--- title: Introducing Adaptive Intelligence: undermining the... description: Cloudflare has launched Adaptive Intelligence, a new bot detection engine designed to flip the economics of bot attacks by making automated abuse too costly to... canonical: https://daily.dev/posts/introducing-adaptive-intelligence-undermining-the-economics-of-every-bot-attack-bf3pxd0yd twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Introducing Adaptive Intelligence: undermining the economics of every bot attack | daily.dev og:description: Cloudflare has launched Adaptive Intelligence, a new bot detection engine designed to flip the economics of bot attacks by making automated abuse too costly to... og:url: https://daily.dev/posts/introducing-adaptive-intelligence-undermining-the-economics-of-every-bot-attack-bf3pxd0yd og:image: https://api.daily.dev/og/posts/bF3Pxd0YD.png og:image:alt: Introducing Adaptive Intelligence: undermining the economics of every bot attack 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. # Introducing Adaptive Intelligence: undermining the economics of every bot attack **[Cloudflare](https://daily.dev/sources/cloudflare)** · 12 min read · 1 upvotes · 0 comments ## Summary Cloudflare has launched Adaptive Intelligence, a new bot detection engine designed to flip the economics of bot attacks by making automated abuse too costly to sustain rather than trying to build an impenetrable wall. Unlike deterministic rule-based systems that attackers can reverse-engineer over time, Adaptive Intelligence continuously retrains its machine learning model on live traffic, generates disposable rules that deploy and expire at random intervals to deny attackers stable feedback, and retains memory of past attack patterns even after specific detections are retired. The first component, continuous ML retraining behind the bot score, is live now, with disposable rule generation and cross-network learning to follow. It works alongside Cloudflare's previously announced Precursor behavioral validation engine. Enterprise customers can enable it via 'Auto Update Machine Learning' in the Bot Management dashboard. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Questions this post answers ### What is Cloudflare's Adaptive Intelligence bot detection feature and how does it work? Adaptive Intelligence is a new Cloudflare bot detection engine that sits behind the bot score and continuously retrains its machine learning model on live traffic instead of shipping as a fixed version. It also plans disposable rule generation, rules deployed and retired at random intervals, and memory retention of past attack patterns. It launched with continuous ML retraining live, while disposable rules and cross-network learning are coming next. _Teams tuning bot defenses can track how detection engines like this evolve on daily.dev._ ### How do I enable Cloudflare Adaptive Intelligence for bot management? Enterprise customers turn on 'Auto Update Machine Learning' in the Bot Management dashboard under Security Settings, on the bot-traffic tab. Once enabled, Adaptive Intelligence applies automatically with no version to migrate and no additional configuration, and the existing bot score continues to work unchanged. _Developers configuring bot protection can follow platform changes like this via daily.dev._ ### How does Cloudflare Adaptive Intelligence relate to Precursor? Precursor and Adaptive Intelligence are two parts of one detection strategy: Precursor is a continuous behavioral validation engine that measures automated abuse from browser-level signals like timing and movement, while Adaptive Intelligence learns from bot detection signals across Cloudflare's entire network. Precursor was introduced the month before Adaptive Intelligence, and signals from each make the other harder to fool. _Anyone weighing layered bot-defense strategies can keep up with releases like this on daily.dev._ ## Similar posts on daily.dev - [Building unique, per-customer defenses against advanced bot threats in the AI era](https://daily.dev/posts/building-unique-per-customer-defenses-against-advanced-bot-threats-in-the-ai-era-44ktv99ln) · Cloudflare · 0 upvotes · 0 comments - [Your site, your rules: new AI traffic options for all customers](https://daily.dev/posts/your-site-your-rules-new-ai-traffic-options-for-all-customers-zrn0fx6z7) · Cloudflare · 0 upvotes · 0 comments --- Tags: [#machine-learning](https://daily.dev/tags/machine-learning), [#cloudflare](https://daily.dev/tags/cloudflare), [#appsec](https://daily.dev/tags/appsec) [View this post on daily.dev](https://daily.dev/posts/introducing-adaptive-intelligence-undermining-the-economics-of-every-bot-attack-bf3pxd0yd) ```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":"Introducing Adaptive Intelligence: undermining the economics of every bot attack","url":"https://daily.dev/posts/introducing-adaptive-intelligence-undermining-the-economics-of-every-bot-attack-bf3pxd0yd","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/introducing-adaptive-intelligence-undermining-the-economics-of-every-bot-attack-bf3pxd0yd"},"datePublished":"2026-08-31T13:14:09.354Z","dateModified":"2026-08-31T13:14:36.900Z","description":"Cloudflare has launched Adaptive Intelligence, a new bot detection engine designed to flip the economics of bot attacks by making automated abuse too costly to...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/9c95d69503edcc9878d81c8a6136906d?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/9c95d69503edcc9878d81c8a6136906d?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"Cloudflare","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":"Cloudflare","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/38522e1d11354cd6b7af66f9d4316735","url":"https://daily.dev/sources/cloudflare"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/introducing-adaptive-intelligence-undermining-the-economics-of-every-bot-attack-bf3pxd0yd","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":1},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"machine-learning,cloudflare,appsec","timeRequired":"PT12M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Cloudflare","item":"https://daily.dev/sources/cloudflare"},{"@type":"ListItem","position":3,"name":"Introducing Adaptive Intelligence: undermining the economics of every bot attack"}]} {"@context":"https://schema.org","@type":"FAQPage","@id":"https://daily.dev/posts/introducing-adaptive-intelligence-undermining-the-economics-of-every-bot-attack-bf3pxd0yd#faq","mainEntity":[{"@type":"Question","name":"What is Cloudflare's Adaptive Intelligence bot detection feature and how does it work?","acceptedAnswer":{"@type":"Answer","text":"Adaptive Intelligence is a new Cloudflare bot detection engine that sits behind the bot score and continuously retrains its machine learning model on live traffic instead of shipping as a fixed version. 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