RAG evaluation of 50 test questions, retrieval a
- RAG evaluation of 50 test questions, retrieval and hallucination scores
Fixed-price RAG analytics services with clear deliverables. LLM retrieval telemetry. Tracking semantic vector cluster densities, cosine similarity thresholds, and hallucination rates in enterprise RAG pipelines. From $429.
LLM retrieval telemetry. Tracking semantic vector cluster densities, cosine similarity thresholds, and hallucination rates in enterprise RAG pipelines.
RAG analytics services show whether your retrieval-augmented chatbot finds the right passages and whether its answers stay grounded. Omeiro tests with question sets, scores retrieval and hallucination rates, and tunes similarity thresholds so answers improve in measurable steps.
Without measurement, every prompt tweak is a guess. With it, you see what each change did.
RAG analytics begins with a test set. Collect real questions users ask, along with the documents that should answer them, so retrieval quality can be scored against a known right answer. Share how documents are chunked, which embedding model and vector store you use, and your prompt. Questions with no answer in your content are valuable too, since they show whether the system admits a gap or invents one.
A common mistake is judging a RAG system by a few demo questions. RAG analytics here measures whether the right passages are retrieved, whether the answer stays faithful to them and where thresholds let in irrelevant text. Findings are specific, such as chunks that are too long or a similarity cutoff set too low. Automated checks on the top tier rerun after each change, so a regression is caught early.
We collect real or realistic questions with known right sources.
Each question is checked for whether the right passage was fetched.
Responses are rated for faithfulness to the retrieved text.
Thresholds are adjusted and tracking is added going forward.
Packages cost $429, $929 or $1,699, one-time.
Scope is explicit, with delivery in 4, 7 or 12 days.
Vector database implementation and unstructured data extraction are in the Data Analytics division.
Fixed packages: Basic $429, Standard $929, Premium $1,699. You see the full price before you order, and you can also ask for a custom quote.
Delivery depends on the package: Basic 4-day delivery; Standard 7-day delivery; Premium 12-day delivery.
The Basic Package includes: RAG evaluation of 50 test questions, retrieval and hallucination scores. Higher packages add more scope, revisions and support.
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.
The share of answers containing claims not supported by the retrieved source text.
It measures and tunes retrieval settings such as similarity thresholds. It does not retrain a model.
Tell us your stack when you order and we will confirm fit.
Tests run automatically on each change, so a drop in answer quality is caught before release.
Chunking splits documents into passages before they are embedded. Passages that are too long dilute meaning and ones that are too short lose context, so chunk size strongly affects retrieval quality.
Common ones are whether the correct passage appears in the top results, how many retrieved passages are relevant, and whether the final answer is supported by them. These are scored on your own question set.
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, usually within 24 hours.
RAG Analytics Services is one part of the picture. Omeiro also builds fast websites, UI/UX systems, branding, video and technical SEO, so every channel works together.
Custom, ultra-fast websites built on Tailwind and modern web standards. Built for high conversion, clean architecture, and fast load times.
Interactive Figma wireframes, mobile app UI, typography palettes, and user journey prototypes for complete digital design systems.
Luxury commercial print, gold-foiled business cards, merchandise, corporate letterheads, and retail packaging suites.
Hollywood-grade animated stings, YouTube video openers, TikTok reels, and broadcast commercial bumpers.
Compete for page-one rankings with schema markup, site speed tuning, high-authority backlink architecture, and keyword clustering.
Scalable ad funnels across Google Search, Meta CAPI, LinkedIn B2B, and TikTok Ads designed for positive ROAS.
Every market sector has unique trust markers, visual standards, and buyer expectations. Explore our specialized solutions.
Secure patient web portals, clinic branding & local patient SEO.
High-authority law practice identities, case lead funnels & reputation.
Technical product specs, industrial vector schematics & B2B bids.
Investor decks, MVP web platforms, brand voice & rapid iteration.
Architectural crests, yard signs, luxury brochures & MLS listing integrations.
High-contrast vehicle fleet wraps, uniforms & local Google LSA pins.
Artisanal badges, neon signage, menus, packaging & online ordering.
Custom Shopify stores, unboxing suites, Meta CAPI & product 3D.
Speak directly with our Creative & Engineering Directors. Selected work is featured in our master portfolio.