Conversation reports and analytics

Resolution rate without an agent, frequent topics, knowledge gaps and credit usage — on a single dashboard.

Conversations with customers are the most honest market research you have, yet they usually stay buried in an inbox. 4chaty turns them into data you can act on: how many conversations closed with no human involvement, which topics come up most, which questions went unanswered, what hours demand arrives at and how many AI credits you are spending. The reports are not decorative — each one has an action attached. A knowledge gap becomes a new FAQ. A traffic peak at 8pm shows that automation is covering exactly the window when the team is unavailable.

  • Resolution rate without an agent — the share of conversations closed entirely by the assistant.
  • Automatically grouped frequent topics — what customers ask most, ordered by volume.
  • Knowledge gaps — the questions the bot found no answer for, ready to be filled.
  • Distribution across hours and days — when demand arrives and how much of it falls outside working hours.
  • AI credit usage per day and per channel, with an end-of-month forecast.
  • Escalated conversations and the reason for escalation.
  • Conversations turned into complete requests — the link between chat and outcome.
  • Export for your own analysis or internal reporting.

Resolution rate: the only metric that matters at first

In the first few weeks a single number tells you whether the rollout is working: the share of conversations closed without an agent. If it is low, the cause is almost always the content, not the model — the knowledge base does not cover the real questions. The gap report shows you exactly which those are, and filling them raises the rate quickly. Once the metric stabilises, attention shifts to quality: of the conversations resolved automatically, how many led to a complete request and how many ended with no action at all.

Frequent topics are a map of your website

When the same topic appears in hundreds of conversations, it means the information is either missing from the site or hard to find. The frequent-topics list therefore becomes a content priority list: the pages that are missing, the sections that should move higher, the questions that deserve a page of their own. Not infrequently, the most frequent chat question points to a page that would bring considerable organic traffic if it existed — conversations tell you what people are looking for before a keyword tool does.

Keeping credit usage under control

Usage is metered in AI credits, per conversation processed, not per agent. The daily report shows usage per channel and a forecast for the end of the month, so you do not discover an overrun only at invoicing. If the forecast climbs unexpectedly, the usual causes are visible in the same place: a traffic increase, an answer length set too high by default, or conversations dragging on because the bot is missing information and the customer keeps rephrasing. Each of those has a direct fix in the panel.

Legal references

  • Regulamentul (UE) 2016/679 (GDPR) — art. 5 alin. (1) lit. e) privind limitarea perioadei de stocare a conversațiilor analizate
  • Regulamentul (UE) 2016/679 (GDPR) — art. 15 dreptul de acces al persoanei vizate la conversațiile care o privesc

Frequently asked questions

What does resolution rate without an agent mean?

The share of conversations closed entirely by the assistant, without being picked up by a colleague. It is the best indicator of knowledge-base coverage in the first few weeks.

How do I find out which answers are missing?

From the knowledge-gap report: the questions for which the bot found no relevant content, grouped by theme and ordered by volume. Each entry is resolved by adding an FAQ.

Can I see usage before invoicing?

Yes. The usage report shows credits spent per day and per channel, with an end-of-month forecast, so overruns are visible in good time.

How long are conversations kept?

The retention period is configurable, in line with the storage-limitation principle in art. 5(1)(e) GDPR. After it expires, conversations are deleted and the reports keep only aggregated data.

Can I export the data?

Yes, for your own analysis or internal reporting. The export contains the conversations and aggregated metrics for the selected period.

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Measure what the assistant resolves and what it is missing

Resolution rate, frequent topics, knowledge gaps and credit usage — with a clear action for every report.

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Conversation reports and analytics | 4chaty