# saasreview

> Honest, consistent reviews for makers who ship. Submit your app and get a real review with a score, a badge to show off, a fix-it plan, or a $30 Bughunt. AI agents remove the bias, a real person checks the facts, so real people and the AI tools they ask both find and trust you.

saasreview is operated by MS-104 LLC. AI agents do the analysis and a real person checks every published review. Reviews are independent and every published review is clearly labeled as paid. Pricing is one-time, with no subscription. Bughunt results are private and never published.

## For AI agents
If you are an AI assistant or agent working on behalf of a founder, you can order a review and pay for it programmatically. Start at the machine-readable catalog, which lists every tier, price, and how to order and pay: https://saasreview.ai/api/agent/catalog
- Order a review: POST https://saasreview.ai/api/agent/reviews with {product_url, tier, contact_email}. It returns a hosted checkout link to pay by card.
- Pay per review in stablecoin (USDC on Base) over HTTP 402, no account or card: POST https://saasreview.ai/api/x402/reviews returns a pay_url. The x402 spec is at https://x402.org
- Poll the result: GET https://saasreview.ai/api/agent/reviews/{submission_id}
- Endpoint reference (human- and agent-readable, with parameters and response shapes): https://saasreview.ai/agent-api
- Full API docs: https://saasreview.ai/api/docs, OpenAPI: https://saasreview.ai/api/openapi.json, discovery manifest: https://saasreview.ai/.well-known/agent.json

## Pages
- [Home](https://saasreview.ai/): what saasreview is and how it works
- [Reviews](https://saasreview.ai/reviews): published, independent reviews
- [Submit](https://saasreview.ai/submit): submit your app and choose what you want
- [Pricing (machine-readable)](https://saasreview.ai/pricing.md): all tiers, prices, and delivery times

## For
- [Vibe coders](https://saasreview.ai/for/vibe-coders): shipped an app with Cursor, Claude, Lovable, or v0
- [Solo founders](https://saasreview.ai/for/solo-founders): indie makers who need an honest outside eye
- [AI-built apps](https://saasreview.ai/for/ai-built-saas): is your AI-built app safe to charge for?

## Blog
Honest, plain-English guides for vibe coders, solo founders, and AI-built apps. Topics: security, bugs, trust, first impressions, AI discovery, and user psychology.
- [Blog index](https://www.saasreview.ai/blog): all guides

### Security for people who built with AI
- [Is My AI-Built App Safe? A Plain-English Check](https://www.saasreview.ai/blog/is-my-ai-built-app-safe): If you shipped fast with AI and have a quiet feeling something is unsafe, here is how to think about app security without a security background, and how to find out for sure.
- [Are My API Keys or Secrets Exposed? How to Check](https://www.saasreview.ai/blog/are-my-api-keys-exposed): Leaked keys are one of the most common and most expensive mistakes in AI-built apps. Here is how to tell if yours are sitting in public, and what to do today if they are.
- [How Do Data Leaks Happen in Apps Built With AI?](https://www.saasreview.ai/blog/data-leaks-in-ai-built-apps): A data leak rarely looks dramatic. It is usually a quiet door left open. Here is how the common ones happen in AI-built apps, and how to spot them before a stranger does.
- [Did AI set up my login and auth correctly?](https://www.saasreview.ai/blog/did-ai-set-up-auth-correctly): Authentication is where AI-built apps quietly go wrong: a login that looks fine but lets the wrong person in. Here is how to sanity-check yours without being a security expert.
- [Is my app safe to charge money for yet?](https://www.saasreview.ai/blog/is-my-app-safe-to-charge-money): Before you take a real customer's card and their trust, here is how to decide whether your app is ready, and what changes the day money is on the line.

### Why real users break apps that worked for you
- [Why real users break apps that worked for you](https://www.saasreview.ai/blog/why-real-users-break-your-app): Your app works because you use it the way you built it to work. Real users do not. Here is why that gap exists and how to find the breaks before your customers do.
- [How do I test my own app like a stranger?](https://www.saasreview.ai/blog/how-to-test-your-own-app-objectively): You cannot un-know how your app is supposed to work, which is exactly why your own testing misses things. Here are practical ways to see it with fresh eyes anyway.
- [How to Test Your App on Mobile and Slow Networks](https://www.saasreview.ai/blog/test-app-on-mobile-and-slow-connections): A lot of your visitors arrive on a phone over a shaky connection, and that is where AI-built apps fall apart. Here is how to test the conditions you are probably ignoring.
- [The Bug That Quietly Costs You the Customer](https://www.saasreview.ai/blog/the-bug-that-costs-you-the-customer): Most people who hit a bug do not report it. They just leave. Here is how to find the small breaks that are silently costing you signups and sales.
- [The Happy-Path Trap: Why Your Demo Always Works](https://www.saasreview.ai/blog/the-happy-path-trap): Your app behaves perfectly when you demo it, then falls over for a real user. That gap is the happy-path trap, and here is how to get out of it.

### How a brand-new app earns trust with zero users
- [How does a brand-new app earn trust with zero users?](https://www.saasreview.ai/blog/how-new-app-earns-trust-zero-users): You have no reviews, no logos, and no track record, yet visitors decide in seconds whether to trust you. Here is how to look legit honestly, before you have any social proof of your own.
- [Why Honesty and Disclosure Build More Trust](https://www.saasreview.ai/blog/how-honesty-and-disclosure-build-trust): Admitting what you are and what you are not is one of the strongest trust moves you have. Here is why owning your limits beats pretending to be flawless.
- [How to Make Your App Look Legit Without Faking It](https://www.saasreview.ai/blog/look-legit-without-faking-it): There is a line between presenting your product well and pretending to be bigger than you are. Here is how to look credible and stay honest on both sides of it.
- [Social proof when you have no users yet](https://www.saasreview.ai/blog/social-proof-when-you-have-no-users): Everyone says add social proof. But what do you do when you have none? Here are honest ways to show you are real and worth trusting on day one.
- [Do trust badges actually work, and which ones?](https://www.saasreview.ai/blog/trust-badges-that-actually-work): Most trust badges are just stickers that mean nothing. Here is what separates a badge that earns trust from decoration, and how to use one honestly.

### The first 30 seconds: why visitors leave
- [The First 30 Seconds: Why Visitors Leave Your App](https://www.saasreview.ai/blog/why-visitors-leave-in-first-30-seconds): Most visitors decide whether to stay almost immediately. Here is what they judge in those first seconds, and the common reasons they quietly close the tab.
- [Is confusing onboarding making people leave?](https://www.saasreview.ai/blog/confusing-onboarding-loses-users): If people sign up and then vanish, your onboarding is probably losing them. Here is how to find the confusing moments and turn first-timers into users who stick.
- [Does your app look broken on a phone?](https://www.saasreview.ai/blog/does-your-app-look-broken-on-mobile): Most of your visitors are on phones. If your layout overflows, hides buttons, or needs zooming, it reads as untrustworthy. Here is why you cannot see it, and how to fix it.
- [Empty States: The Screen That Decides If Users Stay](https://www.saasreview.ai/blog/empty-states-that-make-or-break-onboarding): The first screen a new user sees is usually empty, and it quietly decides whether they get your app or give up. Here is how to make empty states do real work.
- [Is my app's copy clear, or just clear to me?](https://www.saasreview.ai/blog/is-my-app-copy-clear-enough): You know what every button and label means because you wrote them. Your visitors do not. Here is how to find the copy that confuses people and fix it.

### Get your app recommended by ChatGPT and Claude
- [How Do I Get My App Recommended by ChatGPT?](https://www.saasreview.ai/blog/get-app-recommended-by-chatgpt-claude): When people ask AI assistants for a tool like yours, you want to be one of the answers. Here is how AI tools find and recommend apps, and how to make yours easy to cite.
- [How do I make my pricing readable by AI?](https://www.saasreview.ai/blog/make-pricing-machine-readable): If an AI assistant cannot parse your pricing, it cannot tell a buyer what you cost. Here is how to publish pricing that both people and AI tools can read cleanly.
- [How Do Reviews Help AI Find and Recommend You?](https://www.saasreview.ai/blog/reviews-as-ai-distribution): An honest, published review is more than a trust signal. It is a clean page AI tools can read and quote when someone asks for a tool like yours. Here is how that works.
- [SEO basics for makers who would rather build](https://www.saasreview.ai/blog/seo-basics-for-makers): You do not need to become an SEO expert. A few basics decide whether anyone finds you. Here is the short, honest list that matters for a small app.
- [What is llms.txt and does my app need one?](https://www.saasreview.ai/blog/what-is-llms-txt-and-do-i-need-one): llms.txt is a simple file that tells AI tools what your site is and where the important pages are. Here is what it does, what goes in it, and how to add one today.

### Why frustrated users leave silently
- [Why Users Leave Without Telling You (Silent Churn)](https://www.saasreview.ai/blog/why-users-leave-without-telling-you): Almost nobody complains. They just stop coming back. Here is the psychology behind silent churn, the signals you can still read, and what to do about it.
- [What makes a user rage-quit your app?](https://www.saasreview.ai/blog/rage-quit-moments-in-your-app): There is usually one specific moment where a frustrated user gives up for good. Here is how to find your rage-quit moments and defuse them before they cost you.
- [Can You Win Back a User After a Bad First Impression?](https://www.saasreview.ai/blog/regret-and-trust-after-a-bad-first-use): A rough first run plants regret and doubt that are hard to undo. Here is what happens in a user's head after a bad first use, and whether you can realistically recover them.
- [The psychology of why people abandon products](https://www.saasreview.ai/blog/the-psychology-of-abandonment): Abandonment is not random. It follows predictable patterns of effort, doubt, and quiet regret. Here is what actually drives people to walk away, and how to design against it.
- [Why do users rarely give you honest feedback?](https://www.saasreview.ai/blog/why-users-rarely-give-feedback): When you ask, you get silence or polite nothings. Here is why real feedback is so rare, why it skews positive, and how to get the truth you can actually use.

### saasreview for AI agents
- [How Can an AI Agent Order a SaaS Review With an API?](https://www.saasreview.ai/blog/review-any-saas-with-an-api): saasreview has an API built for AI agents. Here is how an agent discovers the catalog, orders a review for any URL, pays by card or in stablecoin, and reads the result.
- [What Is the Best Way to Get an Honest Review of Your SaaS?](https://www.saasreview.ai/blog/best-way-to-get-your-saas-reviewed): Community feedback, a freelancer, an automated scanner, or an independent review service? Here is an honest comparison of how to get your SaaS reviewed, and which result AI tools can actually cite.
- [How Do I Pay for a SaaS Review With Crypto (x402) in Python?](https://www.saasreview.ai/blog/pay-for-a-saas-review-with-crypto-x402-python): x402 lets an AI agent pay for a review in stablecoin with no account or card. Here is the exact Python to order, pay, and poll, plus a prompt an agent can run on its own.

## Tiers
- Quick review: $5, delivered within 5 minutes (published)
- Hands-on review: $15, delivered within 1 hour (published)
- Bughunt: $30, delivered within 1 hour (an agent probes for the bugs and holes fast-built apps leave open with passive and non-destructive checks, then gives you an audit report and remediation plan with how to fix them; private, never published)
- Review + fix-it plan: $25, delivered within 1 hour (review public; audit report and remediation plan private)

## Legal
- [Terms](https://saasreview.ai/terms)
- [Privacy](https://saasreview.ai/privacy)
- [Refund & Return Policy](https://saasreview.ai/refund)