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RAG architecture decision guide

The retrieval decisions that matter, and the trade-off behind each, from a system running at scale.

What you get

  • Chunking strategy, and where each one breaks
  • Embedding choice
  • Index type
  • Hybrid retrieval and reranking

$290

One payment. USD.

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$290 once. You are buying from NexManas Tech Pvt Ltd, trading as MetaMinds, which issues your invoice. Payment is taken on Razorpay’s own page, so your card details never reach this site.

Who this is for

Three ways to tell whether this applies to you.

If none of these describes your situation, this is the wrong product, and the catalog has nine others.

  • You are choosing a retrieval architecture and the decision is hard to reverse
  • You want to know where each option breaks before you find out in production
  • You are past the prototype and the corpus is growing
What is in it

The file, before you buy it

Read from the artifact itself rather than described, so what is printed here and what arrives cannot drift apart.

  1. The order to decide in
  2. Chunking, and where each strategy breaks
  3. Embedding choice
  4. Index type
  5. Hybrid retrieval and reranking
  6. What MetaMinds runs, with the numbers
  7. The evaluation harness, which is what makes any of this real
  8. Decision summary
  9. Sources
9 sections, every one named above.
What it resolves

The order to decide in

Four decisions taken out of order is how a retrieval system gets rebuilt twice.

4 decisions, in the order that stops you making them twice.

The guide's first section is the order to decide in. Choosing an index before the chunking is settled, or adding a reranker to compensate for an embedding nobody revisited, is how a retrieval system gets rebuilt.

  1. 01Chunking, and where each strategy breaksChunking decides what a single retrievable unit is.
  2. 02Embedding choiceThe dimensions that actually matter, in the order they usually decide it.
  3. 03Index typeThree parameters.
  4. 04Hybrid retrieval and rerankingDense vectors and keyword search fail differently, which is exactly why combining them works.

The guide also publishes what MetaMinds runs, with the numbers, and the evaluation harness that makes a change to any of the four measurable rather than a matter of opinion.

SourceSection headings read from deliverables/T1-ENG-01/rag-architecture-decision-guide.html at build time.

Before you buy

Delivery and license

Stated here rather than in the terms, because these are the questions asked before a purchase and not after it.

Delivery
Immediate download.
License
Single organization, internal use, perpetual. Adapt it for your own systems freely. Do not resell it or publish it as your own.

HTML · Four decisions in dependency order, with where each option breaks · Version 1.0 · 21 September 2026

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Can I buy this today?

Yes. It is $290, one payment, in USD, and the file downloads as soon as the payment clears.

What if I want the work done rather than the file?

The fixed-scope engagements on the services page cover the same ground with a person doing the work, at a published price and a fixed duration. Those are available now: a vendor AI assessment at $2,500 over three days is the smallest, an EU AI Act readiness assessment is $4,900 over one week, and an ISO/IEC 42001 gap assessment is $8,900 over two to three weeks.

What exactly is RAG architecture decision guide?

The retrieval decisions that matter, and the trade-off behind each, from a system running at scale. It is a Tier 1 instant product from MetaMinds, listed at $290 in USD as a single payment. Tier 1 is the entry rung of a three-tier catalog: instant products from $99 to $890, fixed-scope engagements from $2,500 to $8,900, and scoped builds from $18,000.

What happens after I pay?

The download link and your invoice are emailed to you immediately, and the link stays good for 30 days and up to 20 downloads. Because a file you have already downloaded cannot be returned, the checkout asks you to confirm before paying that downloading ends your 14-day right to withdraw. That is Article 16(m) of the Consumer Rights Directive, and it is why the box is there and why it starts unticked.

It downloads the moment you pay.

No call, no scoping, no waiting. If you would rather a person did this work, the engagements on the services page cover the same ground at a fixed price and a fixed duration.