# How ChatFeatured migrated from PlanetScale Postgres to Postgres Managed by ClickHouse to power AI brand discovery

DevFeed: [How ChatFeatured migrated from PlanetScale Postgres to Postgres Managed by ClickHouse to power AI brand discovery](<https://devfeed.tech/articles/how-chatfeatured-migrated-from-planetscale-postgres-to-postgres-managed-by-clickhouse-to-power-ai-brand-discovery-5029.md>)

Original publisher: [Read original article](<https://clickhouse.com/blog/chatfeatured>)

Author: ClickHouse

Published: 2026-05-18T00:00:00Z

Content type: article

Language: en

Sources: [ClickHouse Blog](<https://devfeed.tech/sources/clickhouse-blog.md>)

Topics: [clickhouse](<https://devfeed.tech/topics/clickhouse.md>), [AI search](<https://devfeed.tech/topics/ai-search.md>), [AI Models](<https://devfeed.tech/topics/ai-models.md>), [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [Database](<https://devfeed.tech/topics/database.md>), [ChatGPT](<https://devfeed.tech/topics/chatgpt.md>), [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [cursor](<https://devfeed.tech/topics/cursor.md>)

Tags: [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [ai-models](<https://devfeed.tech/tags/ai-models.md>), [ai-search](<https://devfeed.tech/tags/ai-search.md>), [chatgpt](<https://devfeed.tech/tags/chatgpt.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [clickhouse](<https://devfeed.tech/tags/clickhouse.md>), [cursor](<https://devfeed.tech/tags/cursor.md>), [database](<https://devfeed.tech/tags/database.md>)

## AI overview

ChatFeatured migrated from PlanetScale Postgres to Postgres managed by ClickHouse to support transactional workloads and complex analytics for its AI brand-discovery platform. The article reports that analytics query times fell from 2.5 minutes to under one second, while the platform's embedded AEO strategist analyzes sources cited by AI models and helps marketers create content to improve brand visibility.

## Source excerpt

How ChatFeatured cut analytics query times from 2.5 minutes to under a second by migrating from PlanetScale Postgres to Postgres managed by ClickHouse -- in just 30 minutes.