# RAG Readiness Checklist (Free) Review A free, practitioner-written checklist covering retrieval, evaluation, guardrails, security, cost, and launch risks for RAG builders. ## Editor's Score: 65/100 Capability scores 12 because this is a static PDF checklist with no scoring engine, no framework integrations, and no automated checks; every named directory competitor delivers more functional depth, and even free alternatives in the broader RAG space (Ragas, Promptfoo) offer interactive evaluation rather than a document. Ease of use scores 20 because a PDF download from Gumroad has essentially zero onboarding friction; there is nothing to configure or learn. Value scores 22 because the price is $0 with no upsell, which is hard to fault, though the narrow scope limits how much value a buyer actually extracts. Delivery scores 11 because no third-party reviews, ratings, or community discussion were found for this specific product, the author's update policy is unstated, and a static document in a fast-moving technical domain carries real risk of becoming outdated without notice; there is no mechanism for the buyer to know when the content is stale. ## Pros - Covers six distinct RAG risk domains in one document, including cost and guardrails that most free checklists omit. - Completely free with no account wall, no email capture beyond Gumroad's standard flow, and no paid upsell. - Authored by a named practitioner with a stated no-fake-metrics stance, which is a meaningful signal in a space full of AI-generated filler content. ## Cons - Static PDF format means no scoring, no automated checks, and no version updates when RAG tooling or best practices change; a checklist that was current at publication can become misleading within months in this space. - No integration with any evaluation framework (Ragas, Promptfoo, LangSmith, or similar), so every item on the checklist requires the user to manually map it to their own stack. - Scope is narrow by design: it is explicitly a pre-ship sanity check, not a production monitoring framework, so its usefulness ends roughly at the moment of first deployment. ## Pricing Free. - Free: $0 Pricing reflects what we saw at the time of review (2026-09). Confirm current pricing on the official site. Category: AI Coding & Dev Tools (https://aitoolseekers.com/category/ai-coding-dev-tools) Official site: https://sandeshkale.gumroad.com/l/bhsnp Last verified by a human: 2026-09-28 Reviewed by a human at AI Tool Seekers, a hand-reviewed AI tools directory. Every listed tool is verified by a person before publishing. Scores are editorial opinions from a fixed rubric (capability, ease of use, value, delivery on promise) and cannot be bought; there is no pay-to-rank. Directory: https://aitoolseekers.com This review: https://aitoolseekers.com/tools/rag-readiness-checklist-free Methodology: https://aitoolseekers.com/how-verification-works ## Verdict Best for solo developers or small teams who have a working RAG demo and need a structured, no-cost sanity check before pushing to production. It covers more ground than most free checklists by pairing retrieval quality with guardrails and cost risk in one document, but it is a static PDF artifact, not an interactive tool, so it offers no scoring, no automated checks, and no updates when the RAG tooling landscape shifts. If you need ongoing evaluation infrastructure or a living framework tied to a specific stack, look elsewhere. Best for: RAG builders doing a pre-launch risk review on a tight budget Not for: Teams needing automated, interactive, or continuously updated evaluation tooling ## Overview RAG Readiness Checklist (Free) is a downloadable PDF checklist authored by Sandesh Kale, a Singapore-based practitioner, and distributed at no cost through Gumroad. Its stated purpose is to give RAG builders a structured pre-ship review covering six domains: retrieval quality, evaluation, guardrails, security, cost, and launch risks. The author explicitly positions it as a companion to a separate n8n PDF RAG and Eval Starter resource, so it fits into a small ecosystem of practitioner-made tools rather than standing alone as a complete platform. What separates it from the many generic RAG checklists circulating online is the explicit inclusion of cost risk and guardrails alongside the more common retrieval and security items. Most free checklists stop at retrieval and security; folding in cost modeling and guardrail validation before launch is a more complete framing for teams that have actually tried to ship a RAG system and hit unexpected token bills or hallucination edge cases. The honest limitation is format. This is a static document, not a tool. There is no scoring engine, no integration with evaluation frameworks like Ragas or Promptfoo, and no mechanism for the checklist to stay current as the RAG tooling landscape changes. A developer who has already read widely on RAG production readiness will find limited new ground here. Its value is almost entirely in the curation and the zero-friction price. ## Who should use it This checklist is most useful for an independent developer or a small startup team that has built a RAG prototype and is preparing for a first real-user deployment. If you have never shipped a RAG system before, the six-domain structure gives you a concrete checklist to work through rather than having to assemble one from scattered blog posts. It is also a reasonable reference for a solo consultant doing a quick pre-launch audit for a client who cannot afford a full evaluation framework. If you are on a team that needs repeatable, automated evaluation, a scoring dashboard, or integration with existing CI/CD pipelines, this static PDF will not serve you. In that case, Qveris from our directory offers API-connected agent infrastructure that can be wired into a more automated evaluation workflow. For developers who want a richer coding and AI development environment rather than a reference document, Cursor provides a full AI-assisted IDE experience that goes well beyond a checklist. ## FAQ Q: How much does the RAG Readiness Checklist cost? A: It is free. The Gumroad listing is priced at $0 USD with no paid tiers or upsells. Q: What format does the checklist come in? A: It is a downloadable PDF distributed through Gumroad. There is no web app, interactive tool, or SaaS version. Q: What topics does the checklist cover? A: Six areas: retrieval quality, evaluation, guardrails, security, cost risk, and launch risks. The author explicitly excludes fake or synthetic metrics. Q: Is this checklist tied to a specific RAG framework or stack? A: No. It is stack-agnostic. It is described as a companion to the author's n8n PDF RAG and Eval Starter, but the checklist itself does not require n8n or any specific tooling. Q: Who made this and can I trust the content? A: It was authored by Sandesh Kale, a Singapore-based practitioner. The author's stated no-fake-metrics policy is a positive signal, but the checklist has not been independently audited or peer-reviewed as far as publicly available information shows. Q: Will the checklist be updated as RAG best practices evolve? A: There is no publicly stated update policy. As a static PDF sold through Gumroad, updates depend entirely on the author choosing to revise and re-upload the file.