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for Human in the Loop Feedback

Instant access to industry experts for LLM development

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Integrate Expert Human Reviews into Your Tests Seamlessly with Our SDK

SDK Workflow
import mirror

    # Initialize the client
    client = mirror.Client(api_key="your_api_key")

    # Step 1: Submit AI job for expert review
    submission_id = client.submit_for_review(
        llm_input="Review the patient's symptoms and provide a diagnosis: sore throat, itchy eyes, sneezing in morning only, no fever.",
        llm_output="The patient's symptoms suggest seasonal allergies.",
        specialist_uuid="1234-5678-90ab-cdef",
        metadata={"case_id": "12345", "urgency": "high"}
    )

    print(f"Submission {submission_id} sent. Awaiting results...")

    # Step 2: Register a webhook to receive review status updates automatically
    client.register_webhook(
        url="https://yourdomain.com/webhook-endpoint",
        event_type="review_status_update"
    )

    # Optionally, check review status manually
    status = client.get_review_status(submission_id)
    print(f"Review status: {status}")

    # Step 3: Get review results when ready
    results = client.get_review_results(submission_id)
    print(f"Review results: {results}")
  

With Mirror's SDK, you can seamlessly integrate expert reviews into your AI workflow. Submit your model's input and output for feedback, track the review status, and retrieve expert insights directly through a simple API, ensuring higher accuracy and trust in your AI results.

Work on a Per Task Basis with Hand-picked experts for your specific needs

Expert Profile Examples

Profile 1 of 3
Sarah Johnson, Esq.

Sarah Johnson, Esq.

Corporate Lawyer & Regulatory Compliance Specialist

New York City, NY, USA
English, Spanish
Eastern Time - New York (ET)

Specialization

Corporate Law, Securities Regulation, Mergers & Acquisitions

Sub-specialties

Contract Negotiation and Drafting
Securities Law Compliance
Merger & Acquisition Transactions
Corporate Governance

Qualifications & Certifications

  • Juris Doctor (J.D.)

    Harvard Law School, 2005

  • Bachelor of Arts in Economics

    Yale University, 2002

  • Admitted to New York State Bar

    New York State Bar Association, 2006

  • Certified Information Privacy Professional (CIPP/US)

    International Association of Privacy Professionals, 2010

Additional Information

Professional Affiliations

  • American Bar Association
  • New York City Bar Association
  • Association of Corporate Counsel

Collaboration Preferences

  • In-person meetings for sensitive discussions
  • Secure email for document sharing
  • Video conferencing for remote client meetings

Ethical Stance

Committed to upholding the highest standards of legal ethics and client confidentiality. Advocate for transparency in corporate governance and responsible business practices.

Compensation

8+/task

Preferred Project Types

Mergers & Acquisitions
Securities Regulation Compliance
Corporate Governance Consulting
Regulatory Risk Assessment

Flexible Pricing for Your Needs

Pay Per Task

Pay per task with Mirror's flexible pricing model. Each expert sets their own rates, allowing you to choose the right specialist for your needs and budget. No long-term commitments—just access to top-tier expertise whenever you need it.

  • Choose experts based on your specific requirements
  • Transparent pricing with no hidden fees
  • Scale up or down as your needs change

Cost Comparison: Traditional Hiring vs. Mirror

Traditional Hiring

Full-time professional: $200,000 - $1m per year

Consultant: $100 - $480 per hour

Additional costs:

  • Benefits
  • Health insurance
  • Office space
  • Equipment

Mirror

  • Pay only for specific tasks
  • No long-term commitment or overhead costs
  • Access to a range of specialists

Estimated cost: $17 - $480 per task

Value Proposition of On-Demand Service

Deep Subject Matter Experts

Medical Experts

Access experienced healthcare professionals, including doctors, researchers, and specialists. Enhance your medical AI with expert knowledge in diagnostics, treatment plans, and cutting-edge medical research.

  • Specialized knowledge in various medical fields
  • Up-to-date with latest medical research and practices
  • Experience in medical data interpretation and analysis

Legal Experts

Collaborate with seasoned legal professionals, including attorneys, paralegals, and legal scholars. Improve your legal AI applications with expert insights on case law, legal procedures, and regulatory compliance.

  • Expertise in various areas of law and jurisdictions
  • Knowledge of legal terminology and document analysis
  • Understanding of complex legal frameworks and precedents

Financial Experts

Work with skilled finance professionals, including Bank Regulations Specialists, Financial Modeling Experts, and AI specialists. Elevate your fintech AI applications with expert insights on financial methods and best practices.

  • Deep knowledge of financial services
  • Experience with financial regulatory frameworks
  • Understanding of software architecture and system design

Why Choose Mirror?

Deep Industry Experts

Access a pool of deep industry experts to fine-tune your AI models and improve performance.

Rapid Iteration

Quickly iterate and improve your AI models with our efficient human-in-the-loop workflow.

Collaborative Platform

Seamlessly collaborate with prompt engineers and AI experts to achieve optimal results.

Ready to Elevate Your AI?

Join Mirror today and connect with subject matter experts to take your AI to the next level.

Join our private beta today. We will not share your details.