Introducing ZeroDB Embeddings API: Production-Ready Vector Search for Everyone

# ZeroDB Embeddings API Launch: Free, Fast, and Production-Ready Vector Search We're launching a completely FREE embeddings API with multi-dimension support (384, 768, 1024) that makes building AI-powered search incredibly simple. No credit card required, no usage limits for the free tier, and it's production-ready today. ## The Problem: AI Search is Too Expensive If you're a vibe coder, startup founder, or running an SMB, you've hit these walls: | Barrier | Impact | |---------|--------| | **Cost Barrier** 💰 | OpenAI embeddings: $0.13 per 1M tokens, Pinecone: $70/month, Weaviate: $25/month | | **Complexity Barrier** 🧩 | Learning vector databases, managing infrastructure, writing custom pipelines | | **Time Barrier** ⏱️ | 2-3 weeks for prototype, another month for production | What if you could skip all of this and ship AI search in 10 minutes? ## Introducing ZeroDB Embeddings API ### What Makes It Different? **1. Truly Free (No Tricks)** | Free Tier Feature | Details | |-------------------|---------| | **Credit card** ❌ | Not required | | **Free tier vectors** 📊 | 10,000 vectors | | **API requests/hour** ⚡ | 1,000 requests | | **Expiration** ⏰ | No "free trial" expiration | | **Hidden costs** 💸 | None | **2. Multi-Dimension Support** Choose the right quality-to-cost ratio for your use case: | Dimensions | Best For | Performance | Storage | |------------|----------|-------------|---------| | **384-dim** ⚡ | General search, prototypes, high-volume apps | Very fast | 1.5 KB/vector | | **768-dim** 🎯 | E-commerce, documentation search | Fast | 3 KB/vector | | **1024-dim** 🔒 | Legal, medical, mission-critical apps | Medium | 4 KB/vector | All models are FREE. No premium tiers, no upsells. **3. Dead Simple API** Generate embeddings in 3 lines of code: ```bash curl -X POST "https://api.ainative.studio/v1/public/{project_id}/embeddings/generate" \ -H "X-API-Key: YOUR_API_KEY" \ -d '{"texts": ["Your text here"], "model": "BAAI/bge-small-en-v1.5"}' ``` Response: ```json { "embeddings": [[0.1, 0.2, ..., 384 values]], "dimensions": 384, "model": "BAAI/bge-small-en-v1.5" } ``` ## Real-World Use Cases ### Vibe Coders: Ship Features Faster | Metric | Before ZeroDB | With ZeroDB | **Impact** | |--------|---------------|-------------|------------| | **Time to ship** ⏱️ | 1 week | 30 minutes | **96% faster** ⬇️ | | **Weekly cost** 💰 | $50/week | $0/week | **100% savings** 💸 | Example - Document Search for SaaS: ```python import requests API_KEY = "your_api_key" PROJECT_ID = "your_project_id" BASE_URL = "https://api.ainative.studio/v1/public" # Load docs (one-time) docs = [ {"id": "1", "text": "How to reset password: Click 'Forgot Password'"}, {"id": "2", "text": "How to upgrade plan: Visit Settings > Billing"} ] response = requests.post( f"{BASE_URL}/{PROJECT_ID}/embeddings/embed-and-store", headers={"X-API-Key": API_KEY}, json={"documents": docs, "namespace": "help_docs"} ) # Search when users ask search = requests.post( f"{BASE_URL}/{PROJECT_ID}/embeddings/search", headers={"X-API-Key": API_KEY}, json={"query": "I can't log in", "top_k": 3, "namespace": "help_docs"} ) ``` You just built semantic search in 20 lines of code. ### Startup Founders: Validate Ideas Without Breaking the Bank Build 3-4 product prototypes with ZeroDB, let users test them, see which gets traction, scale up the winner. **ROI Example:** | Metric | Result | |--------|--------| | **Development time** ⏱️ | 2 hours | | **Monthly cost** 💰 | $0 (free tier) | | **User engagement** 📈 | **+40%** ⬆️ (semantic search vs keyword) | | **Conversion rate** 🎯 | **+15%** ⬆️ (better recommendations) | ### SMBs: Compete with Enterprise Features Use ZeroDB for instant AI capabilities without hiring an ML engineer ($150K+ salary). **Impact:** | Metric | Improvement | |--------|-------------| | **Support ticket resolution** ⚡ | **40% faster** ⬇️ | | **Agent training time** 🎓 | **-60%** ⬇️ (AI helps find answers) | | **Customer satisfaction** 😊 | **+25%** ⬆️ | | **Cost** 💰 | **$0** (free tier handles 10K searches/month) | ## New: Claude Code Integration (MCP Server) **Install in seconds:** ```bash npm i ainative-zerodb-mcp-server ``` If you use Claude Code (Anthropic's coding assistant), you can now generate embeddings directly in chat. **MCP Tools Available:** | Tool | Function | |------|----------| | `zerodb_generate_embeddings` 🧮 | Generate vectors without storing | | `zerodb_embed_and_store` 📦 | One-step RAG workflow | | `zerodb_semantic_search` 🔍 | Natural language search | [View npm package and setup guide](https://www.npmjs.com/package/ainative-zerodb-mcp-server) ## Pricing: Free Tier That Actually Works | Feature | Free | Pro | Scale | Enterprise | |---------|------|-----|-------|------------| | **Price** 💰 | **$0/month** | $29/month | $99/month | Custom | | **Projects** 📁 | 3 | 10 | 50 | Unlimited | | **Vectors** 📊 | 10,000 | 100,000 | 1,000,000 | Unlimited | | **Requests/hour** ⚡ | 1,000 (86K/day) | 10,000 | 100,000 | Custom | | **Storage** 💾 | 1 GB | 10 GB | 100 GB | Custom | | **Embedding models** 🧠 | All (384/768/1024) ✅ | All ✅ | All ✅ | All ✅ | | **SLA guarantees** 📋 | ❌ | ❌ | ❌ | ✅ | | **Dedicated support** 🎧 | ❌ | ❌ | ❌ | ✅ | ## Getting Started (5 Minutes) **Step 1:** Visit [ainative.studio/signup](https://www.ainative.studio/signup) - no credit card required **Step 2:** Navigate to Settings → API Keys → Create API Key **Step 3:** Create a project: ```bash curl -X POST "https://api.ainative.studio/v1/public/projects" \ -H "X-API-Key: YOUR_API_KEY" \ -d '{"name": "My First AI Project", "tier": "free"}' ``` **Step 4:** Generate your first embeddings: ```bash curl -X POST "https://api.ainative.studio/v1/public/{project_id}/embeddings/generate" \ -H "X-API-Key: YOUR_API_KEY" \ -d '{"texts": ["AI-powered search is awesome!"]}' ``` That's it! You just generated production-ready embeddings. ## Real Developer Stories | Developer | Story | Impact | |-----------|-------|--------| | **Alex, Indie Hacker** 💻 | "I was spending $150/month on OpenAI embeddings. Switched to ZeroDB, same quality, $0/month. Used the savings to buy better coffee." | **100% cost reduction** 💰 | | **Sarah, CTO** 🚀 | "Built AI-powered docs search in one weekend. The API is so simple, I didn't need to read beyond the quick start guide." | **2-day delivery** ⏱️ | | **Jessica, Founder** 🎯 | "Tested 4 product ideas using free tier. Found the winner, got 100 beta signups, now upgrading to Pro. The ROI is insane." | **4 MVPs validated** 📊 | ## Comparison with Alternatives | Feature | ZeroDB (Free) | OpenAI | Pinecone | Weaviate | |---------|---------------|--------|----------|----------| | **Price** 💰 | **$0/month** ✅ | $0.13/1M | $70/mo | $25/mo | | **Setup Time** ⏱️ | **5 minutes** ⚡ | 30 minutes | 1 hour | 1 hour | | **Vectors (Free)** 📊 | **10,000** ✅ | Pay per use ❌ | 0 ❌ | 0 ❌ | | **Multi-Dimension** 🎯 | **✅ 384/768/1024** | ❌ 1536 only | ✅ Any | ✅ Any | | **MCP Integration** 🤖 | **✅ Yes** | ❌ No | ❌ No | ❌ No | | **Credit Card** 💳 | **❌ No** | ✅ Yes | ✅ Yes | ✅ Yes | ## Technical Specifications ### Embedding Models | Model | Dimensions | Processing Time | Best For | |-------|------------|-----------------|----------| | **BAAI/bge-small-en-v1.5** | 384-dim | ~380ms ⚡ | General search, prototypes | | **BAAI/bge-base-en-v1.5** | 768-dim | ~600ms | E-commerce, docs | | **BAAI/bge-large-en-v1.5** | 1024-dim | ~800ms | Mission-critical apps | ### API Endpoints | Endpoint | Purpose | |----------|---------| | `POST /v1/public/{project_id}/embeddings/generate` | Generate embeddings only | | `POST /v1/public/{project_id}/embeddings/embed-and-store` | Generate + store in one call | | `POST /v1/public/{project_id}/embeddings/search` | Semantic search | ### Rate Limits | Tier | Requests/Hour | |------|---------------| | **Free** 🆓 | 1,000 requests/hour | | **Pro** 💼 | 10,000 requests/hour | | **Scale** 📈 | 100,000 requests/hour | | **Enterprise** 🏢 | Custom | ## Join the Community | Resource | Link | |----------|------| | **🚀 Get Started Now (Free)** | [ainative.studio/signup](https://www.ainative.studio/signup) | | **📖 Documentation** | [docs.ainative.studio](https://www.ainative.studio/docs) | | **💬 Discord Community** | [discord.gg/ainative](https://discord.gg/ainative) | | **🐦 Follow Updates** | [@AINativeStudio](https://twitter.com/AINativeStudio) | | **📧 Questions?** | [support@ainative.studio](mailto:support@ainative.studio) | ## Special Launch Offer **For the first 1,000 signups:** Sign up in the next 7 days and get: | Bonus | Value | |-------|-------| | **✅ 6 months of Pro tier FREE** | $174 value 💰 | | **✅ Priority support** | 48-hour response time 🎧 | | **✅ Early access to new features** | Beta access 🚀 | | **✅ Founder's badge on your profile** | Exclusive badge 🏆 | | **✅ Swag pack** | Stickers, t-shirt mailed to you 📦 | No credit card required. Just sign up and email us at [founders@ainative.studio](mailto:founders@ainative.studio) with subject "Launch Offer". ## One Last Thing... We built ZeroDB Embeddings API because we were frustrated with the status quo. AI shouldn't be locked behind expensive APIs and complex infrastructure. It should be accessible, simple, and free for builders to experiment. If you're a vibe coder hacking on side projects at 2 AM, a founder validating your tenth startup idea, or an SMB competing with enterprise giants – this is for you. **Go build something awesome. We'll handle the embeddings.** **Ready to ship AI-powered search in 10 minutes?** 👉 [Sign up free at ainative.studio](https://www.ainative.studio/signup) --- *Published: December 14, 2025* *Author: AINative Studio Team* *Category: Product Announcements, API, AI/ML*

Introducing ZeroDB Embeddings API: Production-Ready Vector Search for Everyone

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