Three Modules, Complete AI Infrastructure
AI Gateway for unified access, RAG Knowledge Engine for precise answers, Agent Memory for persistent context — plus enterprise-grade audit and compliance.
AI Gateway
A unified API interface 100% compatible with OpenAI SDK. One Key to access all leading AI models.
- 100+ AI models unified access
- OpenAI SDK fully compatible
- Multi-Gateway independent management
- Fallback model auto-failover
Advanced Gateway Management
Fine-grained control over each Gateway — from rate limits to request caching, full management.
- Rate limiting (RPM)
- Request caching (configurable TTL)
- Real-time token usage monitoring
- Multi-environment independent configs
Pay-as-You-Go
Gateway requires no subscription — pay per token from your balance. Subscribe to unlock RAG, Memory, and more.
- Gateway pay per token
- Subscribe to unlock RAG + Memory
- Credit packs roll over
- USD billing
RAG Knowledge Engine
Upload documents and start using immediately. AI answers from your data with source citations.
- PDF / Markdown / HTML support
- 6 smart chunking strategies
- Hybrid Search + Reranking
- Source citations with relevance scores
Document Processing
From upload to searchable — fully automated. Supports scanned PDFs with OCR and multilingual docs.
- Drag & drop auto-processing
- Scanned PDF auto-OCR
- Multilingual support
- Project-level knowledge isolation
Agent Memory
Give AI persistent memory across conversations. Remember user preferences for personalized experiences.
- Cross-conversation persistent memory
- Semantic search for related memories
- LLM auto-extraction of key info
- Episode conversation tracking
Audit Log
Complete recording of all AI interactions. Export reports and tamper-proof audit chains — the core driver for enterprise upgrades.
- Full AI interaction logging
- Business+ report export
- Tamper-proof Hash Chain
- Compliance report templates
Security & Compliance
Enterprise-grade security standards — from encryption to PII masking, comprehensive protection.
- End-to-end encryption
- Project-level data isolation
- PII auto-masking (Business+)
- Customer data never used for training
Budget & Monitoring
Real-time AI usage insights. Set budget caps and alerts for complete cost transparency.
- Monthly budget caps
- Overspend alert notifications
- Real-time token consumption reports
- Webhook event push
From Upload to Answer, Fully Automated
No technical background needed. Vecstruct handles everything behind the scenes. See how your documents become precise AI answers.
One API, Access All AI Models
With Vecstruct AI Gateway, you only need one API Key to use 100+ AI models from OpenAI, Google, Anthropic, and more. When a model is temporarily unavailable, the system automatically switches to a backup model to ensure uninterrupted service.
Drag & Drop, AI Understands Your Files
After uploading PDF, Markdown, HTML, or other documents by drag and drop, the system automatically parses content, intelligently segments paragraphs, and builds a searchable knowledge index. The entire process is fully automated — no extra steps needed.
Understands Your Intent, Not Just Keywords
When you ask AI a question, the system simultaneously uses semantic understanding and exact matching to search your knowledge base. Even if your question is vague or uses different wording, AI can accurately find relevant content.
Filters Noise, Delivers Only the Most Accurate Answers
Search results go through deep analysis — the system automatically filters out irrelevant content, keeping only the most accurate knowledge fragments. Every answer includes source citations and relevance scores so you can verify reliability.
Your Data, Fully Protected
Each project's data is completely isolated. All data is encrypted in transit and at rest. Vecstruct never uses your data to train AI models, and enterprise plans include automatic PII masking.
Every AI Interaction, Fully Recorded
All AI conversations, knowledge base queries, and memory operations are fully recorded. You can review usage and cost details anytime. Enterprise plans support report export and tamper-proof audit chains for compliance.