Omeiro AI Automation

LLM Hallucination Detection Services Packages & Pricing.

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.

Clear Delivery Times
Revisions Included
Packages

Choose your Hallucination Detection & Grounding Gates package

Automated output verification scoring generated assertions against source context vectors. Blocking ungrounded facts, mathematical discrepancies, and synthetic fabrications before delivery.

Basic Package

Grounding check scoring answers vs sources for 1

$359USD / one-time
5-day delivery1 round + 30-day fixes
  • Grounding check scoring answers vs sources for 1 RAG app
Select Basic
Popular
Standard Package

Claim-level verification, number checks, block/f

$789USD / one-time
8-day delivery1 round + 30-day fixes
  • Claim-level verification, number checks, block/flag rules, eval report
Select Standard
Best Value
Premium Package

Custom judge model, dashboard, regression tests,

$1,599USD / one-time
13-day delivery1 round + 60-day fixes
  • Custom judge model, dashboard, regression tests, 30 days support
Select Premium

LLM hallucination detection services that check answers against sources

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.

LLM hallucination detection: deciding what to block and what to flag

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.

Who needs answers that are checked first

  • Teams whose RAG assistant occasionally states things no document says.
  • Regulated businesses where a made-up figure is a real problem.
  • Product owners wanting ai output verification before a public launch.
  • Engineers searching for grounded ai responses without rebuilding their stack.

Detection packages

  • Basic: a grounding check scoring answers against sources for one RAG app.
  • Standard: claim-level verification.
  • Standard adds number checks, block or flag rules and an evaluation report.
  • Premium: a custom judge model.
  • Premium adds a dashboard, regression tests and 30 days of support.

How verification is added

1

Collect failures

We gather examples where your system went wrong.

2

Build the checker

Answers are compared with sources, claim by claim where included.

3

Set the rules

You decide whether weak answers are blocked, flagged or sent for review.

4

Measure

A report shows how many problem answers were caught.

Why Omeiro for reduce LLM hallucinations consulting

Prices upfront

Packages cost $359, $789 and $1,599, one-time.

Stated checks

Each tier lists its checks, with delivery in 5, 8 or 13 days.

Quality neighbours

LLM evaluation and corrective RAG are in the same AI Automation division.

FAQ

LLM Hallucination Detection Services: common questions

LLM Hallucination Detection Services pricing: how much does it cost?

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.

How long does AI output verification take?

Delivery depends on the package: Basic 5-day delivery; Standard 8-day delivery; Premium 13-day delivery.

What is included in the Basic Package?

The Basic Package includes: Grounding check scoring answers vs sources for 1 RAG app. Higher packages add more scope, revisions and support.

Can I get a custom grounded AI responses package?

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.

Can hallucinations be eliminated?

No. Verification catches many unsupported claims, but it cannot promise zero.

Does it slow responses?

Checking adds some time, which we discuss during setup.

What happens to a flagged answer?

Standard lets you choose to block it, flag it or route it for review.

Do I need a RAG app?

The packages check answers against retrieved sources.

What causes hallucinations in RAG applications?

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.

How do you measure a hallucination rate?

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.

Custom Package

Didn't find what you're looking for?

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.

Cross-Division Brand Acceleration

Beyond AI Automation: Deploy Your Complete Brand & Technology Ecosystem.

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.

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