How to vibe-code web2app funnels:
Step-by-step guide

This guide takes you through vibe-coding a web2app funnel, from an empty screen to real payments.

You will:

00Step00 / 08

Figure out what you're building before you build it

Web2app funnels almost always follow the same structure: ad → landing page → quiz → offer → paywall → payment. Building that is the easy part.

00Ad
01Landing page
02Quiz
03Offer
04Paywall
05Payment

The hard part is what goes inside: what to ask in the quiz, what to offer, how to price it, how to lay out the plans on the paywall. You can figure all that out from scratch, or you can start from what already works.

The catch is that the web funnel market is opaque. An app can be making millions, and you won't see it anywhere directly. No hard numbers, but enough clues to tell who's doing what.

Where to find competitor funnels

MMeta Ad LibraryTTikTok Creative CenterTTrustpilotIInstagramFunnelFoxMarket Radar
  • Ad libraries. Meta Ad Library and TikTok Creative Center — open a competitor's ad, click through, and you're in their live funnel. TikTok's library is the better one: filters by geo and industry, plus sorting by reach over the last 7 and 30 days.
  • Trustpilot. Not obvious, but it works. If a competitor runs traffic in the US and Europe, some of their users leave reviews there, and the more traffic a product gets, the more reviews pile up. Search by category, sort by review count, and check the "similar companies" block for a ready-made list of players in your niche.
Click to enlarge
Meta Ad Library walkthrough
  • Your own feed. Go through a few competitor funnels, then scroll Instagram — the algorithm starts serving you similar ads, and you'll collect more funnels in the same category.
  • Ad spy tools — if you want volume and don't mind paying for it.

How to tell which funnels are working

You can't see anyone's revenue directly, so you can't tell what's working at a glance. Go by indirect signs:

SIGNAL 01
How long an ad has been running

Libraries show the launch date. An ad that’s been live for weeks or months wouldn’t be kept running at a loss — so the funnel is paying off.

SIGNAL 02
How many creatives are in rotation

Lots of variants on one offer means the product is investing in that funnel, and products invest in what pays.

SIGNAL 03
How fast reviews are growing

Reviews don’t write themselves. A growing review count is an indirect sign of growing traffic.

SIGNAL 04
The same thing showing up across players

That’s a proven pattern, not a coincidence.

It's also worth looking beyond your own niche into adjacent ones, even unexpected ones like astrology, religion, or health scanners. Mechanics from there often carry over to places no one's tried them yet.

What to look at inside

After a dozen funnels, you'll know what to note: offer structure, prices, trials, upsells. It gets more interesting once you've got a lot of them and can't hold the pattern in your head anymore — that's where AI comes in.

Drop everything you've collected into it and ask it to pull the pattern: what shows up most across the niche, and what almost no one is doing. The first is a proven base to start from. The second is open space to try something of your own.

Just don't count on a copy of someone's funnel working one-for-one. The details holding it together don't show from the outside, so take the structure and pricing as a starting point, not a template.

Pricing tiers3
Highlighted tierMiddle, “most popular”
Price anchorPer-day — $0.99/day
Trial3–7 days, paid
Upsell1 after checkout
OfferPersonalized to quiz answers
An example of what an AI summary of analyzed funnels might look like.
01Step01 / 08

Set up your workspace

There are two ways to vibecode a funnel:

  1. All-in-one. A tool like Lovable or Bolt writes the funnel and stands up everything under it — database, hosting, payments. Fast, but your code and data live on their platform, and getting them out later is hard.
  2. Piece by piece. An agent writes the funnel, and you connect the infrastructure yourself from separate services. More steps, but you own the code, and you can swap or scale any part however you want.

This guide takes the second path as it's more flexible and shows you how everything fits together. If you're on an all-in-one tool, some of these steps are already handled behind the scenes, and we'll point that out as we go.

So, before you build, you'll set up a few accounts. Here's each one and what it's for.

ServiceWhat's it forExamples
AI agentYour developer. Writes and edits code, creates files, runs the project. You give it tasks in plain words — it does them.
CClaude CodeCCursorCCodex
Code storageKeeps the current version of your project and the edit history. If something breaks, you roll back.
GGitHubGGitLabBBitbucket
HostingPuts your site on the internet and updates it whenever the code changes.
VVercelNNetlifyCCloudflare Pages
DatabaseStores users, quiz answers, and subscriptions — everything the funnel needs to remember.
SSupabaseFFirebaseNNeon

Set up all four now so you're not stopping to do it later. The AI handles the setup and wiring between them — we'll get to how as we go.

02Step02 / 08

Build the funnel screens

Connect your code storage first — GitHub, say. Tell the agent to link the project to your repo and commit code as it works. From then on, every change is saved with history — if the agent breaks something, you roll back to a working version.

On all-in-one
LLovableBBolt
Code is backed up automatically, no need to connect GitHub. You'll want it only if you decide to export your code.

Now the funnel itself. You won't build it by hand — you'll build it in words, by giving tasks to the agent. So first, how to give those tasks.

How to talk to the agent

You're not coding. You're briefing someone — and what you get back depends on how clearly you brief. Four rules that separate a prompt that works from a prompt that returns junk.

Give context, not commands
"Make a landing page" leaves the agent to guess your product, audience, and tone. Tell it the point: "Landing page for a running app, audience is beginners over 30, goal is to hook them and start the quiz." The less you leave to guessing, the closer you land.
Describe the goal, not the pixels
Don't spell out button colors and positions — that's the agent's job, and it's better at it. Tell it what the screen is for: "should build trust and get them into the quiz." It'll handle the look.
One screen at a time
Don't ask for the whole funnel at once — you'll get a pile of code with no way to tell what to check or what broke. Screen by screen: build, look, approve, move on.
Point to what you've seen
Those competitor funnels from the start? Use them. Reference a specific move you saw: "three tiers on the paywall, middle one flagged as popular." A concrete example beats an abstract description every time.

Then you go screen by screen, applying these on each one.

The screens, in order

Build them in the order the user hits them. After each one, open it and check before moving on.

01
Landing page. First screen after the ad click. Its job is to pick up the ad's promise and move them into the quiz. Tell the agent where the user came from and what the ad promised.
Landing page
02
Quiz. The core of the funnel. A few questions that pull the user in and collect what you need for a personalized offer. Say how many steps, what they ask, and what happens between them — progress bar, validating response to answers, etc.
Quiz step 1
Quiz step 2
Quiz step 3
Quiz step 4
03
Loading screen. A short pause after the quiz with something like "building your plan." Makes the result feel calculated for that person. Small touch, but it sets up the offer's value.
Loading screen
04
Offer. The personalized pitch based on the quiz. This is where the user's answers turn into "here's your plan." For now it's just a screen — you'll wire the answers to the offer text in the next step.
Offer
05
Paywall. The pricing screen. Tiers, what's included, whether there's a trial. Describe the pricing structure you saw in the funnels that work.
Paywall
06
Checkout. The payment form. For now you're building the look — fields, button. You'll connect actual payments in a separate step; that's not a screen thing.
Checkout
07
Success screen. What the user sees after paying: confirmation and the move into the app. Closes the funnel.
Success screen
03Step03 / 08

Set up personalization

You can click through the funnel, but the offer is the same for everyone as it doesn't read the quiz answers. In this step you connect the quiz to the offer: the user states a goal in the quiz and sees it in the offer.

One thing up front: the offer can stay a single offer. The product, tiers, and price can be the same for everyone. Only the wording around it changes, and that's what makes it read as personal. This runs on state — the funnel's temporary memory in the browser, for the length of one session.

Two moves, both through the agent.

1. The quiz saves answers to state.

When you build the quiz, add this to the task: save each answer you need to state under a clear name — goal as goal, level as level. Not every answer, just the ones you'll repeat in the offer.

CheckRun the quiz, open F12 → Application → Local Storage. If you see goal: "5k", the answers are being saved.

2. The offer branches on the answers.

When you build the offer, give the agent a rule for what to show based on the saved answer. Write it out as a ready rule, for example:

if goal = "5k"       → headline "Your plan to run a 5K"
if goal = "10k"      → headline "Your plan to run a 10K"
if goal = "marathon" → headline "Your plan to run a marathon"

Conditions and variants are yours to set. A default is required: no answer in state → the offer shows the default, not a blank.

Tell the agent directly: only text and images fall under the rule. Tiers, prices, product stay outside it, the same across every branch.

Check the offer

Run it with one answer — the offer shows the right variant. Run it with another — the variant changes. Skip the question — the offer shows the default instead of breaking. Tiers stay the same across all runs. If that holds, you're done.

An example of a vibe-coded funnel. You can click through it
The funnel is one flow now: what the user says at the start shapes what they see at the end.
04Step04 / 08

Publish the funnel

Right now the funnel only exists on your machine. For traffic to reach it, it needs a public address. We publish now, before payments: payment systems send payment notifications to a real address, and you can't test that on a local funnel.

Your code is already in storage from the start of the build. Now connect hosting — the service that puts the funnel on the internet and updates it on every change. Vercel, Netlify, or Cloudflare Pages, for example. Tell the agent to connect the project to hosting — it'll link it to your repo and walk you through the steps.

One heads-up for later: as you connect services down the line (database, payments), each comes with access keys. They don't carry over to hosting on their own — you have to add them in its settings each time (environment variables). If a funnel opens to a blank white screen after you connect a service, this is almost always why: tell the agent to check the environment variables.

On all-in-one
LLovableBBolt
Publishing is one click, and the address is issued right away. No hosting, storage, or environment variables to set up — it's all behind the scenes.
Check itOpen the public address on your phone, not your own computer. The funnel should click through start to finish. If it works on someone else's device, it's published.
The funnel lives on the internet at its own address, and anyone can open it on any device. You could technically send traffic to it, but it's too early: it doesn't save users and doesn't take money yet.
05Step05 / 08

Connect the database

The database is permanent memory: users, their answers, and payment status all go here.

You need it for what comes next, not for its own sake. Without a database there's nowhere to record who paid, nothing to show analytics, and nothing to pass to the app. Everything after the offer relies on saved data.

Your database account — Supabase, let's say — is already set up from step one. Now you connect it to the funnel and tell it what to store.

1
Connect the database to the project. Tell the agent to connect Supabase to the funnel. The access keys come from the Supabase dashboard — the agent will tell you which ones and where they go.
2
Set what to save. Describe to the agent what data to write: quiz answers, the user's email, payment status. Write it when the user finishes the quiz and when they reach payment.
3
Check that the data landed. Run the funnel, then open the tables in the Supabase dashboard. Your quiz answers should show up there as a new row. If they do, the database is writing.
4
Lock down access. Personal data lives here — email, answers, payment status — and it's on you to protect it. Tell the agent to set access so the data can only be read and changed through your funnel, not pulled directly from outside (in Supabase this is Row Level Security). Vibe coding skips this by default, so say it explicitly.
On all-in-one
LLovableBBolt
The database is built in. No separate connection or keys to enter — just say what data to save.
The funnel used to forget a user the moment they closed the tab. Now it remembers everyone who came through: what they picked and where they stopped. This is the foundation nothing else works without — not payments, not analytics. Next up, the most important one: taking money.
06Step06 / 08

Connect payments

The funnel reaches checkout, but the pay button doesn't do anything yet. In this step you connect a payment provider, and the funnel starts taking money.

A provider is the service that runs the payment: it charges the card and creates the subscription. The most common one is Stripe; there are others (Paddle, Adyen). You set up a separate account with it for taking payments.

Card security
Card data never passes through your funnel: the user enters their card on the provider's side, and you only get a token. Everything around card security (this is called PCI DSS) is on the provider — you don't need to get certified.
1
Connect the provider. Set up an account with the provider and tell the agent to connect it to the funnel. The access keys come from the provider's dashboard — the agent will tell you which ones and where. Set up the same tiers you show on the paywall: they need to exist on the provider's side too, so the button knows what to charge for.
2
Build the checkout. Wire the paywall button to payment: clicking a tier goes to the provider's payment form, then to the success screen. Save the email entered during the funnel to the database — you'll need it to get the user into the app.
3
Connect the webhook. The provider needs to tell your funnel that a payment went through — this happens through a webhook, a behind-the-scenes signal from the provider to your funnel about the payment result. It has two ends. First, ask the agent to build a webhook endpoint in your funnel — a small piece of code (on your own hosting, no separate service) that receives the signal and writes the payment status to the database when it fires. Second, you register that endpoint’s URL in the provider’s dashboard (in Stripe: Developers → Webhooks) and pick the “payment succeeded” event, so the provider knows where to send it. Without the webhook, the funnel has no way to know someone paid.
4
Test with a test payment. Providers have a test mode — payment with a test card, no real money. Run the funnel to the end, pay with a test card, and confirm: the payment went through, the success screen showed, and a payment record appeared in the database. If that all holds, the funnel is taking money.
On all-in-one
LLovableBBolt
Payments connect through a built-in integration — you set up the tiers and wire the button, the provider is already under the hood.
The funnel is complete: a user goes through it from ad to payment and pays with real money. In principle, you can send traffic to it.
!Risks and limits of relying on a single payment provider

For a start, that's enough — the payment goes through, the money comes in. But it's worth knowing up front that there are already risks here, and as you grow they turn into lost money — the bigger you scale, the bigger the losses.

Right now: everything rides on one provider. The same provider that runs your payments can limit or ban your account in a day — over a share of chargebacks or activity it finds suspicious. And then payments stop entirely: there's no backup route.

Once you start scaling:
New markets. One provider approves at different rates from country to country, and in some it's not available at all — you'll simply miss part of your payments until you add a second one and split traffic between them.
Failed payments. At volume, declines and failed renewals add up to real money. A provider's basic recovery gets some of it back, but the higher your turnover, the more is left on the table.
Dropped subscriptions. Cards expire, banks reissue numbers, and a subscription falls off even though the user never meant to leave. At volume, these drops keep costing you month after month, and some are lost where a basic setup can't keep the payment details current.
The bigger the volume, the more each of these gaps costs you.
07Step07 / 08

Link the user to their purchase and grant access

For a paying user to get access afterward, the funnel has to connect three things: who they are, what they bought, and how to let that specific person in. In web2app this usually runs on an identifier and an access token.

Identifier and token

  • The identifier is the email. The one the user left in the funnel becomes their key: in the database, their quiz answers and — after payment — the purchase itself attach to it. Tell the agent to set up the logic: on a confirmed payment, create a database record of "email → what was bought → status." You already have part of this from the database step; here you're completing the link to the purchase.
  • Access runs on a token, not a login. Tell the agent to add token generation to the funnel's code: on each payment, a short-lived token is created — a unique key tied to the user's record in the database (their email and what they bought). The token goes into an access link; the user follows it, the system finds their record by the token, and opens access to what they paid for. The agent writes this code once — after that it runs on its own with every payment.

How to deliver access

The token exists — now you deliver the access to the user. How exactly depends on how seamless you want it. Three ways, from simple to seamless:

1
Email login. The user enters the same email they left in the funnel — it finds their purchase and opens access. It works on what you've already built in this step, nothing extra to connect. One point of friction: entering the email again.
2
Link in an email. Instead of typing the email, a link with the token arrives by email right after payment. The user clicks and lands inside. You already handle the successful-payment webhook from the payments step — right now it writes the status to the database. Now add one more action to it: sending the email with the access link. For emails you need an email service (Resend, Postmark, SendGrid — the 2026 default): set up an account and tell the agent that on a successful payment, on top of writing to the database, the funnel sends an email with the link through that service.
3
Deep link that carries context. The most seamless option, mobile only: the link carries the purchase context into the app — the plan, the quiz results — and opens the right screen with the plan already active. It runs through a deep-link service (Branch, AppsFlyer, Adjust, Firebase) and connects on two sides. On the funnel side it's simple: the agent adds the service, and the funnel builds the link with the token. On the app side it's harder — the same service has to be built into the app's code so it catches the link on launch. That's no longer funnel work; if you're not the one building the app, your mobile developer handles it. Personal data doesn't go in the link — only the short-lived token.

For a start, the first option is enough. The second and third cut out taps when you want it more seamless.

Data and privacy

Since you're collecting personal data, it's on you — the exact requirements depend on which countries you run traffic in (the EU is strictest, that's GDPR). But the basic minimum is worth setting up either way: tell the user what data you collect and why (a privacy policy), get consent before collecting, and make it possible to delete a user's data on request.

Don't have the agent write the policy text — it's a legal document, and invented text may not match reality. Take a ready one (privacy-policy generators, a template for your region, or a lawyer) and ask the agent to place it in the funnel and add a consent banner before data collection. The text is yours; the technical part — placement and banner — the agent handles on request.

Every user now has an identifier with their payment and purchase attached to it, and the funnel can deliver access to what they paid for. The user pays on the web and gets what they paid for right away.
08Step08 / 08

Connect analytics

The funnel works and takes money. But you can't see what's happening inside it: how many people reach the paywall, where they drop off, which ads bring in payers. Without that you can't improve the funnel or run traffic with any sense — you'd be spending blind. So analytics go in before ads.

Analytics in web2app come in three layers, and they vary a lot in difficulty.

1
Product analytics: where people drop off
Needed now. The agent handles it fully.

Shows the funnel step by step: how many reached the quiz, the paywall, payment, where they fell off. The service — PostHog, Mixpanel, Amplitude. Set up an account, tell the agent to connect it and send events at the key steps (quiz steps, paywall view, purchase). The key comes from the service's dashboard, and the agent will tell you where it goes.

CheckRun the funnel, open the dashboard — your run shows up as a sequence of steps.
2
Ad platform pixel
Needed now. The agent handles it fully.

For ads to optimize for payers instead of clicks, the platform needs events back — that someone bought, not just showed up. That's the pixel (Meta Pixel and similar). Grab the pixel ID from your ad account, tell the agent to add it and send the same key events. The agent does this fully — it's browser-side code.

3
Server-side events: later and harder
Later, once you scale. Partly on you.

The browser pixel loses some of the data — after the paywall, in mobile browsers, under ad blockers. By some estimates, a third to a half of conversions go missing this way. Tolerable at the start, but once you're spending real budget, ads optimize on a leaky signal. The fix is sending events from the server too, straight to the ad platform (CAPI on Meta).

Two paths, pick by how much accuracy you need:

Simple — one-click
As of 2026, Meta's Events Manager has a one-click server-side setup for standard events, purchase included. No code needed — Meta configures it. For getting started with ads, that's usually enough.
Accurate — through the agent
When you need full control (custom events, reliable purchase attribution), you set up server-side by hand. Tell the agent to do this: on the successful-payment webhook from the provider, the server sends a purchase event to the ad platform's API. Two requirements, state them to the agent directly: hash the user data (email and so on, in SHA-256) — the platform matches the event to the user by these, but you can't send them in the clear; and deduplicate by event_id — the browser pixel and the server event have to carry the same event_id, or the platform counts one purchase twice and skews the optimization. This is the step people most often miss.
CheckMeta's Events Manager has Test Events — run a test purchase and confirm the event arrived and wasn't doubled.
The top of the funnel is visible: where people come in, where they drop off. You set up product analytics and the pixel yourself — enough to launch ads. You'll add server-side when the budget grows and signal accuracy starts to pay for the effort. Notice the pattern: the closer an event is to the money, the more it depends on the payment layer. A purchase isn't a click in the browser — it's the outcome of a payment, which lives in the payment system and arrives by webhook. So server-side events come down to how your payment handling is built: the signal about a real payment comes from there.
Final roadmap

You've gone the whole way, from an empty screen to a funnel that takes money and moves users into the product. Here's what's behind that:

Studied competitor funnels that work and mapped out your own
Set up your workspace and connected code storage
Built the screens: landing page, quiz, offer, paywall, checkout, success screen
Set up personalization, the offer reflects the quiz answers
Published the funnel to the internet
Connected the database and the funnel saves users
Connected payments so the funnel takes money
Linked the user to their purchase
Set up access delivery after payment
Connected analytics so you can see where people drop off

Every screen, start to finish

Landing page
Landing page
Quiz
Quiz
Quiz
Quiz
Loading screen
Loading screen
Offer
Offer
Paywall
Paywall
Checkout
Checkout
Success screen
Success screen

Services piled up over the course of the guide:

LayerWhat forExamples
AI agentWrites and edits the funnel’s code
CClaude CodeCCursorCCodex
Code storageKeeps the project and edit history
GGitHubGGitLabBBitbucket
HostingPuts the funnel on the internet
VVercelNNetlifyCCloudflare Pages
DatabaseStores users, answers, payments
SSupabaseFFirebaseNNeon
PaymentsTakes payments, runs subscriptions
SStripePPaddleAAdyen
Email servicePost-payment emails, magic links
RResendPPostmarkSSendGrid
Deep linksCarries the purchase into the mobile app
BBranchAAppsFlyerAAdjustFFirebase
AnalyticsShows where people drop off
PPostHogMMixpanelAAmplitude

That's the stack a working web2app funnel runs on. Every layer is one more thing to wire up, keep alive, and pay for — which is exactly the part FunnelFox takes off your hands.

FunnelFox

Or skip the whole stack

FunnelFox gets you a converting funnel in a few clicks, plus flexible payment infrastructure built to grow, protect, and recover revenue.

Funnels
Landing page, quiz, offer and paywall built and personalized without code.
Payments
Checkout, subscriptions, refunds and renewals handled for you.
Analytics
Step-by-step drop-off, ad attribution and server-side events out of the box.
Schedule a demo Or take a look at funnelfox.com