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Proactive agents toCatch Churn

You already have the data. Outlit is the infrastructure that enables your agents to understand and proactively act on it.

Trusted by fast-moving teams

Superset
Chatwoot
Superset
Chatwoot
Superset
Chatwoot
Superset
Chatwoot
Char
Quantstruct
Char
Quantstruct
Char
Quantstruct
Char
Quantstruct

Agents that work wherever you do.

Plug Outlit into the AI clients your team already uses. Same customer record, every surface.

Today's churn triage
Run today's churn triage.
Triggered daily · usage drop, missed QBR, or champion silence

Monday triage. 2 accounts to act on this week.

High risk: Canopy Analytics. DAU dropped from 41 to 14 over 4 weeks. Two P1 tickets in March about export failures. Customer wrote "we're looking at alternatives" on the second. No QBR scheduled.

Medium risk: Trellis Health. Champion Laura silent 19 days. New user Derek opened 3 SSO tickets in the past two weeks. Possible internal ownership change.

NEXTRe-engage Canopy this week with the export-failure follow-up. Map who owns the SSO conversation at Trellis before next Monday.
SAVEDoutlit/churn/2026-04-28-triage.md
Write a message...Sonnet 4.6

Customer signals into custom agents.

Turn the noise across your tools into signals for your agents to understand and act on.

Same customer · ten systems
CRM & Revenue2 sources
Stripe
cus_9x2kLm7
HubSpot
Brightline Labs
Conversations5 sources
Gmail
sarah@brightline.com
Slack
@brightline-team
Calendar
brightline weekly
Granola
Brightline check-in
Fireflies
brightline standup
Product & Identity3 sources
PostHog
brightline
Pylon
brightline_labs
Supabase
brightline.team
Customer context layer
B
Brightline Labs
brightline.com · 7 facts · 10 sources
Usage
PostHog
Logins down 50% over 7 days
Buying intent
Fireflies
VP Eng mentioned Scale plan in last 2 calls
Champion silent
Gmail
Maya Patel, 12 days no reply
P1 open
Pylon
API outage, 12 days unresolved
Product complaint
Slack
"Exports broken again" · Derek Liu
Deal stalled
HubSpot
Scale plan upgrade · 21 days no movement
Renewal
Stripe
Jun 14 · 47 days · $50K ARR
// served viaAPI·MCP·CLI
Triggers your agents
Custom agentsin sandbox
Churn Alert
via Claude Code
Expansion Signal
via Codex
Renewal Prep
via Cursor
Deal postmortem
via OpenCode
Onboarding Brief
via Pi

Infrastructure your agents can rely on.

Ensure your customer data is usable and reliable for your agents.

customer: {
id: "cust_brightline",
name: "Brightline Labs",
matched: [
{ "stripe": "cus_9x2kLm7" },
{ "hubspot": "12048293" },
{ "zendesk": "Acme Corp." },
{ "posthog": "brightline" }
],
}
01Identity resolution

"acme-corp" in Stripe and "Acme Corporation" in Zendesk aren't the same record on their own. We map entities across tools into one graph, so agents address one customer, not many.

facts: [
{ type: "champion_silent", subject: "maya@brightline.com", since: "12d" },
{ type: "p1_open", ref: "PYL-2841", daysOpen: 12 },
{ type: "buying_intent", source: "fireflies" }
]
02Event normalization

Raw APIs return events and unstructured text. We extract typed facts once, upstream, so agents query a clean shape instead of reparsing every run.

trends: {
logins30d: -0.50,// -50% over 30d
dau14d:14d
}
03Temporal state

APIs give you current state, not change over time. We keep a timeseries view, so "what changed last week" is one query.

schema: {
version: "v2.stable",
vendors: ["stripe", "hubspot", "zendesk", "posthog"]
}
04Unified data model

One canonical shape for customers, facts, and events. Swap HubSpot for Salesforce or Stripe for Chargebee and your agents don’t have to be rewired.

Works with any stack.

Add a source and Outlit keeps it synced. No pipelines to build or maintain.

Slack
Slack
Messages, reactions, thread context
Stripe
Stripe
Revenue, plan changes, churn events
HubSpot
HubSpot
Deals, contacts, pipeline activity
PostHog
PostHog
Feature usage, session activity, events
Gmail
Gmail
Email threads, sender history, attachments
Granola
Granola
Meeting notes, transcripts, summaries, attendees
Slack
Slack
Messages, reactions, thread context
Stripe
Stripe
Revenue, plan changes, churn events
HubSpot
HubSpot
Deals, contacts, pipeline activity
PostHog
PostHog
Feature usage, session activity, events
Gmail
Gmail
Email threads, sender history, attachments
Granola
Granola
Meeting notes, transcripts, summaries, attendees
Fireflies.ai
Fireflies.ai
Call transcripts, action items, summaries
Google Calendar
Google Calendar
Meetings, attendees, scheduling patterns
Attio
Attio
Records, lists, workspace activity
Supabase Auth
Supabase Auth
User identity, sign-up source, auth events
Clerk
Clerk
User profiles, org membership, login activity
Pylon
Pylon
Support tickets, customer issues, conversations
Fireflies.ai
Fireflies.ai
Call transcripts, action items, summaries
Google Calendar
Google Calendar
Meetings, attendees, scheduling patterns
Attio
Attio
Records, lists, workspace activity
Supabase Auth
Supabase Auth
User identity, sign-up source, auth events
Clerk
Clerk
User profiles, org membership, login activity
Pylon
Pylon
Support tickets, customer issues, conversations

FAQs

Give your agents the full picture of every customer

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