Grounding check scoring answers vs sources for 1
- Grounding check scoring answers vs sources for 1 RAG app
Fixed-price LLM hallucination detection services with clear deliverables. Automated output verification scoring generated assertions against source context vectors. Blocking ungrounded facts, mathematical discrepancies, and synthetic fabrications before delivery. From $359.
Automated output verification scoring generated assertions against source context vectors. Blocking ungrounded facts, mathematical discrepancies, and synthetic fabrications before delivery.
LLM hallucination detection services verify that each claim in an AI answer is supported by the source documents before the user sees it. Omeiro scores answers against the retrieved context, blocks or flags unsupported statements and checks numbers that do not add up.
Higher tiers verify claim by claim and add a custom judge model.
Not every unsupported statement is equally risky. LLM hallucination detection lets you choose different responses: block a wrong dosage or price, flag a loosely worded summary, and let harmless pleasantries through. Before ordering, sort the answers your app gives by consequence, and define what counts as supported by the sources. Provide examples of past mistakes, because the detector is tuned against them and then tested on them again afterwards.
Detection depends on retrieval. If the right passage never reaches the model, an answer can be wrong and still look grounded in whatever was retrieved, so check retrieval quality alongside verification. LLM hallucination detection also carries a latency cost, since each answer is checked before delivery, so decide whether you prefer slower, safer replies or a flag after the fact. A custom judge model on Premium can be tuned to your domain vocabulary and checked against human labels.
We gather examples where your system went wrong.
Answers are compared with sources, claim by claim where included.
You decide whether weak answers are blocked, flagged or sent for review.
A report shows how many problem answers were caught.
Packages cost $359, $789 and $1,599, one-time.
Each tier lists its checks, with delivery in 5, 8 or 13 days.
LLM evaluation and corrective RAG are in the same AI Automation division.
Fixed packages: Basic $359, Standard $789, Premium $1,599. You see the full price before you order, and you can also ask for a custom quote.
Delivery depends on the package: Basic 5-day delivery; Standard 8-day delivery; Premium 13-day delivery.
The Basic Package includes: Grounding check scoring answers vs sources for 1 RAG app. 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.
No. Verification catches many unsupported claims, but it cannot promise zero.
Checking adds some time, which we discuss during setup.
Standard lets you choose to block it, flag it or route it for review.
The packages check answers against retrieved sources.
Common causes are missing or irrelevant retrieved passages, ambiguous questions and a model filling gaps with plausible text. Better retrieval reduces the problem, and verification catches what remains.
By taking a set of test questions, having people or a trusted judge mark which answers contain unsupported claims, and counting them. The same set can then be rerun after each change.
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.
LLM Hallucination Detection 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.