A real example, not a mockup
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.
The pipeline your project goes through:
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.
Bring your own AI key. Your code is analysed, then deleted.