write the landing page against the new positioning Founder activation rate internal
Instrument source attribution on signup and activation event Founder source attribution internal
Publish the three comparison pages Founder cost per lead internal

Week 2: Foundation

Task Owner Metric Channel
Create targeted ads on relevant blogs Founder cost per lead Targeting blogs / newsletters
Set up email newsletters to relevant blogs Founder activation rate Targeting blogs / newsletters
Create high-quality content on relevant topics Founder search ranking Content + SEO

Week 3: Channel tests

Task Owner Metric Channel
Test targeting blogs / newsletters with 1000 USD and a deadline of week 4 Founder cost per lead Targeting blogs / newsletters
Test community with 500 USD and a deadline of week 4 Founder new community members Community
Test content + SEO with 800 USD and a deadline of week 8 Founder search ranking Content + SEO

Week 4: Channel tests

Task Owner Metric Channel
Monitor and adjust content to improve engagement for content + SEO Founder search ranking Content + SEO
Engage with users through regular updates for community Founder new community members Community
Read the tests and write the kill number for targeting blogs / newsletters Founder cost per lead Targeting blogs / newsletters

Week 5: Channel tests

Task Owner Metric Channel
Adjust targeting for targeting blogs / newsletters Founder cost per lead Targeting blogs / newsletters
Monitor and adjust content to improve user engagement for community Founder new community members Community
Prepare the evidence pack for the next milestone Founder search ranking Content + SEO

Week 6: Channel tests

Task Owner Metric Channel
Read the tests and write the kill number for community Founder new community members Community
Adjust targeting for community Founder new community members Community
Prepare the evidence pack for the next milestone Founder search ranking Content + SEO

Week 7: Decide

Task Owner Metric Channel
Read the tests and kill the loser without negotiating with yourself Founder cost per lead internal
Rewrite the page and onboarding against the objections the tests surfaced Founder activation rate internal
Prepare the evidence pack for the next milestone Founder search ranking Content + SEO

Week 8: Decide

Task Owner Metric Channel
Kill the loser without negotiating with yourself for community Founder new community members Community
Adjust targeting for content + SEO Founder search ranking Content + SEO
Prepare the evidence pack for the next milestone Founder cost per lead Targeting blogs / newsletters

Week 9: Concentrate

Task Owner Metric Channel
70% of effort into the surviving channel Founder cost per lead internal
One retention or activation improvement shipped Founder activation rate internal
Prepare the evidence pack for the next milestone Founder search ranking Content + SEO

Week 10: Concentrate

Task Owner Metric Channel
70% of effort into the surviving channel Founder cost per lead internal
One retention or activation improvement shipped Founder activation rate internal
Prepare the evidence pack for the next milestone Founder search ranking Content + SEO

Week 11: Concentrate

Task Owner Metric Channel
70% of effort into the surviving channel Founder cost per lead internal
One retention or activation improvement shipped Founder activation rate internal
Prepare the evidence pack for the next milestone Founder search ranking Content + SEO

Week 12: Concentrate

Task Owner Metric Channel
Launch the product Founder revenue internal

Risks

Risk Likelihood Impact Early warning Mitigation
The community channel may not generate enough interest and leads high high Week 3-4: No new community members sign up after testing with $500 Adjust targeting for community
The founder's time and budget may be misallocated medium high Week 3-4: The 3rd test channel (content + SEO) has not started yet due to lack of resources Reallocate time and budget to focus on the most promising channels
The content + SEO channel may not generate enough search ranking and traffic high high Week 4-5: The content + SEO channel is not producing the expected search ranking and traffic Adjust targeting for content + SEO
The founder's assumption that users will bring their own AI provider key may not be correct medium high Week 1-2: Few users sign up with their own AI provider key, indicating a potential problem with the assumption Test alternative scenarios for users bringing their own AI provider key

Fundraising

Next milestone. seed

What that stage needs

  • repeatable acquisition channel
  • early retention
  • revenue or strong engagement

Where this plan falls short

  • customer acquisition strategy
  • activation rate
  • revenue by cohort

This plan does not appear to be structured with fundraising in mind. The sections provided suggest a focus on product development and marketing channels. The founder's answers and the knowledge base suggest that they may be considering fundraising in the future, but there is no indication of an intention to raise. This section will remain brief and focused on the given constraints.

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