Frequently Asked Questions

Polymathics.ai is a platform that connects businesses with AI experts who combine deep technical knowledge with domain expertise across multiple industries. Our network of "AI Polymaths" includes PhDs, researchers, and practitioners who understand both the mathematics of AI and the practical challenges of specific industries like healthcare, manufacturing, and finance.

Most AI platforms offer general-purpose solutions. Polymathics focuses on "physics-informed" and domain-expert AI that understands the constraints and requirements of specific industries. Our experts don't just know AI—they understand your industry's language, regulations, and challenges. This results in faster implementation, more accurate models, and solutions that actually work in production.

We offer three main services: (1) Expert Consultation—hire AI Polymaths for your projects; (2) API Access—integrate our physics-informed models into your applications; (3) Membership—access our community, job board, and exclusive resources. We also offer custom enterprise solutions for organizations needing dedicated teams or on-premise deployment.

Simply visit our Hire page, describe your project requirements, and we'll match you with vetted experts who have the right domain expertise. You can browse our expert registry, read reviews, and even schedule introductory calls before committing. We offer flexible engagement models: hourly, fixed project, or results-only pricing.

Our vetting process is rigorous. Only 8% of applicants are accepted. Every expert goes through: (1) Application review—credentials and portfolio assessment; (2) Technical assessment—AI-driven skills testing and practical problems; (3) Reference checks—contacting past clients; (4) Trial project—completing a paid trial before full onboarding. This ensures you work with genuinely qualified professionals.

We offer a satisfaction guarantee. If you're not happy with your expert within the first two weeks, we'll find a replacement at no additional cost. We also hold payment in escrow until you're satisfied with the work, ensuring you're never charged for subpar results.

Yes! Many of our experts are available for ongoing part-time engagements. You can hire the same expert for multiple projects, establish retainer arrangements for regular work, or bring someone on as a dedicated resource. Just filter by availability when browsing experts to find those with the capacity you need.

Our API provides access to physics-informed models for analysis, prediction, embeddings, and conversational interfaces. You can integrate domain-specific AI capabilities into your applications, from manufacturing optimization to healthcare analysis. The API supports REST calls, WebSocket connections for real-time inference, and even fine-tuning for custom models.

Yes, enterprise customers can deploy our models on-premise or in their private cloud. We offer Docker container and Kubernetes deployment options. This is ideal for organizations with strict data security requirements or those needing to process data without internet connectivity. Contact sales for enterprise pricing.

Rate limits depend on your plan. Free tier includes 1,000 calls/month. Growth plans include 100,000 calls/month. Enterprise plans have custom limits based on your needs. We also offer pay-as-you-go pricing beyond plan limits. Response times are under 100ms for standard inference.

Premium membership ($99/month) includes: access to exclusive content and tutorials, entry to our private job board with high-paying AI contracts, networking with other AI professionals, monthly live Q&A sessions with experts, and discounts on platform services. It's designed for AI professionals who want to advance their careers and find premium opportunities.

Our private job board features exclusive AI contracts and positions not posted elsewhere. Employers post directly to our platform, and these jobs go through a vetting process. Premium members get full access and can apply directly. Salaries typically range from $100K to $500K+ for contract work, with many positions offering remote flexibility.