How to analyze WhatsApp group chats (and get one daily report)

Why group chats are hard to analyze by hand

WhatsApp has no reporting for groups. You can scroll, search one group at a time and export a single chat to a text file, but nothing tells you what happened across all of them. Three things go wrong first:

• Requests slip through. A price request posted at 11:40 in one of, say, 300 groups either gets an answer or it does not, and nobody can tell which without opening every group.
• "Who handled this?" has no answer. Your team replies from personal numbers inside the group. The group name tells you the partner, not the employee, so a manager cannot see who covered which groups or what was left open.
• The daily picture takes hours. Someone reads 40 groups before the morning meeting, writes notes by hand and still misses the instruction given at 23:10 and the "done" that should have followed it hundreds of messages later.

What you need before you start

Three things, and none of them is a new WhatsApp setup:

• A WhatsApp number that is already in the groups. Analysis reads the groups that number belongs to, and nothing else. If the manager’s number or a shared office number is in every partner group, that is the one to connect.
• Your staff list: names and phone numbers of the people whose replies you want to tell apart from partners and customers. A spreadsheet column or a pasted list is enough.
• A question. "What needs my attention today?" is a fine start. The section on questions below has nine that work well, plus a full report template.

Step by step in Spun

Spun connects to your existing WhatsApp number the way WhatsApp Web does, and its AI assistant, Weave, answers questions over the messages in your account, groups included. The setup takes one sitting:

1. 1

   Connect the number that is in the groups

   Scan one QR code from your phone, like linking WhatsApp Web. Your groups and their messages start arriving in Spun. Nothing is posted in any group.

2. 2

   Save your staff as contacts, once

   A manager on your account pastes the staff names and numbers into Weave and asks it to save them. Weave offers a button such as "Save 12 employees as contacts" and a label, for example "Booking desk". From then on, every report can tell your team’s messages from everyone else’s.

3. 3

   Set the time range

   Next to the Weave message box, pick the window: the last 24 hours, 3 days, a week, a month, everything, or a custom range. Start with 24 hours; it is the fastest to read and the easiest to check.

4. 4

   Ask

   Type the question in plain language. Weave reads the groups in that window, works out who sent each message and answers with the group names and the messages behind each item. Refine the question until the answer has the shape you want.

Related: Group chat analysis: the use case

The questions that work

Good questions name the groups, the window and the shape of the answer, and tell Weave what to do when it does not know. These came from a real operations team (names changed) and each one gives a usable answer:

• "Analyze all our group chats from the last 24 hours and give me: the main problems, tasks that were not completed, who is responsible, the decisions and assignments made, and what needs my decision. Name the group and the message for every item. Do not guess; if something is unknown, say so."
• "Which requests in partner groups got no reply from our team within two hours today?"
• "Show Omar’s activity in the groups this week: messages, groups, hours, what he answered."
• "Top 20 team members by group messages this month."
• "Who is in the Reservations Review group?"
• "Compare Omar and Layla this week: groups covered, requests answered, anything left open."
• "Which hotels were requested most this week, and which requests never got a price?"
• "List the decisions and instructions given in our internal ops groups yesterday, and whether each one got a confirmation."
• "What payment reminders or cancellation requests came in today, by group?"

Analyze all our WhatsApp groups for [yesterday / the last 24 hours] and write a management report with these 10 sections:

1. Hotel demand: which hotels were requested, how often, and by which partner groups. Separate the date a message was sent from the stay dates it asks about.
2. Team activity: for each team member, messages sent, groups covered, active hours, and what they answered.
3. Quality notes: replies that were late, unclear or wrong. Quote the message for every note.
4. Problems by type: complaints, errors, delays, payment issues. Name the group for each.
5. Internal decisions: decisions and instructions given in our internal groups, who gave them, and whether each got a confirmation.
6. Daily operations summary: what moved forward today and what is still open.
7. Lost opportunities: requests that got no price, no reply or no follow-up.
8. Supplier comparison: which suppliers answered, how fast, and where they fell short, from the messages only.
9. Early warnings: anything that could become a problem in the next days.
10. Executive summary: five lines, ending with what needs my decision today.

Rules:
- Name the group and the message behind every item.
- A repeated follow-up on the same request is not a new request.
- Silence is not absence: if you find no reply, say "no reply found in the groups", not "nobody answered".
- Do not guess. If something is unknown, say it is unknown.
- No numeric scores unless you state the criteria behind them.

Reading the answer

An answer about hundreds of groups is only useful if you can check it. Three habits make that quick.

Follow the references. Every item should name its group, for example "Operator & Partner Agency 12", and the message it came from. Open two or three of them on the first days. If an item has no group or message behind it, ask Weave to show it or drop the item.

Expect some hidden members. WhatsApp lets some people hide their phone number, and in groups they show up without one. Spun keeps working when WhatsApp hides the number: those members are counted and labelled in every report as a hidden-number member, usually with the profile name they chose in WhatsApp, and never silently dropped. No fake numbers are ever filled in. To name them, ask Weave to list the hidden-number members it saw with their profile names, then link each one once from the contact panel of their chat ("Link to a contact" for someone you know, "Add as new" for a newcomer). Link once, and every past and future message follows. A member who hides the number and has no profile name stays unnamed until you link them. Nothing is looked up in bulk; Spun only keeps what WhatsApp sends with normal message traffic.

Read "no reply found" for what it is. Weave sees the groups your connected number is in. A partner’s question that was answered by phone, in a private chat on another number or in a group your number is not in will look unanswered. "No reply found in the groups" is a lead to check, not proof that nobody answered. The same goes for activity counts: a quiet employee may have spent the day on calls.

• Who is in a group: ask Weave, or open Groups & Channels, where you can also export the member list of one or many groups as a CSV file.
• Volume and top senders per group: the group’s analytics in Groups & Channels show them without spending AI tokens.

Related: Chats without a phone number: how linking works

Turning it into a routine

Once a question gives the answer you want, stop retyping it. Three tools cover the routine, from the daily report to the urgent case that cannot wait for tomorrow.

• Save the prompt. The save button next to the Weave message box keeps your report prompt, so tomorrow it is one tap plus the window. You run it when you want it; nothing runs on its own.
• Daily Summary and Chat Digests. The Daily Summary on your dashboard can include recaps of up to five groups you pick. For a standing question about a group, such as "any open price requests?", create a Chat Digest on it, set it to refresh on a daily schedule and tick "Include in daily summary", so the answer is waiting in your morning summary.
• Monitors for the urgent part. Group Intelligence watches the groups you choose and flags matching messages as they arrive, with an immediate alert if you want one, so a cancellation or a complaint reaches the right person the same hour instead of in tomorrow’s report.

Related: Group Intelligence

Voice notes

Some teams report by voice: each member sends a short voice note in the group at the end of the day. When auto-transcribe is on, those voice notes are transcribed when they arrive, and Weave reads them like any other message. For each one it sees who sent it, when, how long it was and what was said.

A note that arrived moments ago may still be transcribing, and a transcript can occasionally fail. Weave still lists that note with its sender, time and length, and says the transcript is not available instead of guessing what was said. Only real voice notes count; an audio file sent as an attachment is not a voice note. Members who hide their number are counted under their profile name like everyone else. Three questions that work:

• "Who sent voice notes in the ops group today? For each one: the time, how long it was, and a two-line summary of what they said."
• "Which members of the ops group did not send a voice note today?"
• "Summarize this week’s voice notes from Sami: what he reported each day and anything he flagged as a problem."

Privacy

Asking Weave for a report posts nothing in any group and messages nobody. The one thing Spun can send for you here, a check-in reminder, waits for your approval first. Group analysis covers only the groups your connected number is a member of. Voice-note transcripts are text and are read like any other message, so the same staff notice covers them: tell your staff their group messages are analyzed, in line with your local data-protection rules, and keep the report with the people who need it.

What it costs in AI tokens

Group analysis uses your plan’s AI tokens, like any other Weave question. A daily management report over hundreds of groups costs a few thousand tokens, and a narrow question over one group costs far less. You can see what you have used in Settings, Plan & Usage. Group Recaps in the Daily Summary and AI-based Group Intelligence monitors draw from the same allowance; keyword-only monitors spend nothing.