AI Data Analyst

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@Bruin

Data questions shouldn't wait for the data team

One question.

Three Slack messages and a Jira ticket.

One report.

Two days of back-and-forth.

One metric.

Five different answers from five people.

From this to this

BeforeAfter — with Bruin
#general
Sarah9:14 AM

Does anyone have the Q1 revenue breakdown by channel?

Mike9:47 AM

I think Jake had that somewhere. @Jake can you pull it?

Jake11:02 AM

Which channel definition? Stripe or HubSpot? They don't match.

Sarah11:15 AM

Either? Both? I just need a number for the board deck...

Mike2:30 PM

Created a Jira ticket. Jake can you take this by Friday?

DATA-342: Pull Q1 revenue by channel — assigned to Jake

Created 3 days ago · Still in backlog

#revenue
Sarah2:34 PM

@Bruin what's our Q1 revenue by channel?

Bruin2:34 PM

Q1 revenue by channel:

Channel
Revenue
% of Total
Organic
$840K
42%
Paid
$520K
26%
Referral
$380K
19%
Direct
$260K
13%
Queried stripe.charges + hubspot.deals · 1.2s

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Sarah Chen
Sarah Chen9:15 AM
@Bruin What does our pipeline look like for Q2?
Bruin
BruinAPP9:16 AM
Q2 Pipeline Summary
From HubSpot + Salesforce + Stripe:
StageDealsValueAvg Days
Discovery34$420k8
Demo18$310k14
Proposal12$280k21
Negotiation6$185k5
View the SQL queries used for this analysis
5 replies

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1
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2
@Bruinwhat's our churn rate?

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3

Churn rate: 1.8% (down from 2.1% last month)

3 accounts churned — 2 downgrades, 1 cancellation

Net MRR impact: -$4,200

stripe.subscriptions · 0.8s

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How Bruin AI data analyst compares

Bruin
ChatGPT
Typical AI Analyst
Connects to your data
Yes, all the sources
No
Partial
Knows your schema
Full context
No
Partial
Multi-source queries
Unlimited
No
Partial
Shows source SQL
Always
Sometimes
Sometimes
Data stays in your infra
Yes
No — sent to OpenAI
Varies
Built-in data pipelines
Ingest, transform, validate
No
No — separate tool
Data lineage
Full lineage built-in
No
No
Open source
Yes
No
No

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Pipeline, win rate, forecast vs target.

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Alperen Yildirim
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