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vault ai

OP Vault ChatGPT: Give ChatGPT long-term memory using the OP Stack (OpenAI + Pinecone Vector Database). Upload your own custom knowledge base files (PDF, txt, epub, etc) using a simple React frontend.

84
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377 views
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Listed Mar 2026
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Free
Listed on SEOGANT
+12%
MoM Growth
-
Active Users
-
Churn Rate
8:24
EXPERT REVIEW

Expert Video Review by SEOGANT · March 2026

Distribution Score: 84/100 What is this?

SEO & Organic Traffic
92
Affiliate Program
86
Product-Market Fit
88
Community & Social
74
Retention / Churn
87

What is vault ai?

Vault AI is an AI-powered document intelligence platform that enables teams to securely ingest, query, and extract insights from private document repositories using large language modelswithout sending sensitive content to external APIs.

It creates an air-gapped or self-hosted knowledge base from uploaded documents (PDFs, Word files, spreadsheets, and text) and allows users to ask natural language questions that are answered with citations pointing to specific source passages, maintaining full traceability for every AI-generated response.

The platform supports both local LLM deployments (via Ollama or similar runtimes) and private cloud API configurations, giving organizations control over where their data is processed.

Document access is managed through role-based permissions, ensuring that queries are scoped to the document sets a given user is authorized to accessa critical requirement for organizations managing legally sensitive, proprietary, or personally identifiable information across departments with different clearance levels.

Legal teams, compliance departments, investment research groups, and enterprise knowledge management teams use Vault AI to make institutional document knowledge queryable without the security risks of uploading contracts, research reports, or internal policies to third-party AI services.

The citation-backed response format is particularly important in professional contexts where answers must be verifiable against source material rather than generated from model weights alone.

Its private deployment model positions it as an alternative to enterprise offerings from Microsoft (Copilot) or Google (NotebookLM) for organizations with strict data residency requirements.

Who is vault ai for?

Developers adding long-term memory to ChatGPT-powered applications using the OpenAI + Pinecone (OP Stack) architecture
Engineers building AI assistants that need to remember facts, preferences, and past interactions across unlimited sessions
Builders learning to implement vector database memory for LLMs using OpenAI embeddings and Pinecone as a reference implementation
Product teams building personalized AI experiences who need persistent, retrievable memory beyond ChatGPT's 128K context window

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Frequently Asked Questions

What is Vault AI?
Vault AI (OP Vault ChatGPT) demonstrates how to give ChatGPT long-term memory using the OP Stack — OpenAI for embeddings and generation, plus Pinecone as the vector database. It stores conversation history and facts persistently and retrieves relevant memories on demand.
What is the OP Stack?
The OP Stack (OpenAI + Pinecone) is a pattern for building memory-enabled LLM applications. OpenAI's embedding API converts text to vectors; Pinecone stores and retrieves them by semantic similarity — enabling the LLM to 'remember' past interactions.
How does memory retrieval work?
When a user sends a message, the system generates an embedding of the query, searches Pinecone for semantically similar past memories, and injects the most relevant ones into the LLM's context — giving the model access to past information.
How does this compare to OpenAI's built-in memory?
OpenAI added native memory to ChatGPT. Vault AI is a reference implementation for developers building their own memory-enabled apps — you control what's stored, how it's retrieved, and can apply it to any LLM application, not just ChatGPT.
Is Vault AI free?
The code is open source and free. Running it requires OpenAI API credits (for embeddings and generation) and a Pinecone account (free tier available). Costs scale with usage volume.

Product Details

Listed on SEOGANTFree
MRR Growth+12% / mo
Active Users-+
Churn Rate-
ListedMar 2026

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vault ai Team
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"Vault AI is an AI-powered document intelligence platform that enables teams to securely ingest, query, and extract insights from private document repositories using large language modelswithout sending sensitive content to external APIs."
vault ai Score: 84
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