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AI Call Analysis: Transcripts, Summaries and Hints

Ivan Kancyr5 min read

A head of sales physically can't listen to every conversation: it would take the whole week. So they usually listen to two or three random calls and draw conclusions about the entire team. AI call analysis in a CRM changes that: every conversation is transcribed, summarized and scored against your own criteria.

Contents
  1. What happens after a call
  2. Summary, next step and score
  3. Your criteria, not an abstract “good call”
  4. AI coach: an instruction that keeps getting better
  5. Search by the meaning of conversations
  6. Where you see the results
  7. Languages: Russian, Uzbek, Kazakh and a mix of them
  8. How to get started

What happens after a call

Processing of the recording starts a few seconds after the conversation ends. The sales rep and the client are recorded on separate tracks, so the transcript comes out as a dialogue: who said what, with no mix-ups even in outgoing calls. Our server transcribes a twenty-minute conversation in Russian in about 12 seconds.

ТОВ «Вектор»Daniel

Summary, next step and score

The AI Insights app analyzes the conversation in a single pass and saves the following to the call:

  • a summary, what went well, what to improve, a recommendation and one next step;
  • one to six tags, for example, “price,” “delivery,” “objection”;
  • sentiment: positive, neutral or negative;
  • a score for the sales rep's performance from 0 to 100.

The “Next step → task” button turns the AI's recommendation into a task in the CRM. The response is written in the workspace language.

ТОВ «Вектор»Daniel

Your criteria, not an abstract “good call”

A good call in sales and a good call in support are different things. The department head writes an instruction for the AI tailored to their department (up to 15 instructions per workspace plus one general one) and sets a minimum call length for analysis. Ready-made templates help you get started: sales, support, accounts receivable.

Success criteria are set with weights: “found out the budget,” “named the timeline,” “agreed on the next step.” In every call, the AI marks whether each criterion was met and briefly explains why, and the call's score is calculated from the weights of the criteria met. The “Success criteria” tab shows the percentage of the department's calls in which each item is met: a ready-made training plan for the team.

AI coach: an instruction that keeps getting better

The AI coach is run manually: it reviews up to 40 already scored calls and suggests an improved instruction, explaining what to change and why. It doesn't change anything by itself: the change is applied only after the department head approves it, and previous versions are saved so you can go back to them.

Search by the meaning of conversations

You write the query in plain words: “who promised to pay by the end of the month,” “where a client complained about delivery.” The AI finds matching conversations, ranks them by how closely they match the question and gives a short answer based on what it found. Search covers calls that already have an AI summary.

Where you see the results

  • Client card: a summary, a player, the transcript and AI hints for every call.
  • Call list: sentiment, score, the percentage of criteria met and tags, with filters for each.
  • Call analytics: filters by score, sentiment and tags next to the sales rep leaderboard.

Languages: Russian, Uzbek, Kazakh and a mix of them

We recognize Russian speech with our own model on our own server. For mixed Uzbek-Russian conversations, where the language switches mid-sentence, there's a separate mode: Uzbek is written in Latin script and Russian in Cyrillic. Kazakh has its own model. Both modes are enabled for a workspace on request.

BeforeWith AI call analysis
We listen to 2–3 random calls a weekEvery call is analyzed
Everyone has their own idea of a “good call”Shared, weighted criteria
The outcome of a conversation lives in the sales rep's memoryA summary and next step in the card
Finding a client's promise means hours of listeningSearch by meaning in seconds

How to get started

  1. Connect telephony: the analysis works on call recordings.
  2. Turn on the AI Insights app in the marketplace; you pay for conversation minutes.
  3. Take an instruction template for your department and add 3–5 success criteria.
  4. After a week, open the “Success criteria” tab and pick one item to train the team on.

We covered how recordings and missed calls work in our article on CRM phone integration.

How long does it take to transcribe a call?
Usually not long: our server transcribes a twenty-minute conversation in Russian in about 12 seconds.
Does the AI understand Uzbek and mixed speech?
Yes: for Uzbek-Russian conversations there's a separate mode in which Uzbek is written in Latin script and Russian in Cyrillic. Kazakh has its own model.
Can I set my own call scoring criteria?
Yes. The department head sets success criteria with weights, and the AI checks them in every call with a short explanation.
Does the AI give hints during the call?
No, the analysis is done on the finished recording right after the call.
How is AI call analysis billed?
By conversation minutes, in monthly packages; prices are on the AI Insights app page in the marketplace.

Find out what happens in every call

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Ivan Kancyr

Founder of emyCRM. Writes about how small teams sell over the phone and in messengers without losing clients.

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