--- title: Smart Routing in Unity AI Gateway: Match frontier... description: Databricks launched Smart Routing, a beta feature in Unity AI Gateway that automatically matches coding tasks to the right AI model and harness based on task... canonical: https://daily.dev/posts/smart-routing-in-unity-ai-gateway-match-frontier-quality-with-30-lower-cost-per-task-hknzgopba twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Smart Routing in Unity AI Gateway: Match frontier quality with 30%+ lower cost per task | daily.dev og:description: Databricks launched Smart Routing, a beta feature in Unity AI Gateway that automatically matches coding tasks to the right AI model and harness based on task... og:url: https://daily.dev/posts/smart-routing-in-unity-ai-gateway-match-frontier-quality-with-30-lower-cost-per-task-hknzgopba og:image: https://api.daily.dev/og/posts/hknZGOPbA.png og:image:alt: Smart Routing in Unity AI Gateway: Match frontier quality with 30%+ lower cost per task 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. # Smart Routing in Unity AI Gateway: Match frontier quality with 30%+ lower cost per task **[databricks](https://daily.dev/sources/databricks)** · 8 min read · 0 upvotes · 0 comments ## Summary Databricks launched Smart Routing, a beta feature in Unity AI Gateway that automatically matches coding tasks to the right AI model and harness based on task complexity, aiming to cut costs without sacrificing quality. A lightweight classifier model labels each task, and a routing policy escalates to frontier models or delegates to cheaper ones accordingly. It integrates natively with Claude Code and Codex, and works alongside Omnigent, Databricks' meta-harness, to route across both models and coding harnesses, including sub-agent tasks. Internal benchmarks showed Smart Routing matching or beating a leading model like Opus 5 at roughly 35-56% lower cost, though the team notes routing is still an early technology requiring more research and better benchmarking data that reflects real developer sessions. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Questions this post answers ### What is Smart Routing in Databricks Unity AI Gateway? Smart Routing is a beta feature that automatically matches coding tasks to the most appropriate AI model based on task complexity, instead of defaulting every task to the most expensive frontier model. It uses a lightweight classifier model to label tasks by code evidence, failure type, and scope, then routes to a cheaper or more capable model accordingly. It works natively inside Claude Code and Codex. _Teams cutting AI coding spend without losing quality can track routing approaches like this one on daily.dev._ ### How much does Databricks Smart Routing save on AI coding costs compared to using a frontier model like Opus 5? Smart Routing outperformed any single model at just 65% of the cost per task of a leading model like Opus 5 on internal coding workloads, and matched Opus 5's performance at less than half the cost on public benchmarks. Internally, savings reached 35% against Databricks' own benchmark and 56% against public coding benchmarks. _Developers weighing model costs against performance can follow real-world benchmarks like this on daily.dev._ ### What is Omnigent and how does it relate to Smart Routing? Omnigent is Databricks' meta-harness for coding agents that lets teams optimize across both models and coding harnesses, not just models alone. When developers select Smart Routing in Omnigent, it automatically picks both the harness and model for each task, including routing sub-agent launches through the Smart Routing API for nuanced, per-subtask decisions. _Anyone evaluating multi-harness agent orchestration can keep up with tools like Omnigent on daily.dev._ ## Similar posts on daily.dev - [Unity AI Gateway is Generally Available](https://daily.dev/posts/unity-ai-gateway-is-generally-available-judobeufo) · databricks · 0 upvotes · 0 comments - [Snowflake Unlocks Better AI Economics with Dynamic Model Routing](https://daily.dev/posts/snowflake-unlocks-better-ai-economics-with-dynamic-model-routing-ia2m0zeyl) · SD Times · 0 upvotes · 0 comments --- Tags: [#claude-code](https://daily.dev/tags/claude-code), [#databricks](https://daily.dev/tags/databricks) [View this post on daily.dev](https://daily.dev/posts/smart-routing-in-unity-ai-gateway-match-frontier-quality-with-30-lower-cost-per-task-hknzgopba) ```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":"Smart Routing in Unity AI Gateway: Match frontier quality with 30%+ lower cost per task","url":"https://daily.dev/posts/smart-routing-in-unity-ai-gateway-match-frontier-quality-with-30-lower-cost-per-task-hknzgopba","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/smart-routing-in-unity-ai-gateway-match-frontier-quality-with-30-lower-cost-per-task-hknzgopba"},"datePublished":"2026-08-13T19:10:18.380Z","dateModified":"2026-08-13T19:26:44.152Z","description":"Databricks launched Smart Routing, a beta feature in Unity AI Gateway that automatically matches coding tasks to the right AI model and harness based on task...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/44fad43cb90ddcf4d51b177e7f7865a5?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/44fad43cb90ddcf4d51b177e7f7865a5?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"databricks","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":"databricks","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/fa7aa720f2db4d1eba826814730482c8","url":"https://daily.dev/sources/databricks"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/smart-routing-in-unity-ai-gateway-match-frontier-quality-with-30-lower-cost-per-task-hknzgopba","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"claude-code,databricks","timeRequired":"PT8M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"databricks","item":"https://daily.dev/sources/databricks"},{"@type":"ListItem","position":3,"name":"Smart Routing in Unity AI Gateway: Match frontier quality with 30%+ lower cost per task"}]} {"@context":"https://schema.org","@type":"FAQPage","@id":"https://daily.dev/posts/smart-routing-in-unity-ai-gateway-match-frontier-quality-with-30-lower-cost-per-task-hknzgopba#faq","mainEntity":[{"@type":"Question","name":"What is Smart Routing in Databricks Unity AI Gateway?","acceptedAnswer":{"@type":"Answer","text":"Smart Routing is a beta feature that automatically matches coding tasks to the most appropriate AI model based on task complexity, instead of defaulting every task to the most expensive frontier model. 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