--- title: AI confidence is high, evidence lags behind, SmartBear... description: SmartBear's State of Software Quality and Testing 2026 report finds a confidence gap between organizational leaders and software practitioners regarding AI's... canonical: https://daily.dev/posts/ai-confidence-is-high-evidence-lags-behind-smartbear-report-finds-gqixpftqu twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: AI confidence is high, evidence lags behind, SmartBear report finds | daily.dev og:description: SmartBear's State of Software Quality and Testing 2026 report finds a confidence gap between organizational leaders and software practitioners regarding AI's... og:url: https://daily.dev/posts/ai-confidence-is-high-evidence-lags-behind-smartbear-report-finds-gqixpftqu og:image: https://api.daily.dev/og/posts/GqIXpFTqu.png og:image:alt: AI confidence is high, evidence lags behind, SmartBear report finds og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # AI confidence is high, evidence lags behind, SmartBear report finds **[SD Times](https://daily.dev/sources/sdtimes)** · 4 min read · 0 upvotes · 0 comments ## Summary SmartBear's State of Software Quality and Testing 2026 report finds a confidence gap between organizational leaders and software practitioners regarding AI's ability to validate its own code. 81% of leaders believe AI can reliably catch its own errors versus 64% of practitioners, even though 46% of teams have shipped AI-generated code that later failed. Despite this, only 3% rely solely on AI self-validation, while 84% still use human review. The report highlights concerns about AI testing itself creating a 'testing black box' and describes a three-stage validation approach organizations are adopting: checking specifications before generation, reviewing code before commit, and testing before release. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Questions this post answers ### What percentage of teams have shipped AI-generated code that later failed, according to the SmartBear 2026 testing survey? 46% of teams report having shipped AI-generated code that later failed. Notably, of those teams, 69% still said they have a lot or complete confidence that the code was acting as intended, revealing a disconnect between actual outcomes and perceived reliability of AI-generated code, as found in SmartBear's State of Software Quality and Testing 2026 report. _Teams weighing how much to trust AI-generated code can track findings like this on daily.dev._ ### Why is it risky to let AI validate its own generated code without human oversight? Letting AI both generate and validate code creates a testing black box, because the logic behind the tests and the assumptions baked into them aren't independently legible to human reviewers. There's no separate signal confirming whether a passing test suite reflects genuine coverage or just AI confirming its own work, per SmartBear's 2026 quality report, which is why 84% of surveyed organizations still use human review. _Anyone deciding how much autonomy to give AI in testing can follow this debate on daily.dev._ ## Similar posts on daily.dev - [Study Finds AI Is a Priority for Software Testing Teams, but Confidence Hinges on Accuracy and Reliability](https://daily.dev/posts/study-finds-ai-is-a-priority-for-software-testing-teams-but-confidence-hinges-on-accuracy-and-relia-hzkblvrfw) · SD Times · 0 upvotes · 0 comments - [Devs doubt AI-written code, but don’t always check it](https://daily.dev/posts/devs-doubt-ai-written-code-but-don-t-always-check-it-q2sjuwrsf) · The Register · 2 upvotes · 0 comments - [AI writes code faster. Your job is still to prove it works.](https://daily.dev/posts/ai-writes-code-faster-your-job-is-still-to-prove-it-works--zanf1p7hz) · Addy Osmani · 71 upvotes · 8 comments - [How Software Quality Changes When AI Enters the Build Loop](https://daily.dev/posts/how-software-quality-changes-when-ai-enters-the-build-loop-llzgc7n9q) · Medium · 0 upvotes · 0 comments - [96% of developers don’t trust AI code: Here’s a step toward the fix](https://daily.dev/posts/96-of-developers-don-t-trust-ai-code-here-s-a-step-toward-the-fix-m3vixpqtq) · The New Stack · 2 upvotes · 0 comments --- Tags: [#testing](https://daily.dev/tags/testing), [#ai-coding](https://daily.dev/tags/ai-coding), [#code-review](https://daily.dev/tags/code-review) [View this post on daily.dev](https://daily.dev/posts/ai-confidence-is-high-evidence-lags-behind-smartbear-report-finds-gqixpftqu) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"AI confidence is high, evidence lags behind, SmartBear report finds","url":"https://daily.dev/posts/ai-confidence-is-high-evidence-lags-behind-smartbear-report-finds-gqixpftqu","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/ai-confidence-is-high-evidence-lags-behind-smartbear-report-finds-gqixpftqu"},"datePublished":"2026-09-30T18:38:39.178Z","dateModified":"2026-09-30T18:39:01.099Z","description":"SmartBear's State of Software Quality and Testing 2026 report finds a confidence gap between organizational leaders and software practitioners regarding AI's...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/4aafe9988025b39e72ac1c3ee4a2f089?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/4aafe9988025b39e72ac1c3ee4a2f089?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"SD Times","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"SD Times","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/d803c981e67b4edf928840534e1e1382","url":"https://daily.dev/sources/sdtimes"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/ai-confidence-is-high-evidence-lags-behind-smartbear-report-finds-gqixpftqu","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"testing,ai-coding,code-review","timeRequired":"PT4M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"SD Times","item":"https://daily.dev/sources/sdtimes"},{"@type":"ListItem","position":3,"name":"AI confidence is high, evidence lags behind, SmartBear report finds"}]} {"@context":"https://schema.org","@type":"FAQPage","@id":"https://daily.dev/posts/ai-confidence-is-high-evidence-lags-behind-smartbear-report-finds-gqixpftqu#faq","mainEntity":[{"@type":"Question","name":"What percentage of teams have shipped AI-generated code that later failed, according to the SmartBear 2026 testing survey?","acceptedAnswer":{"@type":"Answer","text":"46% of teams report having shipped AI-generated code that later failed. Notably, of those teams, 69% still said they have a lot or complete confidence that the code was acting as intended, revealing a disconnect between actual outcomes and perceived reliability of AI-generated code, as found in SmartBear's State of Software Quality and Testing 2026 report. Teams weighing how much to trust AI-generated code can track findings like this on daily.dev."}},{"@type":"Question","name":"Why is it risky to let AI validate its own generated code without human oversight?","acceptedAnswer":{"@type":"Answer","text":"Letting AI both generate and validate code creates a testing black box, because the logic behind the tests and the assumptions baked into them aren't independently legible to human reviewers. There's no separate signal confirming whether a passing test suite reflects genuine coverage or just AI confirming its own work, per SmartBear's 2026 quality report, which is why 84% of surveyed organizations still use human review. Anyone deciding how much autonomy to give AI in testing can follow this debate on daily.dev."}}]} ```