Conversation intelligence
In-Store Speech Analytics vs Conversation Intelligence: Which One a Retail Store Needs
Speech analytics is the contact-centre term for software that transcribes recorded audio and searches it for keywords, phrases, sentiment and compliance language; conversation intelligence is the newer term for software that scores a conversation against a sales playbook and feeds coaching, follow-up and a score per store. In a retail store the two overlap and are not the same thing: speech analytics tells you that 'EMI' was said in a third of conversations; conversation intelligence tells you which advisors explained the EMI correctly before the customer decided, with the line, and drafts the follow-up for the customer who left. This page sets out what each does, where speech analytics alone is enough, and the vendors on each side.
What each does
| Speech analytics | Conversation intelligence | |
|---|---|---|
| Input | Recorded audio the platform already holds | A face-to-face conversation it has to capture first, with consent |
| Core output | Transcripts, keyword hits, sentiment, phrase compliance, search | A score against the playbook per conversation, with evidence; objection mix; competitor mentions; numbers taken |
| Unit | The call or the recording | The sales interaction and its six moments |
| Who reads it | Quality and compliance analysts | Store manager, area manager, training, the brand |
| Loop | Reports and alerts | Coaching from best conversations; follow-up drafted for a person; one card per store |
| Typical vendors | Verint, NICE, CallMiner; contact-centre platforms | Borentis, tolqAI, Cognifyze, Rilla, InStore.ai and the vendors at /learn/in-store-conversation-intelligence-vendors-map/ |
Where speech analytics alone is enough
- A branch or counter where the only question is compliance: was the phrase spoken, yes or no.
- A contact centre, which already has the audio and the analysts.
- A one-off research project: what are customers saying about a competitor this month.
Where a store needs the full loop
A store does not have the audio, the analysts or the time. It needs capture on the advisor's phone with consent, a score a store manager can read in two minutes with the line behind it, a coaching library in the floor's own language, and a walk-out turned into a lead a person follows up. That loop is retail conversation intelligence, defined at /learn/what-is-retail-conversation-intelligence/, and the metrics it produces are at /learn/in-store-conversation-analytics/. Speech analytics is one layer inside it.
Frequently asked questions
What is in-store speech analytics?
Transcribing recorded in-store audio and searching it for keywords, phrases, sentiment and compliance language. It is the contact-centre technique applied to a store, and it is one layer inside retail conversation intelligence, which adds playbook scoring, coaching and follow-up.
Do I need both?
A store needs conversation intelligence, which includes the speech analytics layer. A contact centre or a compliance-only counter may need speech analytics alone.
Can I run contact-centre speech analytics on store audio?
Only if you can get the store audio into it with consent, which is the hard part, and even then the output is keyword hits rather than a sales score. The capture problem is why store vendors exist.
Related reading
- What is retail conversation intelligence?
- In-store conversation analytics
- Conversation intelligence for physical retail stores
- How AI can analyze in-store sales conversations
Where Borentis applies this
- Playbook Adherence: Your playbook, finally observed.
- Compliance & Consent: Proof of what was said at the counter.
- Coaching from Best Conversations: Your best advisor, teaching everyone.
Borentis is the Agentic Operating System for Customer Interactions, built for Indian retail floors: consented one-tap capture on the advisor's phone, every conversation scored against your playbook with the evidence behind every number, leads created when a number is heard, and coaching from your own best conversations.