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Team Intelligence

Ayven learns who knows what.

Most AI treats every conversation like the first. Ayven builds understanding: who your team members are, what channels discuss, how expertise flows. The picture sharpens with every interaction.

S
Sarah
PM
J
Jamie
Frontend
A
Alex
Backend
Ayven
M
Maya
Design
T
Tom
DevOps
L
Lisa
QA

User Profiling

Ayven extracts facts about team members from natural conversation:

  • Display name, title, email: Basic profile data from Slack
  • Expertise areas: Inferred from message content
  • Communication patterns: Which channels, what topics
  • Confidence scores: How certain Ayven is about each fact

Channel Profiling

Every channel has a purpose. Ayven learns what each one is for:

  • Channel purpose and topic: From Slack metadata
  • Actual discussion patterns: What really gets talked about
  • Key participants: Who's most active, most expert
  • Content types: Questions, announcements, decisions

Discovery Process

Ayven learns continuously without manual setup:

  • Message analysis: LLM extracts facts from conversations
  • Profile aggregation: Facts merge into coherent profiles
  • Confidence decay: Old facts weighted less than recent
  • Privacy-first: Only workspace-public messages analyzed

What team intelligence enables

Smarter search

"Who worked on the pricing model?" → Sarah in #product, based on her messages last quarter

Better assignments

When creating tickets, Ayven suggests assignees based on expertise match

Channel routing

Ayven knows where to post findings: #eng-backend for technical, #product for features

Context-aware writing

Documents use terminology your team actually uses, not generic jargon

Privacy by design

  • Only analyzes messages in channels Ayven is invited to
  • DMs and private channels excluded
  • Facts stored with confidence scores, not raw messages
  • Revoke access anytime through Slack settings

AI that knows your team

Stop explaining context. Start getting answers.