Every video says build an app. The revenue data says sell the work. We checked 8,600+ startups, 30,000+ Stripe companies, 820+ business sales and 7,000+ AI connectors to rank what actually pays.
The way most people make money with Claude Code is by selling finished work to a business that has a problem: an automation, an internal tool, a fixed app, a report that finally works. Selling apps or developer tools to strangers pays far less often. In our revenue data on 8,600+ startups, service-led businesses that earn anything report a median of $227 a month against $143.50 for everything else. Products built for AI coders, the “make a Claude Code plugin” dream, are the weakest cohort we measured: only 0.8% reach $10K a month.
This guide is the Claude Code and Cursor edition of our broader guide to making money vibe coding, which covers Lovable, Bolt and Replit. This page is for people already working in a terminal or an editor. If you are starting from zero, begin with how to vibe code, and if you build in a browser, see how to make money with Lovable.
Every number below comes from read-only queries we ran on September 25, 2026 across seven BigIdeasDB datasets, plus vendor pricing pages, a randomized productivity trial and roughly 45 real builder quotes. Where a number is a proxy, we say so.
Claude Code is a force multiplier, not a business model. The builders who report real income all describe the same thing: the code got cheap, so the money moved to finding a problem, reaching the person who has it and owning the result when it breaks.
Building things was always easy - building something that users actually want and will pay money for is the hard part
– r/ClaudeAI
Nobody publishes income data tagged “built with Claude Code,” so we measured the closest thing: startups that report verified revenue, grouped by what they sell. The answer is modest, and it varies sharply by model.
| Group | Startups | Earning any revenue | Median MRR (earning) | $1K+ MRR | $10K+ MRR |
|---|---|---|---|---|---|
| All startups | 8,600+ | 43.5% | $145 | 10.3% | 2.6% |
| Service-led (agency, done-for-you, consulting) | 170+ | 36.9% | $227 | 11.9% | 4.5% |
| AI agents and automation products | 570+ | 48.0% | $146.50 | 11.7% | 3.5% |
| Tools for AI coders (Claude Code, Cursor, MCP, vibe coding) | 120+ | 35.2% | $123 | 5.5% | 0.8% |
| Products that mention Claude | 110+ | 37.8% | $73.50 | 3.6% | 0.9% |
| Developer tools category | 530+ | 31.0% | $68 | 5.6% | 0.8% |
Three things stand out. Automation products sold to non-developers earn as often as anything in the dataset. Services earn less often but earn more when they do. And anything sold to developers, including the whole “tools for Claude Code users” genre, sits at the bottom. For more cuts of this data, see our TrustMRR revenue benchmarks and solo developer revenue examples.
Most of those "$10k in a week" posts are fake or heavily context-dependent. I have 30 years of programming experience and coding agents write all my code now.
– r/ClaudeAI
A service has a buyer on day one. A product has to find one. That is why the first dollar from Claude Code almost always comes from client work, and why the median service business in our data earns 57% more than the median software business.
The real market is bigger than it looks from inside developer Twitter. Of 30,000+ companies in our Stripe Index, 7,800+ (26.0%) are agency or service businesses: marketing agencies, cleaners, electricians, notaries, landscapers. Only 0.4% of them run software of their own. Every one is a potential client for a Claude Code builder, and almost none of them will ever open a terminal.
there are plenty of companies like mine who'd pay good money to have a few internal SaaS-like tools developed that can solve some issues and automate some tasks.
– r/SaaS
The trade-off shows up later, when you sell. We cover it in what each model is worth when you sell.
We ranked each model by how fast it pays, how often it pays and how much evidence we have that it pays. The ranking favours models with a buyer who already has budget.
| Rank | Model | First dollar | Best evidence | Main risk |
|---|---|---|---|---|
| 1 | Internal tools and automations for small businesses | Days | 37.5% of Capterra pain points are glue work; service-led median $227 MRR | Scope creep |
| 2 | Rescuing and maintaining vibe-coded apps | Days | Builders report CEOs who vibe-coded apps as their main new clients | Inheriting unsafe code |
| 3 | Taking more freelance clients | Weeks | Builders report doubling client load, not cutting rates | Price pressure |
| 4 | A niche B2B tool | 1 to 3 months | AI automation products: 48.0% earn, 11.7% at $1K+ | Distribution |
| 5 | Templates and starter kits with skills inside | Weeks | Sell when bundled with a deadline, not as demos | Buyer needs a Claude plan |
| 6 | Small consumer and iOS apps | 1 to 3 months | Real but small: several apps for about €500 a month | App volume |
| 7 | Tools for other Claude Code users | Months | 35.2% earn, 0.8% reach $10K | Commodity, crowded |
| 8 | Teaching and community | Months | Works for people with an audience; no revenue data | Saturation |
The right model depends less on your coding skill than on what you already have: a network, a niche or an audience.
If you do not have a problem to solve yet, our guides on how to come up with a business idea and business ideas that solve real problems are the right starting point.
This is the fastest route to a first dollar with Claude Code. A small business pays you to remove a manual task: copying orders into a spreadsheet, rebuilding a weekly report, chasing invoices by hand. You build it in days, host it, and charge monthly to keep it running.
The demand is measurable. In our freelance-job data, 43.4% of pain-point mentions across 460 skill categories describe manual, time-consuming or inefficient work, and another 10.3% are about systems that do not talk to each other. Those postings predate Claude Code (they run from mid-2024 to early 2025), so read them as the underlying demand, not as Claude Code demand.
I simply needed my guys to stop spending 30%-40% of their time writing plans that could be handled by a tool.
– r/SaaS, agency owner who built internal tools with Claude Code
That agency owner says the two internal tools doubled revenue in three to four months, without ever shipping them as products. That is the pitch to make to a client: not “I will build you an app,” but “I will give your team back ten hours a week.” For more on this model, see internal tool ideas to build, AI automation agency ideas and industries still running on spreadsheets.
The best Claude Code client work fixes what existing software will not. Across 39,000+ pain points in our Capterra corpus, 37.5% are about integration, reporting or customization gaps: software that does not sync, reports that cannot be changed, workflows that need a workaround.
| Theme | Share of pain points | What you would build |
|---|---|---|
| Customization, workarounds, manual steps | 20.0% | A script or small app that removes the workaround |
| Reporting and dashboards | 11.0% | A custom report pulled from the tool’s export or API |
| Integration, sync, import and export | 10.5% | A sync job between two systems |
| Any glue-work theme | 37.5% | Recurring maintenance on all of the above |
Manual syncing takes up a lot of extra time we could save; it really disrupts our workflow.
– Capterra review, office manager in a law practice
Need more integrations like deleting a contact in CRM if a row is deleted in Google sheets
– Capterra review, founder in events services
Reports are basic and hard to customize, making it difficult to gather the insights we need.
– Capterra review, CFO in healthcare
Every one of those is a paid job. You can search these gaps by industry in our pain points database (the pain points guide explains the filters), or read our analysis of small business software pain points and legacy system API wrapper ideas.
The people who vibe-coded an app and hit a wall are now a customer segment. If you can read the code Claude writes, you can charge to fix, secure and maintain what someone else generated.
Most of our latest clients are actually CEOs who vibe-coded their apps, and something went wrong. Bad design, bad architecture, bad product decisions. And we are fixing everything for them for a fair price
– r/ClaudeAI
The work is steady because vibe-coded apps break in predictable places: authentication, database rules, payments and deployments. Our vibe-coded app security checklist and production checklist double as a scope of work. If you are on the other side of this, our guides on hiring a developer to fix a vibe-coded project and vibe code rescue services show what buyers look for.
Joined a new company and inherited a backend repo from an agentic engineer. Rewrote it in a week with Claude while keeping the same functionality, with a more stable architecture and proper integration tests.
– r/ClaudeCode
For working developers, the simplest way to make money with Claude Code is to handle more clients at the same rate. The builders who report this describe spending their limited focus on specs and review, and letting the agent do the typing.
I get home, write up what needs to happen for the client while dinner is going, and let claude code run at it. thats 90% of my freelance work
– r/cursor
the freelance side pays for a lot more than it used to, mostly because i can take 2 clients where i used to barely handle 1
– r/cursor
The trap is lowering your price because the work got faster. Clients buy the result and the accountability, not your hours. Our state of freelance demand report and web developer pain points show where client demand is holding up, and validating demand with Upwork jobs shows how to read postings for recurring needs.
if you think you can still sell the same services for the same price but now the AI does it in 4 minutes instead of taking you 4 hours you're going to have a bad time.
– r/freelance
The product model that works with Claude Code is narrow, boring and sold to businesses. Automation products aimed at non-developers are the healthiest product cohort we measured: 48.0% of 570+ earn revenue and 11.7% clear $1,000 a month, better than the dataset overall.
I made some middleware for an underserved niche and I got my first client paying me $150 a month subscription. Not much but it's a start!
– r/ClaudeCode
Claude wrote probably 95% of the code for this app and without Claude there’s no way I would have had the time to take on this project. I also had the benefit of working closely with a partner who had deep industry knowledge in the specific niche we’re targeting.
– r/ClaudeCode, on an enterprise IT app sold at $4,000 a year
niche value apps solving B2B problems, not a vibecoded indie-game making millions selling to consumers.
– r/ClaudeCode
Industry knowledge is the part Claude cannot supply. Start from a vertical you understand, then check the gap with our niche SaaS opportunities by industry, boring industries begging for micro SaaS and vertical AI SaaS ideas. Our guide to building a SaaS with Cursor and Claude and Claude Code for founders cover the build itself.
Templates work when someone has a deadline. They do not work as proof that you can use Claude Code. The builders who sell them bundle Claude Code skills inside a product the buyer already needed.
The templates sell because someone needs a site on Monday, not because the code was interesting. Building got cheap, so the money sits in distribution and support now.
– r/ClaudeCode
The skills inside my templates need Claude Code and a paid Claude subscription, which is a real blocker at $49.
– r/ClaudeCode
That second quote is the catch: a skill-powered template quietly adds a Claude plan to the buyer’s cost. Price for that, or make the skills optional. You can browse what already exists in our skills library, and our explainer on micro SaaS boilerplates and the Micro SaaS Boilerplate show how a starter kit is packaged. See also Next.js SaaS boilerplates and digital product ideas.
Consumer apps built with Claude Code do earn, but usually small amounts spread across several apps. The builders who report it treat it as a portfolio, not a single bet.
I am not software developer, and I have few apps which in total generate 500€ per month. customers pay suscriptions. I started with cursor and moved to Claude code and I am not going back. The real bottleneck is not the technical part but commercialization.
– r/ClaudeAI
Even the best “one shot” builds will still need weeks of work to get it to a state where it’s actually worth selling.
– r/ClaudeAI
If you go this way, pick categories where users already complain about the incumbent. Our mobile app pain points report and low-competition mobile app ideas are built from real app reviews.
This is the model most Claude Code users want and the one the data likes least. Of 120+ startups in our revenue data selling to Claude Code, Cursor, MCP or vibe-coding users, 35.2% report any revenue, 5.5% reach $1,000 a month and 0.8% reach $10,000. The median earner makes $123 a month.
The Stripe side agrees. Of 100+ companies in our Stripe Index whose product targets AI coding or MCP, only 10.3% show established-company signals against 24.6% for every other company. The category is young and crowded, and your buyers are the people best equipped to build your product themselves.
A service built on the service that anyone else can also access for the same expense as you.
– r/ClaudeAI
Venture money is here too: 90+ companies in our Funded database build AI coding assistants or app builders, and 570+ build AI agents. Read our analysis of SaaS moats in the AI era before competing with them.
Only if it wraps something you uniquely own: proprietary data, a system of record, a customer relationship. A connector that any developer can rebuild in a weekend is a feature, not a business. Across both official directories, 53.2% of 7,000+ connectors score 70 or higher on commodity risk in our Agent Index, and 90.5% of declared tool names appear on exactly one server.
If you just slap a ChatGPT backend onto your product, your competitors will do it too and you gain nothing without some additional innovation.
– Hacker News
When MCP does make money, it is usually as a distribution channel for an existing product, not as the product. One small SaaS founder describes users building a community MCP server for them before they shipped an official one.
People stopped asking "can I call your API" and started asking "can my agent use your product."
– r/SaaS
Our MCP server is an example of the pattern: the value is the 1M+ data points behind it, not the protocol. Read the AI connector census and best MCP servers for founders for the landscape, and the Agent Index MCP tools to query it yourself.
If you are thinking about building a connector, look at how many arrived this summer. Claude’s official directory went from roughly 60 new connectors a month to 760+.
| Month | Connectors added |
|---|---|
| January 2026 | 50+ |
| February 2026 | 30+ |
| March 2026 | 60+ |
| April 2026 | 70+ |
| May 2026 | 70+ |
| June 2026 | 310+ |
| July 2026 | 760+ |
| August 2026 | 760+ |
More connectors also means more agents that can act. Of 2,700+ Claude connectors that publish a tool list, 63.6% expose at least one write, admin or transactional tool. By tool count, Claude connectors are 57.3% read, 28.4% write, 10.8% unknown, 2.0% admin and 0.8% transactional.
The opportunity is the reverse of where builders are crowding. In our Agent Index clusters, AI-model and agent tools hold 10.6% of connectors with almost no matching complaint demand, while HR and recruiting and support and helpdesk each hold about 1.3% of connectors and hit our complaint-demand cap.
| Cluster | Share of connectors | Whitespace score | Read |
|---|---|---|---|
| HR and recruiting | 1.3% | 100 | Underserved |
| Support and helpdesk | 1.3% | 98.9 | Underserved |
| Health and clinical | 1.2% | 44.1 | Underserved |
| CRM and sales pipeline | 4.6% | 28.2 | Contested |
| Web search and research | 9.0% | 0.1 | Crowded |
| Docs and knowledge bases | 9.0% | 0.5 | Crowded |
| AI models and agents | 10.6% | 0.2 | Crowded |
For a Claude Code builder, “underserved” usually means client work, not a connector: a clinic or a recruiter who needs their systems stitched together. Our AI agent whitespace by vertical and SaaS ideas for AI agents go deeper, and what software AI can’t replace shows where the systems of record sit.
Several of the most-watched “make money with Claude Code” videos end by recommending you teach others, usually through a paid community. It works for people with an audience. For everyone else it is the most crowded model on this list, and it depends on the audience, not on Claude Code.
If you have an audience, teach the thing you actually did for a client, with real numbers. That is the only teaching content that stands out now.
the thing you didnt say is how to sell because thats the important part
– YouTube comment on a Claude Code income video
Everything above applies to Cursor, because the money comes from the problem, not the editor. Cursor suits the models where you need to read and own the code: rescues, maintenance retainers and freelance work on existing codebases. The Individual plan is $20 a month, per Cursor’s pricing page on September 25, 2026.
14 months in i have 80 paying trainers at $29/month. $2,320 MRR which sounds decent until you look at my claude API costs, running about $850/month
– r/cursor, former personal trainer who built a coaching app
That builder prototyped in a browser builder, then did the last 30% in Cursor, and credits reading every change for avoiding a broken authentication flow. It is also a warning about margins, which we cover in when API costs eat the margin.
Client A uses tRPC. Client B uses GraphQL. Client C is an ancient Express app. Every time I switch IDE windows, Cursor suggests the completely wrong stack.
– r/cursor
The fix for multi-client work is a rules or context file per repository, so the editor knows which stack it is in. Our guide to giving Claude and Cursor Reddit data shows how to feed research into either tool.
Use both, for different jobs. Builders who do paid work with both describe the same split.
| Claude Code | Cursor | |
|---|---|---|
| Entry price | Claude Pro, $23/mo yearly or $28 monthly | Individual, $20/mo |
| Best for | Whole tasks handed off with a written spec | Small edits inside code you are reading |
| Share of freelance work (one builder’s report) | About 90% | About 10% |
| Where it bites | Usage limits on long sessions | Wrong-stack suggestions across clients |
The daily and weekly usage amounts have been slowly shrinking and it's obvious.
– Capterra review of Claude, WordPress developer
Charge for the outcome and the ongoing responsibility, never for the hours Claude saved you. The real deals builders report are smaller than the YouTube numbers, and that is fine for a first client.
| Deal | Price | Structure |
|---|---|---|
| Habit-tracking app for a fitness coach | $500 | One-time |
| AI demo websites for roofers | $299 a month | Retainer, no setup fee |
| Middleware for an underserved niche | $150 a month | Subscription |
| Enterprise IT app | $4,000 a year | Annual subscription |
| Median service-led business in TrustMRR | $227 a month | Recurring revenue |
He asked me how much I wanted for the app. I didn’t know how much to charge so I asked him how much it was worth to him and how much value does it give him. He said he’ll give me $500.
– r/vibecoding
Asking the client what the result is worth is a good instinct. The better version is to anchor on the cost of the manual work you remove. Our SaaS pricing strategies, AI SaaS pricing models and what micro SaaS actually charges show real price points, and testing willingness to pay with a paid pilot shows how to ask for money early.
A flat price for a hosted app is a future argument. The top reply to the $500 story above is the reason.
Did you charge a flat rate for an app that requires active hosting? Are they aware that the app will stop working if hosting is shut off?
– r/vibecoding
Recurring. Charge monthly maintenance.
– r/vibecoding
Quote two numbers: a setup fee for the build and a monthly fee that covers hosting, small changes and fixes. The monthly fee is also what turns client work into the recurring revenue that shows up in our service-led numbers. See MRR against ARR against TTM for how to track it, or use the MRR calculator.
The most specific pricing we found on YouTube comes from a “Claude Code agency” tutorial with 15,000+ views. It quotes a lead-scoring system at $3,000 to $10,000 for setup plus $500 to $2,000 a month, a larger business app at $5,000 to $25,000, and a reporting system at $4,000 to $15,000 plus $800 to $3,000 a month.
Those numbers are possible for a builder with a track record. They are not where a first client starts, and the tutorial builds its demos in a different no-code builder, not in Claude Code. For comparison, the median service-led business in our revenue data brings in $227 a month.
Base44 is doing a lot of heavy lifting in this business
– YouTube comment on a Claude Code income video
Claude Code is cheap next to what one client pays. The costs that matter are the ones that scale with usage and the fees on what you earn.
| Item | Cost | Note |
|---|---|---|
| Claude Pro (includes Claude Code) | $23/mo yearly, $28 monthly | The free plan has no Claude Code |
| Claude Max | From $140/mo | For people who hit Pro limits daily |
| Cursor Individual | $20/mo | Optional second tool |
| Upwork freelancer fee | 0% to 15% per contract | Only if you find clients there |
| Stripe card payments | 2.9% + 30 cents | Standard domestic card rate |
Sources: Claude plans and pricing, Upwork’s freelancer service fee and Stripe pricing. For the hosting side of a client app, see what it costs to run a vibe-coded app.
If your product calls Claude or another model on behalf of users, the subscription you pay for Claude Code is the small cost. The API bill for your users is the big one, and it grows with your best customers.
the building was honestly the easier part, figuring out how to not lose money on your most active users is a completely different problem and cursor cant solve that one for you.
– r/cursor
At $2,320 in revenue and $850 in API costs, that app spends 37% of its revenue on one supplier before hosting, payment fees or the founder’s time. Price per-user usage before launch, cap heavy users, and default to the cheapest model that passes your quality bar. The API prices are on Claude’s pricing page.
Do not price your work on an assumed speed multiplier. In METR’s randomized controlled trial of experienced open-source developers working on their own repositories, tasks took 19% longer with early-2025 AI tools. The developers expected a 24% speedup and, even after the study, believed they had been 20% faster.
Tools have moved on since that study, and a solo builder shipping a new app is a different setting from a maintainer in a mature codebase. The lesson still holds: charge for what the client gets, not for how fast you think you worked.
Claude Code writes every line of code I write at work and I'm being paid a top 1-2% salary in my country.
– r/ClaudeAI
Start with people who already trust you. Warm introductions close far more often than cold outreach, and a first client who knows you will forgive a rough first version.
Our guides on getting your first customer and getting customers for a startup go further.
Most people won't do the client outreach part and that's where it falls apart
– YouTube comment on a Claude Code income video
One of the clearest first-client write-ups we found sent personalized AI-built websites to 100 local roofers. The funnel is a realistic benchmark for cold outreach.
| Stage | Count | Rate |
|---|---|---|
| Roofing businesses contacted | 100 | 100% |
| Replied | 8 | 8% |
| Took a call | 4 | 4% |
| Signed a $299 monthly retainer | 2 | 2% |
I chose roofers and eight of the roofing owners I contacted responded (out of the 100). Four of those turned into zoom calls, and two of them bought my retainer for $299 per month.
– r/passive_income
The replies were skeptical, which is useful too. Price and ownership were the objections.
Who's paying 299 a month for a website? Maybe £29
– r/passive_income
This is exactly why business owners should own their own assets. Website isnt something that you rent out from some cheapster.
– r/passive_income
The most common failure in every thread we read is building first. Claude Code makes that failure cheaper and faster, which makes it more tempting.
I think finding and understanding a problem that needs solving is the hardest part compared to building something with Claude
– r/ClaudeCode
Check demand before you build: search the problem in the pain points database, check who already charges for it in the Stripe Index, and check whether anyone earns from it in TrustMRR. Our guides on how to validate a startup idea, validating a SaaS idea before coding and finding SaaS ideas from real pain points walk through it, and the validation tool does it in one place.
We transcribed four popular videos in this niche. The advice is often reasonable. The income is often not coding income.
| Video | Views | Headline claim | What it actually is |
|---|---|---|---|
| “I Asked Claude To Make Me As Much Money As Possible” | 475,000+ | $15,000 in 10 days | Prompts that plan a LinkedIn ghostwriting service |
| “I Automated My $1k/Day AI Side Hustle With Claude” | 32,000+ | $1,000 a day | A print-on-demand workflow with AI image tools |
| “How to Use Claude Code as an Agency” | 15,000+ | $3,000 to $25,000 setups | Client apps built in a separate no-code builder |
| “How I Make Money With Claude Code” | 20,000+ | Build for people, package, teach | Ends by recommending a paid community |
The honest core of all four is the same: find a person with a problem and sell to them. Nothing in the transcripts contradicts our data. The headlines just skip the part where you sell.
Most Claude Code projects earn nothing because they are built for an imagined user and never shown to a real one. Building got cheap, so the number of unfinished, unsold apps went up.
It made the product a lot better and it brought in exactly zero extra customers.
– r/SaaS, founder shutting down after seven years at $800 MRR
So I hid in the code, and AI made hiding there even easier because there was always something shippable.
– r/SaaS
Our data backs this at scale. In our study of vibe-coded apps, apps still on builder subdomains rarely pass $1,000 a month, and our startup failure statistics and growth levers founders never pull point at distribution, not code, as the usual cause.
Put ownership in writing before you write a line. The most heated arguments in builder threads are not about code quality; they are about who controls the app after the client pays.
If the business is ever sold, those same questions come back. Our guide to what transfers when you sell a SaaS lists them.
When clients know a change takes you minutes, they ask for more of them. The two most repeated questions under one agency video were both about this.
How do you handle it when a client wants changes to the app after the setup fee is paid?
– YouTube comment on a Claude Code income video
The answer is the retainer: a monthly fee that includes a set number of small changes, with anything larger quoted separately. Write it down, and say it before the first change request arrives.
Bro I built the full app myself using ChatGPT + Lovable for $500.
– a client quoted on r/freelance, after using the developer’s proposal as a blueprint
When Claude writes most of the code, you are still responsible for all of it. That matters most in rescue work, where you inherit code nobody reviewed.
don't share the direct link with people on reddit otherwise it'll be hacked
– r/vibecoding, top reply to a first-$500 app story
One developer on r/VibeCodeDevs describes Claude Code flagging an obfuscated remote code execution loader hidden in a client’s inherited configuration file. Run a review pass on every repository you take over, and use the security checklist before you ship anything that stores customer data.
It is killing the cheap end and pushing clients to try things themselves first. It is not killing the work where someone has to own the result.
It feels like a lot of the work that used to be available to freelancers is either being replaced by AI or clients are expecting one person to do what used to take several people in less time and for less money.
– r/freelance
Do not take it personally if clients want to mess around with AI themselves. Just let them. At some point your client will probably run into a brick wall.
– r/freelance
The brick wall is where Claude Code builders make money: debugging, integration, deployment and security. Our analysis of what AI can’t replace and service business ideas show where that demand sits.
Services pay more now and sell for less later. Across 820+ acquire.com listings in our SellSide data, agencies list at a lower multiple of profit than SaaS or AI businesses, even though they earn more.
| Business type | Listings | Median profit multiple | Median TTM revenue | Median TTM profit |
|---|---|---|---|---|
| Agency | 90+ | 2.8x | $359K | $149K |
| SaaS | 370+ | 3.9x | $108K | $57.5K |
| AI startup | 30+ | 4.35x | $101K | $41K |
The gap is transferability. A buyer of an agency buys relationships that may leave with the founder; a buyer of software buys something that keeps running. See profit multiples by SaaS category, how to sell your SaaS and getting started with SellSide.
The path that combines both is to get paid for client work, notice the problem three clients share, and turn that into a product. It is how several of the builders quoted here describe their own progression, and it uses client money to fund product risk.
Yes. My agency work runs on Claude Code, and on the product side I build and sell JustStart, Astro templates with Claude Code skills inside them.
– r/ClaudeCode
The same agency owner who doubled revenue with internal tools puts it plainly: if a tool you built for clients works really well, you already have the codebase for a product, and you were paid during the whole process. Our micro SaaS examples and first $1K MRR side project guide show what the product end can look like.
If no one in your network has a problem worth paying for, use the BigIdeasDB discover tool to find industries with documented pain, or read how to validate a side hustle idea.
| Metric | Value | Source |
|---|---|---|
| Median MRR, service-led startups (earning) | $227 | TrustMRR, 170+ |
| Median MRR, all other startups (earning) | $143.50 | TrustMRR, 8,500+ |
| Service-led startups at $10K+ MRR | 4.5% | TrustMRR |
| AI-coder tools earning any revenue | 35.2% | TrustMRR, 120+ |
| AI-coder tools at $10K+ MRR | 0.8% | TrustMRR |
| AI automation products at $1K+ MRR | 11.7% | TrustMRR, 570+ |
| Stripe companies that are agencies or services | 26.0% | Stripe Index, 30,000+ |
| Capterra pain points that are glue work | 37.5% | Capterra, 39,000+ |
| Freelance pain mentions about manual work | 43.4% | Upwork, 3,600+ mentions |
| Claude connectors added, July 2026 | 760+ | Agent Index |
| Tool-declaring Claude connectors that can write | 63.6% | Agent Index, 2,700+ |
| Connectors with commodity risk 70+ | 53.2% | Agent Index, 7,000+ |
| Agency median profit multiple | 2.8x | SellSide, 90+ |
| SaaS median profit multiple | 3.9x | SellSide, 370+ |
| Claude Pro price | $23/mo yearly, $28 monthly | claude.com |
| AI-assisted task time in METR trial | +19% | metr.org |
All figures come from read-only SQL queries run on September 25, 2026 against BigIdeasDB’s live tables, part of a corpus of 1M+ data points. We grouped startups and companies by keyword matches on their own descriptions: service-led (agency, done-for-you, consulting, development services, excluding tools sold to agencies), AI-coder tools (Claude Code, Cursor, Codex, Windsurf, MCP, vibe coding, coding agents) and AI automation (AI agents, agentic, automation, workflow).
Revenue medians are over startups with monthly recurring revenue above zero. Connector growth uses the Claude directory only, because the ChatGPT directory publishes no dates. Capterra glue-work shares are keyword matches on pain point titles. Builder quotes were read on Reddit, Hacker News, YouTube and Capterra and are attributed to platform only. YouTube claims were checked against full transcripts.
| Source | What we used | Limitation |
|---|---|---|
| TrustMRR (8,600+ startups) | Revenue bands by business type | Self-listed startups; last synced July 1, 2026; keyword groups overlap; nothing is tagged “built with Claude Code” |
| Stripe Index (30,000+ companies) | Service share, AI-coding company maturity | Maturity is an AI-scored signal, not revenue; directory is a sample, not a census |
| SellSide (820+ listings) | Profit multiples and TTM financials | Asking prices, not closed deals; AI startup group is small (30+) |
| Agent Index (7,000+ connectors) | Growth, write share, crowding, commodity risk | Growth is Claude-only; no install or usage data; demand is capped and relative |
| Funded database (17,000+ companies) | Count of funded AI coding and agent companies | Keyword match; funding amounts not used |
| Capterra (39,000+ pain points) | Glue-work shares, review quotes | Keyword themes overlap; reviews skew to established software |
| Upwork (1,200+ pain points, 3,600+ mentions) | Share of manual-work pain | Postings from mid-2024 to early 2025, before Claude Code; capped at 20 jobs per category; no budget data |
| Reddit, Hacker News, YouTube comments | Quotes and deal anecdotes | Self-reported; survivorship bias; not averages |
| YouTube transcripts (4 videos) | Claims audit | Four videos, not the whole niche |
| Vendor pages and METR | Prices, fees, productivity trial | Prices change; METR studied early-2025 tools on mature repositories |
We cannot tell you what the average Claude Code user earns, because no dataset records which tool built which business. Everything on this page is a proxy: what businesses of each type earn, what they sell for, and where demand and supply sit. We also could not pull Google Trends data for this piece because the service rate-limited our requests, so we do not claim anything about search interest over time.
Revenue data is a demand signal, not a business plan. A cohort that earns more often tells you where to look, not what you will earn. The single most important variable, whether you can reach and sell to a buyer, is not in any of these tables.
Claude Code solves the building. It does not tell you what to build or who will pay. Here is the order we would use the tools in:
| Rank | Tool | Best for |
|---|---|---|
| 1 | BigIdeasDB | 1M+ documented complaints, verified startup revenue, Stripe prices and AI connector gaps in one place |
| 2 | Claude | Building the tool once you know the problem |
| 3 | ChatGPT | Drafting proposals and client emails |
| 4 | Gemini | Summarising a client’s existing documents |
| 5 | Notion | Keeping client specs and change logs |
To go further: connect our data to Claude Code with the MCP setup guide (see using MCP with Claude), read the revenue intelligence overview and how to use TrustMRR, check prices with the Stripe Index MCP tools, or scan freelance demand with the Upwork analysis guide. Our guide to finding SaaS ideas shows where client problems come from. For the bigger picture, see how to make money with AI and the AI SaaS revenue reality check.
Yes, but mostly by selling work to people who have a problem, not by selling code to other coders. In BigIdeasDB revenue data on 8,600+ startups (last synced July 2026), service-led businesses earning anything report a median $227 in monthly revenue against $143.50 for everything else, and 4.5% of them clear $10K a month against 2.6%. Products built for AI coders do worse: 0.8% reach $10K.
Build a small internal tool or automation for a business you can reach this week. 43.4% of the pain points in our freelance-job data describe manual, time-consuming work, and 37.5% of 39,000+ Capterra pain points are about integrations, reports or customization. Those are jobs a Claude Code user can deliver in days and charge a setup fee plus a monthly retainer for.
Price the outcome, not your hours, and always pair a setup fee with a monthly maintenance fee, because the app stops working when hosting stops. Reported real deals range from $500 for a small habit-tracking app to $150 a month for niche middleware and $4,000 a year for an enterprise IT tool. Agency videos quote $3,000 to $25,000 setups; treat those as ceilings, not starting points.
Use Claude Code for whole tasks you can hand off with a written spec, and Cursor for small edits inside code you are already reading. Builders who do both describe Claude Code as roughly 90% of their freelance output and Cursor as the other 10%. Cursor Individual is $20 a month; Claude Code needs at least Claude Pro at $23 a month billed yearly ($28 monthly), per the vendors' pricing pages on September 25, 2026.
Claude Code is included with Claude Pro, listed at $23 a month on an annual plan or $28 billed monthly, and with Max, which starts at $140 a month, per claude.com/pricing on September 25, 2026. The free plan does not include Claude Code. If you build a product that calls the Claude API, those tokens are billed separately.
Some people do, but the money tracks business skill, not prompting skill. A non-developer on r/ClaudeAI reports about €500 a month from several subscription apps and says commercialization, not the technical part, is the bottleneck. Start with client work where a paying person tells you exactly what to build, and budget for security review before you ship anything that stores customer data.
Only if it sits on top of data or a system you uniquely control. Claude's official connector directory added 760+ connectors in each of July and August 2026 against roughly 60 a month from January to May, and 53.2% of 7,000+ connectors across both directories score 70 or higher on commodity risk in BigIdeasDB's Agent Index. A wrapper anyone can copy is not a business.
Rarely on their own. Tools sold to AI coders are the weakest cohort in our revenue data: of 120+ startups describing products for Claude Code, Cursor, MCP or vibe coders, 35.2% report any revenue and 5.5% reach $1,000 a month. Skills sell better bundled inside something a buyer already needs, like a template or a client deliverable.
Start with people you already know who run a business, then go local and specific. One builder sent 100 personalized demo websites to roofers: 8 replied, 4 took a call and 2 signed a $299 monthly retainer. That is a 2% close rate, which is normal for cold outreach and why a warm introduction is worth ten cold emails.
Glue work for small businesses: syncing two systems, fixing a report, removing a manual export. In BigIdeasDB's Agent Index, HR and recruiting and support and helpdesk each hold about 1.3% of AI connectors while hitting our complaint-demand cap, while AI-model and agent tools hold 10.6% of connectors with almost no matching demand. Build where the software gap is, not where the builders are.
Yes, if it earns. Across 820+ acquire.com listings in BigIdeasDB's SellSide data, SaaS businesses list at a median 3.9x profit, AI startups at 4.35x and agencies at 2.8x. Buyers pay for revenue and transferability, not for how the code was written, but expect due diligence on code quality and security.
Not reliably. In METR's randomized trial of experienced open-source developers using early-2025 AI tools, tasks took 19% longer with AI even though developers expected a 24% speedup and still believed afterwards they had been 20% faster. Tools have improved since, but price your work on value delivered, not on an assumed speed multiplier.
It is killing cheap, simple work and raising the bar for everything else. Freelancers on r/freelance report clients asking why AI cannot just do the job, and some clients try building it themselves first. The work that survives is integration, debugging, security and anything where someone has to own the result when it breaks.
Model cost per user before you set a price, cap heavy users, and pick the cheapest model that passes your quality bar. One builder on r/cursor reports $2,320 in monthly revenue from 80 personal trainers at $29, against roughly $850 a month in Claude API costs, because a few power users generate 35 or more plans a month.
Whoever your contract says owns it, so write one. The most common dispute in builder threads is hosting: clients who pay a flat fee and then discover the app goes offline if the developer stops paying for hosting. Put ownership, hosting, maintenance and change requests in writing before you start.
Services first, products second. Service-led businesses in our revenue data earn a higher median and a higher share at $10K a month, but agencies sell for less: a median 2.8x profit on acquire.com against 3.9x for SaaS. The durable path is to get paid for client work, notice the problem three clients share, and productize that.
Mostly something other than Claude Code. Of the videos we transcribed, one agency tutorial builds its client apps in a different no-code builder, one $1,000-a-day video is a print-on-demand workflow, and one $15,000-in-10-days video is LinkedIn ghostwriting planned with Claude. The ideas can work, but the income is rarely coding income.
BigIdeasDB Research. (2026). How to Make Money With Claude Code (and Cursor) in 2026. BigIdeasDB. Retrieved from https://bigideasdb.com/how-to-make-money-with-claude-code