Clear Recommendations

If you want a quick answer, this page gives direct picks and anti-patterns to avoid.

For Small Products

Recommended: one premium model for quality-critical prompts and one low-cost model for bulk jobs.

Avoid: building a complex routing layer too early.

For Mid-Scale SaaS

Recommended: multi-model fallback + prompt caching + strict eval suite by feature.

Avoid: model switching without monitoring real user outcomes.

For Enterprise

Recommended: dual-vendor strategy, policy guardrails, and selective self-hosting where compliance demands it.

Avoid: single-vendor dependency for all critical workloads.

Default Stack We Recommend in 2026

  1. Primary high-quality closed model for top-tier reasoning and writing.
  2. Secondary cost-efficient model for large-volume routine automation.
  3. Optional open model for privacy-critical or predictable internal tasks.
  4. Unified observability, evals, and prompt versioning across all models.