Who ranks for “conversation analytics software”

Conversational analytics software lets users query business data or analyze customer interactions using natural language, artificial intelligence (AI), and machine learning instead of writing manual code or reviewing raw logs.

The term generally splits into two different categories depending on your main goal: Business Intelligence (BI) conversational analytics (talking to databases and dashboards) and Customer Experience (CX) conversation intelligence (analyzing customer calls, chats, and support tickets).

Business Intelligence (BI) & Data Q&A Tools

ThoughtSpot: A search-first analytics platform that lets teams ask ad hoc business questions and chat directly with data. Cube: A semantic layer platform that grounds AI data agents in certified metrics to keep conversational queries accurate and governed. Google Cloud BigQuery: Features a specialized BigQuery Conversational Analytics framework and API that converts plain language questions into verified database queries. Traditional BI Platforms: Tools like Microsoft Power BI, Tableau, and Looker that layer natural language AI chat features on top of established data stacks.

An introduction to how natural language queries work inside modern enterprise data platforms like Looker: 49s Intro to Conversational Analytics 3K views · 1 year ago YouTube · Google Cloud

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Customer Experience (CX) & Revenue Intelligence Tools

Gong: An established enterprise platform that captures calls, emails, and meetings to track pipeline risks and team coaching signals. Sprinklr: Unifies customer insights across 30+ channels by analyzing 100% of voice, chat, and email logs with consistent AI models. CallMiner: Processes omnichannel customer interactions at scale to surface intent, customer effort, and sentiment trends. Avoma & Dialpad: Great choices for small-to-midsize teams looking for native meeting assistants, real-time transcription, and live call coaching.

A review comparing top conversation intelligence solutions for tracking sales pipelines and team performance: 1m Best Conversation Intelligence Software in 2026 | Gong or Chorus? 3 months ago YouTube · CloudTalk

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If you want to narrow down your options, tell me:Are you looking to query business metrics/data or analyze customer support/sales calls ? What existing data stack or CRM (like BigQuery, Salesforce, HubSpot, or Snowflake) do you use?