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The Janitor for Enterprise RAG.

80% of RAG failure happens before retrieval. We clean your data, detect conflicts, and enforce knowledge base integrity before it hits your Vector DB.

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Built for teams who can't afford hallucinations.

terminal — zsh
➜~chunkops scan ./docs --strict
⚡ Analyzing 14 documents...
🔍 Extracting semantic claims...
Conflict Detected
Subject: "Meal Allowance"
- Old_Policy.pdf: $75/day
+ New_Policy_2025.pdf: $100/day
?Action required: [M]erge, [O]verwrite, [I]gnore

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Why your RAG is failing.

Vector databases are amnesic. They don't know what's true, only what's similar. We fix the data before ingestion.

Conflict Detective

Policies change. 'Per Diem = $75' vs '$100'. We semantically detect contradictions between old and new docs so your LLM doesn't hallucinate.

Semantic De-Duplication

Don't index 20 versions of 'Holiday Policy - Final (1).pdf'. We compare paragraph-level structure to merge duplicates and keep only the truth.

Golden Q&A Generator

Auto-generate 100s of QA pairs from your docs to regression test your RAG. Know immediately if a new document breaks your accuracy.

One-Click Data Sources

Connect Google Drive, Notion, Confluence, S3, or SharePoint in seconds. Auto-sync keeps your RAG data fresh—no custom pipelines needed.

Drive
Notion
Confluence
S3
SSharePoint

Built for teams building Intelligence.

Whether you are maintaining internal policies or building production RAG apps, garbage in means hallucination out.

AI & Data Engineering

Stop debugging hallucinations manually. Use ChunkOps as your CI/CD for Context. We sanitize your embedding pipeline so your vector DB only indexes the semantic truth.

SaaS Support Bots

Your chatbot is down-selling your product because it quoted an old help article. We detect when "Feature X" docs contradict your latest release notes.

HR & Compliance

High version churn on policies creates legal risk. If `Travel_Policy_2024` conflicts with `2025`, we flag it before your employees get the wrong answer.

Finance & Operations

Reimbursements, audit docs, and SOPs. When procedures change, your RAG needs to know instantly. No more stale data polluting your answers.

Why ChunkOps?

Garbage In, Garbage Out

Vector DBs are amnesic. They don't know what's true, only what's similar. We fix the data before ingestion.

Logic over Parsing

We don't just split text. We reason about dates, monetary values, and policy hierarchies to detect conflicts.

RAG CI/CD

Treat your knowledge base like code. Version control, unit tests, and rollback for your enterprise memory.

Let's build better RAG together.

Whether you have questions, feedback, or just want to chat about RAG — our inbox is always open.

hello@chunkops.aiWe respond within 6h