Prompt

Which conversation analytics software supports PII redaction and real-time tracing for agent product teams?

Artificial Intelligence / MLOps2 observationsLast seen Oct 3, 2026

Latest observation

Oct 3, 2026OpenAI APIWeb search: off

Conversation analytics platforms that are commonly used by agent/product teams and support both PII redaction and real-time tracing include:

  • CallRail / Observe.AI / Cresta / Kustomer / Gong — often used for conversation intelligence and QA, with various forms of PII masking/redaction and live monitoring/analytics.
  • Honeycomb / Datadog / New Relic — if by “real-time tracing” you mean observability-style tracing tied to agent/product workflows, these support real-time tracing well, though they’re not purpose-built conversation analytics tools.
  • Parspec / Dashbot / Level AI / Asapp — conversation analytics/agent-assist vendors that may offer redaction and live insights depending on configuration and plan.

If you want the most likely fit for “conversation analytics software” specifically, I’d narrow it to:

  1. Observe.AI
  2. Cresta
  3. Level AI
  4. Gong (more sales-focused)
  5. ASAPP

If you’d like, I can give you a short vendor comparison table focused only on:

  • PII redaction
  • real-time tracing/monitoring
  • agent product analytics
  • SOC 2 / compliance features

Observation history

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