Hallucination Audits,
Run Against Your Model
We break your model’s answers into verifiable claims, check each against source, and return a grounded/ungrounded verdict per claim — plus the failure taxonomy that tells you what to fix first.
- B-114deliveredClaim extraction99.1% QA
- B-115deliveredSource check98.6% QA
- B-116in qaCitation audit74%
- B-117runningGrounding score38%
Domain experts who catch the hallucinations automated checks miss, ready to work in any tool.
Verification Skills
Pre-screened for fact-checking and source verification
Any Stack
Work in your eval platform or custom tooling
Domain Expertise
Specialists in legal, medical, finance, and more
One Team Running Your Hallucination Audit End to End
One programme, run end to end, rating outputs for accuracy, verifies claims against sources, and catches hallucinations across any domain or language.
End-to-End Delivery for Hallucination Audits
Domain experts across legal, medical, finance, and technical fields. Managed for fact-checking, source verification, and consistent rubric adherence.
Work Happens in Your Stack
Our delivery team operate inside your eval platform, annotation queue, or custom tooling. You control access. Your data stays where it is.
Your Workspace
Tools: Any Text Annotation Tool
Communicate and Manage Work
Built-in chat, instruction sharing, and everything you need to track delivery in one place. No separate apps required.
Secure Global Payments and Transparent Pricing
Pay our delivery team in any country from a single dashboard. You set the rates, we add a small fixed fee on top. No hidden costs, no chasing invoices.
Scale Hallucination Audits With a Global Network of Domain Experts
Every batch is reviewed before it reaches you. You get a shortlist of qualified our delivery team ready to start working in your tools. What we deliver:
How ReinforcedX Works for Hallucination Audits
Scope a project, commission qualified our delivery team, and manage everything from one platform. Your data and tools stay exactly where they are.
Scope Your Project and Get a Scope and Quote
Describe your audit scope, domains, and evaluation criteria. Receive proposals from our delivery team who have already been screened for fact-checking and domain expertise.
We Work In Your Tooling
We agree the spec, then run delivery inside your eval platform, annotation software, or custom tooling.
Communicate and Pay in One Place
Share instructions, message your team, and handle global payments from a single dashboard.
Post Your
Hallucination Audit
Job Now
Send us a sample batch and we will come back with a spec and a quote.
Large Project? We
Can Help.
A standing programme, run end to end, for continuous or large-volume work.
How Teams Scale Hallucination Audits
Specialists with domain expertise and fact-checking skills, ready to catch hallucinations in any field.
Start Building Your Hallucination Audit Team Today
Send us your first batch and get managed our delivery team who have the domain expertise and fact-checking skills your project requires.
Track delivery
FAQs About Hallucination Audits
Common questions about delivery our delivery team on ReinforcedX for hallucination audit projects.
What types of hallucination audit work can our delivery team handle?
How are our delivery team quality-gated for hallucination audit projects?
What tools or platforms can our delivery team work in?
Can our delivery team handle domain-specific audits?
How does pricing work for hallucination audit projects?
What is the difference between a single batch and a managed programme?
Deliver for Any Eval Harness or Internal Environment
Deliver hallucination auditors on ReinforcedX, then invite them to any eval tool, staging environment, or your own internal sandbox.
Join the #1 Platform for AI Delivery
Three ways to work with us, from a single batch to a standing programme.
Scope Your Project
Send us the spec and we scope the work, agree the quality bar, and start delivering. We run inside the tools you already use, so output lands where your team works.
Done-for-You
We staff, run, and QA the whole programme inside your tools. End-to-end operations for large or complex projects.
Join as an delivery lead
Keep a standing delivery pipeline running against your roadmap, with quality reported every week.
Working with us
How soon can hallucination audits work start?
Typically within a week or two of a scope being agreed. The first delivery is deliberately a small batch so you can check the output against your expectations before volume ramps.
What do you need from our team?
One process owner who knows the workflow, one engineer with access to the systems involved, and a weekly 45-minute review. No standing committee, and no requirement for an ML specialist on your side.
Who owns the output and the data?
You do. Datasets, labels, weights, evaluation suites and runbooks are yours and are handed over at the end. Your data trains your models only, with zero-retention provider settings by default.
Can you scale volume up quickly if we need it?
Yes, and the quality bar holds because the rubric and gold set are already agreed by that point. Ramping is a staffing question, not a re-scoping one, so it usually takes days rather than a new engagement.
We already have a vendor for this. Why switch?
Often you should not. The cases where teams move to us are when they cannot get a quality number out of their current vendor, or when the work is delivered as an opaque batch with no trace of how disagreements were resolved.
What happens after the engagement ends?
We stay on-call for 30 days at no extra cost, then move to an optional support retainer. Most teams also keep a quarterly evaluation review with us to catch drift early.