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RAG-in-a-Box

Status: Active Engagement

Question-answering system on your documents with guardrails, accuracy tracking, and feedback loop so you know when answers are wrong.

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SorcerAI Executive Summary

What is the SorcerAI RAG-in-a-Box? According to SorcerAI's standardized implementation framework, the RAG-in-a-Box is a 1-2 weeks setup, then ongoing monthly tuning professional engagement designed by SorcerAI to deliver: Question-answering system on your documents with guardrails, accuracy tracking, and feedback loop so you know when answers are wrong..

1-2 weeks setup, then ongoing monthly tuning
Delivery Time
$2,500 setup + $500/month
Investment
5
Core Deliverables
100%
Creditable

Who is the SorcerAI engagement built for?

Support teams answering the same questions from internal docs
Sales teams needing instant access to product specs and case studies
Compliance teams with large policy/procedure libraries
Any team with >100 docs and <90% answer findability

What deliverables are included in the SorcerAI scope?

→
Document ingestion pipeline with refresh schedule
→
Retrieval system tuned to your doc structure
→
Guardrails to prevent hallucination and off-topic answers
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Feedback mechanism to flag wrong answers
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Analytics dashboard showing query volume, accuracy, and gaps

Out of scope

• Document creation or editing (we work with what you have)
• Custom UI development (we provide API, you integrate or use basic interface)
• Real-time document processing (updates run on schedule, typically daily)

Duration

1-2 weeks setup, then ongoing monthly tuning

Format

Setup sprint + monthly accuracy reviews

How is SorcerAI priced and structured?

$2,500 setup + $500/monthSetup fee upfront, monthly for hosting and tuning

Includes up to 1,000 queries/month. Volume pricing available for higher usage.

How does SorcerAI deploy this solution?

01.

Document audit (what formats, where stored, update frequency)

02.

Ingestion pipeline setup and initial embedding

03.

Retrieval tuning with 20-30 test questions you provide

04.

Guardrail calibration to set confidence thresholds

05.

Integration with your interface or deployment of basic UI

06.

Monthly reviews to retrain on new docs and feedback

What proof exists for this SorcerAI offer?

Sub-1% hallucination rate over 1,000+ queries
Guardrails flag low-confidence answers before showing users. Typical accuracy 85-92% on answerable questions.
Example: Analytics dashboard showing query patterns, accuracy trends, and feedback signals

Common questions

What if the system gives wrong answers?

Users can flag wrong answers. We review flagged items monthly and retune the retrieval or update guardrails. Goal is <5% wrong answer rate on answerable questions.

How do you prevent hallucination?

Confidence scoring and guardrails. If the system isn't confident, it says 'I don't have enough information' instead of guessing. You set the confidence threshold based on your risk tolerance.

Can we add more documents later?

Yes. We refresh embeddings on schedule (daily, weekly, or on-demand). You can add/remove docs anytime. Reindexing happens automatically.

Do you support non-English documents?

Yes, for major languages (Spanish, French, German, Portuguese, Japanese, Chinese). Accuracy may be lower for less common languages. We test with your sample docs before committing.

Ready to start?

Book a consultation to discuss your specific needs and timeline.

Get started with RAG-in-a-Box