A curated set of prompt templates we use ourselves — across customer workflows, internal automation, and demos. Every template is designed to work with SchneeAI Gateway routing: copy it, run it across GPT-4o, Claude, Gemini, and DeepSeek, and let cost/latency/quality decide the winner per workload.
Categories
- Summarization — transcripts, long documents, multi-source synthesis
- Classification — support routing, intent detection, content moderation
- RAG — grounded Q&A, citation-required answers, multi-hop reasoning
- Code — review, test generation, NL→SQL, bug reproduction
- Extraction — invoices, resumes, news events → structured JSON
- PII Masking — multilingual redaction, log sanitization, contract anonymization
How to use a template
- Click a card to expand. Review the system prompt, user template, variables, and recommended models.
- Copy the system or user prompt with the per-section button.
- Swap variables (
{{var}}placeholders) for your actual inputs. - Try across models through the Gateway. The
recommended_modelsfield is a starting point — not a mandate. The same prompt on different models reveals where the prompt is robust and where it is brittle.
Why these prompts
- Explicit constraints over open-ended instructions. Every template sets length, format, language, and failure-mode rules up front. This is what makes prompts portable across models.
- Schema over prose. Extraction templates output strict JSON with documented fields. Easier to validate, easier to version in PromptOps.
- Safety-aware. PII templates treat redaction as a typed-token problem, not paraphrase. Moderation templates expose their thresholds.
- Grounded by default. RAG templates forbid external knowledge. Citation-required templates refuse to assert without source.
SchneeAI features highlighted per template
Each card tags the SchneeAI features it pairs with:
- Routing — try this prompt across models to compare
- Vault — prompt handles sensitive inputs, use Vault for credentials and source data
- PromptOps — version this prompt, A/B test variants, roll back
- PII — pair with the Gateway’s PII scanning layer for defense in depth
Contributing
If you have a prompt template that works well in production and would like to see it here, send it to [email protected]. We credit contributors (or keep anonymous on request) and add templates that demonstrate a technique the current set does not cover.