Reduce hallucinations and errors in production by 90%+. Verified Workflows routes AI outputs to skilled reviewers who validate, correct, and improve them — so your models ship with confidence.
Trusted by AI teams building with
Everything you need to validate and improve your models with human feedback
Certified reviewers validate your AI outputs against your standards. Catch hallucinations, errors, and edge cases before they reach users.
Tasks are routed to available reviewers instantly. Express tasks get reviewed in minutes, not hours.
Export reviewer corrections as DPO pairs to fine-tune your models. Turn human feedback into better AI.
Route medical, legal, and technical tasks to certified reviewers. Ensure domain experts handle sensitive content.
Require multiple reviewers to agree on critical tasks. Catch edge cases with parallel review workflows.
Integrate human review into your pipeline with a simple REST API. Webhooks notify you when tasks complete.
Human review for every AI output type
Validate TTS outputs, transcription accuracy, and voice synthesis quality. Catch robotic artifacts, mispronunciations, and pacing issues.
Audit AI-generated clinical notes, transcription, and medical reports. Route to HIPAA-trained reviewers with medical domain certification.
Check AI-generated contracts, briefs, and legal documents. Ensure accuracy of citations, clauses, and jurisdiction-specific language.
Verify OCR accuracy for invoices, receipts, and forms. Correct misreads, validate bounding boxes, and extract structured data.
Review AI translations for cultural nuance, context, and accuracy. Verify localization quality across 50+ languages.
Validate AI-generated code for correctness, security vulnerabilities, and style compliance. Catch logic errors AI models miss.
Three steps to human-validated AI outputs
Send tasks with your review criteria — audio, text, images, or structured data. REST API with idempotency keys and HMAC-signed webhooks.
Skilled reviewers check content against your guidelines. They approve, correct, or flag issues. Skill gating routes to domain experts.
Get validated results via webhook instantly. Export corrections as DPO pairs to fine-tune your models and continuously improve.
Pay per task. No subscriptions, no minimums.
For most review tasks
For time-sensitive reviews
Every new account gets 100 free tasks. No credit card required. A task is one AI output (one transcript, document, or code snippet).
Need higher volume? Contact us for custom enterprise pricing.
Everything you need to know about Verified Workflows
Verified Workflows supports text, audio, images, documents, and structured data. We specialize in AI-generated content including LLM outputs, speech transcripts, OCR extraction, translations, and code review.
Standard tasks are reviewed within 24 hours. Express tasks with certified reviewers are completed within 1 hour. Priority routing ensures time-sensitive work is always handled first.
Tasks with specific domain requirements are routed only to reviewers who hold active certifications in that area. We support medical, legal, audio, translation, text, and data extraction skills. Each certification requires passing a rigorous domain-specific exam.
Yes, the Express plan includes training data export in DPO (Direct Preference Optimization) format. You receive structured pairs of AI outputs and human corrections that you can use to fine-tune your models.
Every new account receives 100 free tasks. No credit card required. You only start paying when you're ready to scale. There's no time limit on the free tasks.
Submit tasks via our REST API with a simple curl command. Results are delivered via webhook with HMAC-signed payloads for security. We support idempotency keys for safe retries and batch operations for high-volume workflows.
Start with 100 free tasks. No credit card required.