Context-Aware Search for Your Service: No GPUs, No Hassle
Building search that actually understands what users mean beyond simple keyword matching is one of the toughest challenges for dev teams today. Semantic search, which “gets” intent and context, usually requires complex infrastructure, expensive GPUs, and tons of maintenance.
That’s why I built Vecstore, an AI-powered search API that adds context-aware image and text search, plus detailed content moderation, to your app in minutes without the hassle of managing GPU servers or complex pipelines.
Why traditional search falls short
Most apps rely on keyword matching or basic filters. But users don’t think in keywords; they think in concepts and meaning. For example:
- Searching “movie about billionaire in a flying suit” should return Iron Man
- Finding images of “girl holding a guitar” shouldn’t require exact tags or filenames
Getting this right usually means setting up expensive GPU instances, managing ML models, and dealing with infrastructure that quickly becomes a headache.
How it works
You create a database from our dashboard, You send us a query—text or image and Vecstore returns semantically relevant results with confidence scores from. Here’s a quick Python example:
import requests
url = "https://api.vecstore.app/search"
headers = {"Authorization": "your_api_key"}
data = {"text": "mountain sunset"}
response = requests.post(url, headers=headers, data=data)
print(response.json())
Who it’s for
- SaaS products wanting smarter search without building from scratch
- E-commerce platforms needing fast, relevant product discovery
- Internal tools that rely on intuitive content search
- Enterprises looking to add AI-powered moderation and search at scale
NSFW Detection with Detailed Labels
Beyond search, Vecstore includes powerful content moderation through AI-powered NSFW detection. It doesn’t just flag content as safe or unsafe — it provides detailed labels like “weapons,” “explicit,” or “hate symbols” along with confidence scores. This helps you understand exactly what kind of content you’re dealing with and take appropriate action automatically.
If you’re curious, check out vecstore.app and let me know what you think.
