# From Project Description to Funding Opportunity

DevFeed: [From Project Description to Funding Opportunity](<https://devfeed.tech/articles/from-project-description-to-funding-opportunity-22853.md>)

Original publisher: [Read original article](<https://medium.com/google-developer-experts/from-project-description-to-funding-opportunity-16c2b3b8ffb5?source=rss----a67bd6fa7d58---4>)

Author: Gabriel Preda

Published: 2026-08-31T05:03:07Z

Content type: tutorial

Language: en

Sources: [Google Developer Experts - Medium](<https://devfeed.tech/sources/google-developer-experts-medium.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Google AI](<https://devfeed.tech/topics/google-ai.md>), [Streamlit](<https://devfeed.tech/topics/streamlit.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [PostgreSQL](<https://devfeed.tech/topics/postgresql.md>), [postgresql clusters](<https://devfeed.tech/topics/postgresql-clusters.md>)

Tags: [adk](<https://devfeed.tech/tags/adk.md>), [ai](<https://devfeed.tech/tags/ai.md>), [building](<https://devfeed.tech/tags/building.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [developer](<https://devfeed.tech/tags/developer.md>), [gemini](<https://devfeed.tech/tags/gemini.md>), [google](<https://devfeed.tech/tags/google.md>), [google-adk](<https://devfeed.tech/tags/google-adk.md>), [google-cloud-sql](<https://devfeed.tech/tags/google-cloud-sql.md>), [pgvector](<https://devfeed.tech/tags/pgvector.md>), [postgresql](<https://devfeed.tech/tags/postgresql.md>), [search](<https://devfeed.tech/tags/search.md>), [streamlit](<https://devfeed.tech/tags/streamlit.md>)

## AI overview

This article describes GrantMatch AI, a Streamlit application that matches project descriptions with potentially relevant grant and funding opportunities. It explains how hybrid keyword and embedding search, Gemini, ADK, Cloud SQL, PostgreSQL, pgvector, and Streamlit are used to connect related concepts despite different wording.

## Source excerpt

Building GrantMatch AI with hybrid keyword and embedding search using Gemini, ADK, Cloud SQL, PostgreSQL, pgvector, and Streamlit Continue reading on Google Developer Experts "