BiP
For the ones who like to Build in Public.
Got a clear WHY, WHAT and how?
| Document | Core Question | Focus | Responsibility |
|---|---|---|---|
| BRD (Business) | WHY are we doing this? | Business goals, ROI, market opportunity, and problem statements. | Entrepreneur / CEO / Stakeholders |
| PRD (Product) | WHAT are we building? | Features, user experience, personas, and success metrics. | Product Manager / Founder |
| FRD (Functional) | HOW will it work technically? | System behavior, logic, API calls, and technical specifications. | Tech Lead / Developers |
Dont worry, this will become a curated BiP ebook at some point.
mindmap
root((SaaS Strategy))
BRD: Business Why
Strategy Layer
::icon(fa fa-briefcase)
Market Pain Points
Revenue Goals
Competitor Edge
ROI Metrics
PRD: Product What
Tactical Layer
::icon(fa fa-rocket)
User Personas
Core Features
User Stories
Success Metrics
FRD: Functional How
Execution Layer
::icon(fa fa-code)
API Spec
Data Models
System Architecture
Error Handling
Indiehacker Fusion
Lean Layer
::icon(fa fa-user)
Single Source of Truth
No-Go List
V1 DB SchemamindmapAre you also clearn on The “One Avatar, One Product, One Channel” strategy: Do you know who are you building it for?
| Element | Description | Core Logic/Benefit |
|---|---|---|
| One Avatar | A single, detailed profile of your ideal customer. | Achieves Deep Understanding for highly effective, targeted messaging. |
| One Product | A single, core solution or offer you sell. | Ensures Clarity of Offer and positions you as the undisputed expert. |
| One Channel | The single distribution platform (e.g., Facebook Ads, TikTok, Email) where you focus your marketing efforts. | Allows for Mastery of one platform, maximizing ROI and resource efficiency. |
graph TD
%% Section 1: The Core Elements and their Immediate Result
subgraph Core Strategy Elements
A[1. One Avatar] --> B{Deep Understanding};
C[2. One Product] --> D{Clarity of Offer};
E[3. One Channel] --> F{Channel Mastery};
end
%% Section 2: The Combined Strategic Benefits
subgraph Strategic Outcomes
B --> G(Targeted Messaging);
D --> H(Expert Positioning);
F --> I(Maximized ROI);
end
%% Section 3: The Ultimate Goal (Focus)
G & H & I --> J[Focus for Maximum Impact];
%% Section 4: The Final Business Result
J --> K((Rapid Growth & Profitability));
%% Styling (Optional but recommended for visual clarity)
style A fill:#A2D9CE,stroke:#333,stroke-width:2px
style C fill:#A2D9CE,stroke:#333,stroke-width:2px
style E fill:#A2D9CE,stroke:#333,stroke-width:2px
style B fill:#F7DC6F,stroke:#333
style D fill:#F7DC6F,stroke:#333
style F fill:#F7DC6F,stroke:#333
style J fill:#85C1E9,stroke:#333,stroke-width:3px
style K fill:#58D683,stroke:#333,stroke-width:4pxStart building then!
AI
If you are one of those entrepreneurs who has managed to learn how to code.
Interesting AI via APIs 📌
- Groq - https://console.groq.com/keys
- OpenAI - https://platform.openai.com/account/api-keys
- Anthropic - https://console.anthropic.com/api-keys
source .env
#export OPENAI_API_KEY=sk-proj-...
#Chances are that you are using AI/vibe coding techniques to build your next product.
Initial Prompts for Success
If you are by yourself, I recommend you to brainstorm with your LLMs about your ideas.
The outcome should be a clear goals (like a BRD) and execution plan for the agents to code for you.
Vibe Coding a Modern Landing Page x Shadcn x AuthJS | Setup 📌
Go to whatever LLM you are using and ask: do you think that these requirements are clear enough?
Create a sth sth sth like... a Landing Page based on NextJS with a cool and modern UI
Include a `dockerfile` and `docker-compose.yml` that will control the title, description, open-graph image, favicon location and other global website variables via environment variables.
Add also a docker-compose.portainer.yml to use assuming that the image has been built already.
Create also a makefile with the following commands:
* `make help` - Show available commands
* `make install` - Prepare the dependencies for local development
* `make dev` - Run development server
* `make container` - Build and Run in Docker container
Create the `z-development-plan.md` with independent and testable phases that can be completed sequentially.
When it is completed, create a `z-walkthrough.md` with the steps to deploy the application and what each part of the tech stack does on a high level to bring the features to life.
Consider adding a Terms of Service / **terms and conditions and privacy policy** to the website, which will be governed by two separated markdown files.
Add also a faq section, that instead of been controlled via a json, lets have it controlled as per the frontmatter and content of separated markdown files inside the folder `faq`. The logic should read them in order as per their file name and show them in the right component of the UI.
> When these change, consider sending an email to your existing clients!
Consider adding **Umami web analytics capabilities** to the WebApp when using the container, by adding the possibility to feed the PUBLIC_UMAMI_SCRIPT_URL and PUBLIC_UMAMI_WEBSITE_ID to be used via <script defer src="" data-website-id=""></script>
If you are using Python, design proper functions with docstrings, so that the codebase is understandable, scalable and self-documenting.Then go to AntiGravity IDE and ask if the brd.md refined already with Gemini is clear enough.
If it is clear define the z-development-plan.md and proceed with the development phases.
As you will need to iterate across features, do it like a pro with change-requests:
# git init
# git branch -m main
# git config user.name
# git config --global user.name "JAlcocerT"
# git config --global user.name
# git add .
# git commit -m "Initial commit: Starting simple make xyz platform"#sudo apt install gh
gh auth login
#gh repo create make-xyz --private --source=. --remote=origin --push
git init && git add . && git commit -m "Initial commit: simple landing website" && gh repo create make-xyz --private --source=. --remote=origin --push
###du -sh .
#docker stop $(docker ps -a -q) #stop all
#docker system dfTechnical Stack and Design Requirements
To develop a modern, secure, and scalable web platform for hosting and streaming a single-user podcast.
The platform must offer a seamless, content-driven user interface and a flexible content management system supporting both web uploads and direct file system access.
Before starting any project, specially with AI agents, you should have clarity on the tech stack:
| Requirement | Specification | Clarification / Decision |
|---|---|---|
| Frontend Framework | ||
| Styling/UI Library | ||
| Backend/Database | ||
| Authentication |
And if you need more:
| Requirement | Specification | Clarification / Decision |
|---|---|---|
| Deployment | ||
| Content Management | ||
| Analytics | ||
| Interactivity | ||
| External Integrations |
BiP Examples
With all that clear, how about some examples?
Even a simple waiting list counts:

Bringing leads towards your sales pipeline is one of the crucial steps to succeed as an entrepreneur:
NEW - Make landing
NEW - Make landingEven your agentic IDE that you use to code your business, are using Stripe to bill you.
This is all about the right answer to the right questions.
And the best way to know if someone values what you do, is if they are willing to pay for it (and how much)
SaaS KPIs
CAC, LTV, and Churn are the fundamental pillars of SaaS financial health
But they are all lagging indicators (they tell you what already happened).
When defining a customer avatar, you need leading indicators (metrics that predict future success) that align with their journey and behavior.
The essential KPIs for a SaaS business can be organized into three buckets: Financial, Acquisition, and Retention/Engagement.
I. Financial (The Core Health Metrics)
These are the metrics that measure revenue and profitability. You mentioned the big three, but here’s what else matters:
| KPI | What It Measures | Why It Matters for the Avatar |
|---|---|---|
| Monthly Recurring Revenue (MRR) | Total predictable recurring revenue generated in a given month. | Your avatar’s willingness to pay and your business’s ability to create a consistent revenue stream. |
| Annual Recurring Revenue (ARR) | MRR multiplied by 12 (used primarily for companies with annual contracts or large B2B deals). | Essential for long-term planning and investment/valuation discussions. |
| Net Revenue Retention (NRR) | Revenue retained from existing customers, including expansion, minus churn and contraction. | The Gold Standard. NRR > 100% means you are growing even if you acquire no new customers. A low NRR indicates your avatar is not finding sustained value. |
| LTV:CAC Ratio | Compares the total value of a customer to the cost of acquiring them. | This is the final check on your acquisition efficiency. A healthy ratio is typically 3:1 or higher. |
II. Acquisition & Conversion (The Avatar’s Journey)
These metrics map directly to the avatar’s journey from prospect to paying customer.
| KPI | What It Measures | Why It Matters for the Avatar |
|---|---|---|
| Lead Velocity Rate (LVR) | The month-over-month growth rate of qualified leads entering your pipeline. | A leading indicator of future revenue. It shows whether your marketing is attracting enough of the right avatars. |
| Conversion Rate (CR) | The percentage of users moving from one stage to the next (e.g., Visitor to Sign-up, or Trial to Paid Customer). | Directly tests the effectiveness of your offer structure and your onboarding experience. A low Trial-to-Paid CR means the avatar isn’t seeing the value fast enough. |
| Time to Recover CAC (Payback Period) | The number of months it takes to earn back the cost of acquiring a customer. | Measures cash flow efficiency. Investors love a short payback period (ideally under 12 months for Enterprise, under 6 for SMB/B2C). |
| Sales Cycle Length | The average time it takes to close a deal (from lead to contract). | Essential for B2B/Enterprise avatars. A long sales cycle (e.g., 6-12 months) requires different cash flow planning than a self-service SMB model (e.g., minutes/days). |
III. Retention & Engagement (The Avatar’s Happiness)
These are crucial product and customer success metrics that tie directly to the avatar’s Pain Points and Goals.
| KPI | What It Measures | Why It Matters for the Avatar |
|---|---|---|
| Daily/Monthly Active Users (DAU/MAU) | The number of unique users who actively engage with the product in a day or month. | Measures product stickiness. If your avatar doesn’t use the product frequently, they will eventually churn. |
| Feature Adoption Rate | The percentage of users who use a core feature necessary for success. | Measures if the avatar is achieving their Time-to-Value (TTV). If they pay for a feature but don’t use it, you have a problem. |
| Net Promoter Score (NPS) | Customer loyalty and willingness to recommend (based on a 0-10 score). | Measures the emotional satisfaction and likelihood of the avatar generating word-of-mouth referrals (low-cost CAC). |
| Customer Health Score (CHS) | A composite score (e.g., 1-100) combining usage, support tickets, and satisfaction data. | The ultimate predictive indicator of churn. It flags at-risk avatars before they cancel, allowing your success team to intervene. |
| Time to Value (TTV) | How quickly a new customer realizes the promised benefit or achieves their first “win” with the product. | A shorter TTV is critical for all segments and is directly impacted by a smooth onboarding process. |
Focusing on these metrics alongside your avatar definition ensures you are not just defining who your customer is, but measuring how successfully your product and business model serve them.
You have hit on the most critical challenge in SaaS finance: the difference between long-term profitability (LTV:CAC) and short-term cash flow (capital efficiency).
A 3:1 LTV:CAC ratio means your business model is theoretically sound, but if it takes too long to collect that revenue, you will still run out of money.
Cash Flow vs High CAC Payback Period
The primary issue that could be hiding behind a healthy LTV:CAC is the CAC Payback Period, also known as Months to Recover CAC.
- The Issue Explained
The formula for LTV is based on the gross profit generated over the entire estimated customer lifetime. If that lifetime is 5 years, the 3:1 ratio looks great, but you need to wait 5 years to realize that $3.
The Cash Flow Problem:
- You spend $1,000 today to acquire a customer (CAC).
- That customer pays $100/month (MRR) and has a gross margin of 80% (so $80/month in profit).
- CAC Payback Period: $$1000 / $80 = 12.5$ months.
You have to fund that $1,000 for 12.5 months before the customer pays it back. If you are a high-growth startup acquiring 100 new customers per month, you are spending $100,000 per month in the red, just to acquire customers whose payback is over a year away. This rapidly depletes your cash reserves, forcing you to constantly seek external funding, even if your LTV:CAC is 10:1!
- Other Underlying Cash Flow Issues
While the Payback Period is the main culprit, other issues can compound the problem:
- Low Gross Margins: If your cost of goods sold (COGS)—like hosting, support, and integration costs—is very high, your gross profit per customer is low. This means your payback period lengthens dramatically.
- High Burn Rate: If your fixed operating expenses (salaries, rent, software tools) are growing faster than your MRR, your Net Burn (expenses - revenue) will remain high. The LTV:CAC only focuses on acquisition efficiency, not overall operational efficiency.
- Churning Before Payback: If your average customer leaves after 9 months, but your payback period is 12 months, you are losing money on every customer, regardless of what your projected LTV suggests.
🧭 Leading Indicators for Cash Flow & Viability
Leading indicators are what you track today to predict the financial and operational outcomes 6-12 months from now.
They are crucial for cash flow because they help you adjust your spending before you run out of money.
Here are the most important leading indicators in SaaS:
| Leading Indicator | What It Predicts | How It Impacts Cash Flow |
|---|---|---|
| CAC Payback Period | Future cash flow and capital efficiency. | Shorter is better. The faster you recoup CAC (ideally $\le 12$ months), the faster you can redeploy that capital to acquire the next customer. |
| Lead Velocity Rate (LVR) | Future revenue (MRR/ARR growth). | Growth is a cash drain. A high LVR signals you need to budget more for Sales/Marketing next quarter to convert those leads, impacting the Burn Rate. |
| Time to Value (TTV) | Future retention and expansion MRR. | Shorter is better. The faster a customer uses the core features and sees ROI, the lower the risk of early churn (which ruins your payback). |
| Net Revenue Retention (NRR) | Future LTV and business health. | NRR > 100% is the goal. This shows your existing customers are growing faster than your revenue lost to churn. This revenue costs nothing to acquire, directly improving your cash position. |
| Activation Rate | Future churn rate. | The percentage of users who complete key setup steps. A low rate predicts high churn and wasted CAC. Improving this is a direct way to shorten the Payback Period. |
| Bookings Growth | Future ARR/MRR. | The total dollar value of new contracts signed (even if the cash hasn’t been recognized as revenue yet). This is a strong, immediate signal of sales team performance and future cash stability. |
To manage cash flow, you must obsess over keeping your CAC Payback Period short - gurus tend to say < 1 month
And driving your NRR above 100%.


