Model Latency Profiles by Provider: TTFT, TPS, and p99 in 2026
Headline tokens-per-second numbers hide what matters. The 2026 latency profiles by provider — TTFT, TPS, and p99 — for production planning.
Browse older CallSphere articles on AI voice agents, contact center automation, and conversational AI.
From the blog
Headline tokens-per-second numbers hide what matters. The 2026 latency profiles by provider — TTFT, TPS, and p99 — for production planning.
CallSphere ships multi-tenant practices natively. Deploying 50 clinics on Vapi means 50 manual setups or building a multi-tenant layer. The cost breakdown.
Multi-hop questions break naive RAG. The 2026 retrieval patterns that handle 'who is the manager of the engineer who shipped Y' style questions.
Multi-provider failover protects against outages but can drop response quality. The 2026 patterns that preserve both reliability and quality.
Long conversations are where bots fail. The 2026 techniques for keeping coherence across many turns without infinite-context costs.
Telling the model what not to do is its own discipline. The 2026 patterns for negative prompts, constraint engineering, and safe behavior.
NIST's generative-AI profile updated the AI Risk Management Framework. How to map its controls to a real LLM stack in 2026.
By April 2026 the open-vs-closed economic crossover happened for many enterprise workloads. The math, the workloads, and what's still closed-only.
A workload-by-workload framework for picking open-weights vs closed-API LLMs in 2026, with concrete examples and economics.
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