Continuous Production Eval and Shadow Mode for AI Agents in 2026
Offline evals catch known failures. Production evals catch the unknown. Here is how we shadow-run candidate agents on live traffic without exposing customers to risk.
Browse older CallSphere articles on AI voice agents, contact center automation, and conversational AI.
From the blog
Offline evals catch known failures. Production evals catch the unknown. Here is how we shadow-run candidate agents on live traffic without exposing customers to risk.
The 2024 NPRM proposes mandatory penetration tests every 12 months and vulnerability scans every 6 months. Here is how an AI voice agent should be tested in 2026.
BrowserStack offers 30,000+ real devices; Sauce Labs ships deep Appium automation. Here is how AI voice agent teams use both for WebRTC mobile QA in 2026.
How to actually observe a WebSocket fleet: ping/pong heartbeats, Prometheus metrics that matter, dead-man switches, and the alerts that fire before customers notice.
ITAR technical-data definitions don't care if a human or an LLM produced the output. CMMC Level 2 has been mandatory since November 2025. Here is what an AI voice vendor needs to ship to defense in 2026.
78% of issues resolve via AI bots and 87% of users report positive experiences. Here is how 2026 chat agents fire inline 1–5 stars, NPS chips, and follow-up CSAT without survey fatigue.
OpenAI's GPT-Realtime-Translate handles 70 input languages live at $0.034/min. Here is what that means for multilingual restaurant takeout — and how CallSphere ships it.
Agentspace is gone as a standalone product. Google folded it into Gemini Enterprise at Cloud Next 2026. What builders actually see in the new console.
Gemini 3.1 Ultra ships with a 2-million token context window and full text, image, audio, and video multimodality. What changes and how to build for it.
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