A question buyers ask AI

Which team chat tools are really good at searching through old messages and shared files, so people can actually find past decisions?

Measured in 1 answer, last on Nov 10, 2026. Only the passages that name a brand are shown.

Brands in the answers

BrandNamed inRecommended inPositiveAvg. position
Slack100%100%100%1
Microsoft Teams100%100%100%2
Google Chat100%100%100%3
Mattermost100%0%100%4
Pumble100%0%100%5

Where each answer names a brand

Answer 1 · Nov 10, 2026 · 5 sources cited
Slack#1RecommendedSite citedpositive
“1. Slack Best overall search”
+ overall search

“Best overall search”

+ search across messages, files, channels and connected apps

“- Search across messages, files, channels and connected apps.”

+ search filters

“- Filter by person, channel, date and file type.”

+ AI-powered search and summaries

“- AI-powered search and conversation summaries on eligible plans.”

+ cross-tool context

“- Particularly good for finding context spread across different tools.”

+ cross-tool search

“Slack | Excellent | Excellent | Cross-tool search”

Microsoft Teams#2RecommendedSite citedpositive
“2. Microsoft Teams Best for Microsoft 365”
+ search scope

“- Search messages, people, files and links.”

+ search filters

“- Search filters help narrow results by sender, date and channel.”

+ file integration

“- Files integrate with SharePoint and OneDrive.”

+ Copilot summarization

“- Copilot can help summarize conversations and retrieve context with the appropriate licence.”

+ Microsoft ecosystem

“Teams | Very good | Excellent | Microsoft ecosystem”

Google Chat#3Recommendedpositive
+ search and filters

“- Search messages and shared files. - Filter by sender, date, file type and conversation.”

+ Google Workspace integration

“- Native connection to Google Drive, Docs and Gmail.”

+ document discussion retrieval

“- Good for retrieving discussions around shared documents.”

+ Google Drive integration

“Google Chat | Very good | Very good | Google Drive integration”

Mattermost#4Site citedpositive
+ data control

“Mattermost | Very good | Good | Data control”

+ searchable conversations and files

“- Searchable channel conversations and files.”

+ data control via self-hosting

“- Self-hosting gives organizations more control over data.”

+ technical team use

“- Useful for technical teams and operational discussions.”

+ configurable retention and administration

“- Retention and administration can be configured around organizational requirements.”

Pumble#5Site citedpositive
+ searchable message history

“- Searchable message history.”

+ free unlimited history

“- Unlimited message history on its free plan, according to its current comparison listings.”

+ channels, DMs and file sharing

“- Channels, direct messages and file sharing.”

+ cost for smaller teams

“- An interesting option for smaller teams watching costs.”

+ free history

“Pumble | Good | Good | Free history”

Sources the answers cite

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