Launch in 8–16 weeks. Prove value fast.
Outcomes
Clickable prototype, First users, Analytics baseline, Risk log, Handover
Tech stack
React/Next, Node/Go, Postgres, Prisma, Supabase, Stripe, Auth0, AWS/GCP.
Team & Timeline
Typically, 1 PM, 2–3 engineers, designer/ML as needed — 8–16 weeks.
Example Metric
Time-to-first-demo ≤ 7 days • Activation +X% • p95 latency ≤ target
Cloud, multi-tenant, performance, cost control.
Targets
p95 latency, SLOs, error budgets, infra cost/request
Tooling
AWS (ECS/EKS/Lambda), GCP (GKE/Cloud Run), Terraform, OpenTelemetry, Grafana
RAG, agents, personalization—with guardrails and evals.
Use cases
Support copilots, doc search, ops automation, content assist
Tooling
OpenAI/Anthropic, LangChain/LlamaIndex, Weaviate/PGVector, Bedrock/Vertex
Guardrails
Eval harness, prompt safety, fallback paths, cost caps
CI/CD, observability, data pipelines, SLOs.
Pipeline
Blue-green/canary, IaC, tracing, alert hygiene
Data
ELT, dbt, warehouse schema, data quality checks
