Basic Package
Chunk relevance grading
$429USD / one-time
5-day delivery1 round + 30-day fixes
- Chunk relevance grading
- query rewrite for 1 RAG app
Omeiro AI Automation
Corrective RAG Services
Packages & Pricing.
Fixed-price corrective RAG development with clear deliverables. Dynamic retrieval verification pipelines assessing chunk confidence. Automatically reformulating ambiguous queries, falling back to web search when documents lack coverage. From $429.
Clear Delivery Times
Revisions Included
Packages
Choose your Corrective RAG (CRAG) Self-Verification package
Dynamic retrieval verification pipelines assessing chunk confidence. Automatically reformulating ambiguous queries, falling back to web search when documents lack coverage.
Standard Package
Full CRAG flow in LangGraph with web-search fall
$929USD / one-time
9-day delivery1 round + 30-day fixes
- Full CRAG flow in LangGraph with web-search fallback, eval report
Premium Package
Multi-source CRAG, answer verification, monitori
$1,899USD / one-time
14-day delivery1 round + 60-day fixes
- Multi-source CRAG, answer verification, monitoring, 30 days support
Corrective RAG development for answers that check themselves
Corrective RAG development adds a verification step to retrieval, so your assistant stops answering from documents that do not actually contain the answer. Omeiro grades each retrieved chunk for relevance, rewrites vague queries and, where coverage is missing, falls back to web search.
The same flow can be built in LangGraph, with an evaluation report that shows how accuracy changed.
Who should add self-checking to RAG
- Teams whose RAG app gives confident answers drawn from the wrong document.
- Engineers hearing 'the bot is wrong sometimes' and unsure where retrieval fails.
- Product owners requesting rag accuracy improvement services before a wider launch.
- Developers looking for a crag pipeline implementation on top of an existing index.
Corrective RAG packages
- Basic: chunk relevance grading and query rewriting for one RAG app.
- Standard: a full corrective RAG flow in LangGraph.
- Standard adds web-search fallback and an evaluation report.
- Premium: multi-source corrective RAG.
- Premium adds answer verification, monitoring and 30 days of support.
How a corrective layer is added
1
Baseline your app
We run sample questions through your current system and record where it goes wrong.
2
Add grading
Retrieved chunks are scored, and weak ones are discarded or flagged.
3
Rewrite and fall back
Unclear questions are rephrased, and missing coverage triggers a fallback source.
4
Measure again
The same questions are rerun so you can compare before and after.
Why Omeiro for corrective RAG work
Price upfront
Packages cost $429, $929 and $1,899, one-time.
Clear stages
Each tier states what is added, with delivery in 5, 9 or 14 days.
RAG neighbours
Reranking and hybrid search are in the same AI Automation division.
FAQ
Corrective RAG Development: common questions
Corrective RAG Development pricing: how much does it cost?
Fixed packages: Basic $429, Standard $929, Premium $1,899. You see the full price before you order, and you can also ask for a custom quote.
How long does self verifying RAG systems take?
Delivery depends on the package: Basic 5-day delivery; Standard 9-day delivery; Premium 14-day delivery.
What is included in the Basic Package?
The Basic Package includes: Chunk relevance grading; query rewrite for 1 RAG app. Higher packages add more scope, revisions and support.
Can I get a custom crag pipeline implementation package?
Yes. If none of the packages fits, use the custom package form on this page to describe what you need, and our team sends you a fixed price.
Do I need a RAG system already?
Basic builds on one existing RAG app, so yes.
Will web fallback expose private data?
The fallback searches the public web. We configure what is sent, and you can switch it off.
How is this different from reranking?
Reranking orders results. Corrective RAG judges whether they are good enough and acts when they are not.
Which frameworks do you use?
LangGraph for the full flow.
Custom Package
Didn't find what you're looking for?
Need a different number of concepts, a full brand kit, a faster deadline or something else? Tell us what you need and we'll put together a custom package for you and reply soon.
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