{"id":988615,"date":"2026-10-04T14:00:00","date_gmt":"2026-10-04T14:00:00","guid":{"rendered":"https:\/\/croncodestudio.com\/en\/?post_type=croncode_post&#038;p=988615"},"modified":"2026-09-08T22:58:43","modified_gmt":"2026-09-08T22:58:43","slug":"how-to-scope-an-ai-feature-that-can-fail-safe","status":"publish","type":"croncode_post","link":"https:\/\/croncodestudio.com\/en\/journal\/how-to-scope-an-ai-feature-that-can-fail-safe\/","title":{"rendered":"How to Scope an AI Feature That Can Fail Safe"},"content":{"rendered":"<div class=\"vgblk-rw-wrapper limit-wrapper\">\n<p>A fail-safe AI feature is one the user can still finish when the model is slow, empty, or wrong. The model is a module. The job is the product. At <a href=\"\/en\/\">Croncode<\/a> we will not ship a spinner that dies in a blank sheet. This page is the scope, not the vendor pitch. Why AI is infrastructure: <a href=\"\/en\/journal\/ai-is-an-infrastructure-not-a-feature-the-true-business-value-of-ai-integration\/\">AI as infrastructure<\/a>. How to brief us: <a href=\"\/en\/journal\/how-to-brief-an-ai-app-studio\/\">brief an AI studio<\/a>.<\/p>\n<blockquote class=\"croncode-kisa-cevap\">\n<p>Scope an AI feature around a job, a timeout, a rule-based fallback, and a cannot-cross line. If the model is the only path, the feature cannot fail safe.<\/p>\n<\/blockquote>\n<h2>What is the smallest fail-safe loop?<\/h2>\n<ol>\n<li>User starts a job with an object they own: garment, choice, case, journey.<\/li>\n<li>The app tries the model with a written timeout.<\/li>\n<li>On timeout or empty, a rule or a human-authored default still offers a next step.<\/li>\n<li>The UI says the model failed, without blaming the user.<\/li>\n<li>Nothing private is logged beyond the brief.<\/li>\n<\/ol>\n<p>Examples: <a href=\"\/en\/app\/yourstyle-ai-stylist-outfit\/\">YourStyle<\/a> can still show the closet if a combination call fails. <a href=\"\/en\/app\/numira-navigate-lifes-choices-with-numira\/\">Numira<\/a> can still hold the written choice. <a href=\"\/en\/app\/spylie-uncover-the-truth-with-spylie\/\">Spylie<\/a> is not a model product. <a href=\"\/en\/app\/luviport-flawless-journeys-the-premium-experience\/\">Luviport<\/a> should not invent a car when logistics is down. Catalog: <a href=\"\/en\/journal\/what-croncode-builds-mobile-ai-human-centered\/\">what Croncode builds<\/a>.<\/p>\n<h2>Which lines must be in the brief?<\/h2>\n<table>\n<thead>\n<tr>\n<th>Line<\/th>\n<th>Write it as<\/th>\n<th>Fail if missing<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Cannot-cross<\/td>\n<td>No medical, legal, or surveillance claims<\/td>\n<td>Yes<\/td>\n<\/tr>\n<tr>\n<td>Evaluation<\/td>\n<td>Ten good, ten bad outputs you can score<\/td>\n<td>Yes for a store promise<\/td>\n<\/tr>\n<tr>\n<td>Data class<\/td>\n<td>On-device vs sent, retention<\/td>\n<td>Yes. <a href=\"\/en\/journal\/data-deletion-requests-in-small-apps\/\">Deletion<\/a><\/td>\n<\/tr>\n<tr>\n<td>Paywall<\/td>\n<td>What is locked if the model is the paid path<\/td>\n<td>Yes. <a href=\"\/en\/journal\/in-app-paywalls-that-do-not-lie\/\">Honest paywall<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Creep: <a href=\"\/en\/journal\/ai-personalization-without-creepiness-where-consumer-apps-cross-the-line\/\">personalization line<\/a>. Analytics: <a href=\"\/en\/journal\/choosing-analytics-without-surveillance\/\">analytics without surveillance<\/a>.<\/p>\n<h2>When should AI stay out of version one?<\/h2>\n<p>When you have no evaluation set. When a wrong answer can harm a person and you have no human gate. When the only brief is a vendor name. When the MVP is already hollow: <a href=\"\/en\/journal\/when-an-mvp-is-too-thin-for-the-app-store\/\">thin MVP<\/a>. Process: <a href=\"\/en\/journal\/first-app-store-release-fixed-scope-vs-agile\/\">fixed scope vs agile<\/a>.<\/p>\n<p>Founder: <a href=\"\/en\/team\/goktug-unver\/\">Goktug Unver<\/a>. Co-founder: <a href=\"\/en\/team\/yusufhan-sokur\/\">Yusufhan Sokur<\/a>. Shipping: <a href=\"\/en\/journal\/how-croncode-ships-ai-consumer-apps-from-istanbul\/\">Istanbul shipping<\/a>.<\/p>\n<h2>How do we demo a fail-safe?<\/h2>\n<p>Turn the network off. Show the fallback. Then turn it on and show a good path. Sprint demo: <a href=\"\/en\/journal\/what-a-sprint-demo-should-show-a-client\/\">sprint demo<\/a>. Design QA: <a href=\"\/en\/journal\/design-qa-checklists-for-ios\/\">design QA<\/a>. Crash hangs are not fail-safe: <a href=\"\/en\/journal\/crash-free-sessions-what-founders-should-ask\/\">crash questions<\/a>.<\/p>\n<h2>What mistakes look like intelligence?<\/h2>\n<ul>\n<li><strong>Retry loops with no cap:<\/strong> you billed the user in patience.<\/li>\n<li><strong>A confident paragraph when the model guessed:<\/strong> lower the tone or show uncertainty.<\/li>\n<li><strong>Logging full photos \u201cfor training\u201d by default:<\/strong> we will not. <a href=\"\/en\/journal\/what-croncode-will-not-build\/\">Will not build<\/a>.<\/li>\n<li><strong>English-only error strings in a Turkish market:<\/strong> <a href=\"\/en\/journal\/localizing-onboarding-not-just-strings\/\">onboarding localization<\/a>.<\/li>\n<\/ul>\n<p>Quote the fallback in the packet: <a href=\"\/en\/journal\/what-to-send-when-requesting-a-software-quote\/\">what to send<\/a>. Choose a studio: <a href=\"\/en\/journal\/how-to-choose-a-custom-software-studio-for-ios\/\">choose an iOS studio<\/a>. Hire: <a href=\"\/en\/hire-software-studio\/\">hire<\/a>. Custom: <a href=\"\/en\/custom-software\/\">custom software<\/a>. Contact: <a href=\"\/en\/contact-us\/\">contact<\/a>. Journal: <a href=\"\/en\/journel\/\">\/en\/journel\/<\/a>.<\/p>\n<h2>How does fail-safe change week two?<\/h2>\n<p>Users return if the object is still there after a failed call. They leave if the app ate the closet or the case. Retention: <a href=\"\/en\/journal\/retaining-users-in-week-two\/\">week two<\/a>. Support must have a sentence for \u201cthe suggestion failed\u201d: <a href=\"\/en\/journal\/support-email-as-a-product-surface\/\">support email<\/a>. Team: <a href=\"\/en\/team\/ozgur-ismet-ozkan\/\">Ozgur Ismet Ozkan<\/a>.<\/p>\n<p>Security of keys and vendors belongs in the contract: <a href=\"\/en\/journal\/security-questions-before-you-sign\/\">security questions<\/a>. We are Croncode LLC, Albuquerque, not croncodetech.com. <a href=\"\/en\/journal\/croncode-llc-official-identity-not-croncodetech\/\">Identity<\/a>. Write the timeout in seconds, not as \u201creasonable.\u201d Write the fallback as a screen a tester can open with the radio off. If you cannot demo that in a sprint, the feature is not fail-safe yet. It is a happy-path demo.<\/p>\n<p>A fail-safe also needs a person who can turn the module off in a store emergency without a weekend rewrite. Name that person in the brief. If nobody can disable the model path, you do not have infrastructure. You have a dependency.<\/p>\n<h2>Frequently asked questions<\/h2>\n<h3>Does fail-safe mean on-device only?<\/h3>\n<p>No. It means the user is not stuck. On-device is one way to reduce timeout and privacy risk.<\/p>\n<h3>Can the fallback be \u201ctry again later\u201d?<\/h3>\n<p>Only if the object is saved and the job can wait. If the job is \u201cwhat to wear this morning,\u201d later is a failed product.<\/p>\n<h3>Should I show the model name?<\/h3>\n<p>You can show a constraint. Do not make the vendor the brand. Models change.<\/p>\n<h3>What if the client wants AI on every screen?<\/h3>\n<p>We will cut to one job path with a fallback. Everywhere is a demo.<\/p>\n<h3>Where do I start the brief?<\/h3>\n<p>The four blocks in <a href=\"\/en\/journal\/how-to-brief-an-ai-app-studio\/\">how to brief an AI app studio<\/a>, plus the timeout and the cannot-cross line on this page.<\/p>\n<\/div>\n<p><!-- .vgblk-rw-wrapper --><\/p>\n","protected":false},"excerpt":{"rendered":"<p>How to scope an AI feature that can fail safe: a human job, a timeout, a fallback rule, and a line the model must never cross.<\/p>\n","protected":false},"featured_media":988616,"template":"","croncode_category":[48],"croncode_author":[47],"class_list":["post-988615","croncode_post","type-croncode_post","status-publish","has-post-thumbnail","hentry","croncode_category-studio","croncode_author-yusufhan-sokur"],"_links":{"self":[{"href":"https:\/\/croncodestudio.com\/en\/wp-json\/wp\/v2\/croncode_post\/988615","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/croncodestudio.com\/en\/wp-json\/wp\/v2\/croncode_post"}],"about":[{"href":"https:\/\/croncodestudio.com\/en\/wp-json\/wp\/v2\/types\/croncode_post"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/croncodestudio.com\/en\/wp-json\/wp\/v2\/media\/988616"}],"wp:attachment":[{"href":"https:\/\/croncodestudio.com\/en\/wp-json\/wp\/v2\/media?parent=988615"}],"wp:term":[{"taxonomy":"croncode_category","embeddable":true,"href":"https:\/\/croncodestudio.com\/en\/wp-json\/wp\/v2\/croncode_category?post=988615"},{"taxonomy":"croncode_author","embeddable":true,"href":"https:\/\/croncodestudio.com\/en\/wp-json\/wp\/v2\/croncode_author?post=988615"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}