Tutorial
Customer support
Deflect common tickets with policy-aware answers, escalation paths, and handoff to agents when needed.
Use cases
Test and tune your AI applications so they deliver the results you need.
Tutorial
Finance intelligence
Answer questions on filings, earnings calls, and KPIs with citations and clear traceability.
Healthcare support
Retrieve and summarize key guidelines with citations and safety checks, for traceable, reliable responses to patients and clinicians.
Ecommerce and retail
Product discovery, order status, returns, and personalized recommendations across channels.
Cybersecurity
Triage alerts, summarize logs, and map findings to playbooks with recommended next steps.
Tutorial
Scientific research
Search papers and internal notes, synthesize findings, and cite methods, results, and sources.
Privacy and compliance
Detect and redact sensitive data, enforce policies, and generate reviewable compliance summaries.
Tutorial
Content safety
Apply safety guardrails, detect risky content, and provide age-appropriate responses and guidance.
Tutorial
Document and PDF Q&A
Answer questions over real-world PDFs, including the tables and images inside them, with answers grounded in the source pages.
Tutorial
EdTech
Align responses to course materials, and generate practice questions, explanations, and study aids.
Start from a tutorial.
End-to-end notebooks on public datasets and models. Run one as is, then swap in your own data.
RAG and context engineering
FiQA: RAG for a financial opinion Q&A chatbot →All-local models. Chunking, retrieval and reranking knobs, plus Pinecone and PGVector stores.SciFact: RAG for scientific claim verification →Hybrid workflow. Retrieval and generator knobs on a fact-checking task.GSM8K: context engineering for math reasoning →All-OpenAI. Few-shot example selection and prompt knobs.Multimodal RAG on MMDocIR →Text, tables and images parsed from real PDFs and indexed in Pinecone.Built something with RapidFire? Share it as a community notebook →