GenAI Product Accelerator
A build track that ships a production RAG feature grounded in your own data, with accuracy evals, safety gates, and cost-per-query tracking.
- Timeline
- 4 weeks (MVP), 6 weeks (production-ready with full evals and monitoring)
- Team
- architect, MLE, FE, BE, QA; security reviewer for prod
- Typical stack
- Vector stores: Pinecone/Weaviate/pgvector with hybrid search. Models: OpenAI, Anthropic Claude, Google Gemini, or open-source (Llama, Mistral). Chunking: semantic splitting with overlap; metadata enrichment. Retrieval: BM25 + dense embeddings; reranking with Cohere/cross-encoders. Observability: LangSmith/Phoenix/custom; cost tracking per query. Deployment: Cloud (AWS/GCP/Azure) or on-prem; API Gateway + auth (OAuth2/API keys). Safety: PII redaction, content filters (Azure Content Safety/Llama Guard), rate limits.
What you get
- Vector pipeline + knowledge ingestion (automated re-indexing)
- RAG orchestration layer with prompt versioning and fallbacks
- Evals suite: accuracy (exact-match + semantic), hallucination gates, toxicity filters
- CI/CD integration with regression gates (accuracy thresholds)
- Observability dashboard: usage, cost per query, latency p95
- Safety monitoring: PII detection, content filters, rate limits
Outcomes
- Working RAG feature in prod with accuracy ≥ target
- Evals dashboard and CI check for regressions
- Usage analytics and safety monitoring
- Measurable user satisfaction or task completion rate
- Cost per query optimized and tracked
Selected work
What we need from you
- 10-50 sample Q&A pairs for evaluation
- Source documents or knowledge base
- Accuracy targets and success metrics
- PII/compliance requirements (HIPAA, SOC2, etc.)
- Existing APIs or systems to integrate
Proof points
- Accuracy scorecard with baseline → production deltas
- Hallucination rate chart (pre-launch vs. 30-day avg)
- Cost per query breakdown and optimization report
- User satisfaction survey results (NPS or task completion)
- Retrieval precision/recall metrics by document type
- Performance SLA adherence report (latency p50/p95/p99)
- Production RAG hallucination rate < 3%