Brutal Clarity.
Map dev work vs. company goals — in real time and autonomously.
Serge reads your team's Slack conversations and Linear/Jira tasks. Every Monday, you see what's getting attention — and what's being ignored.
Free report in 5 minutesThe visibility gap
You set the priorities.
Do you know if they're getting attention?
Every leadership team has quarterly goals. Very few know — week by week — whether their team's daily conversations and tasks actually reflect those goals.
What is your team actually talking about?
Slack conversations and ticket activity reveal real priorities — the ones people spend energy on, not the ones in a slide deck.
Which priorities are getting attention — and which aren’t?
Some goals get discussed daily. Others get mentioned in planning, then go silent. The gap between the two is where execution breaks down.
What work is happening that nobody planned for?
Teams naturally gravitate toward urgent problems. Without visibility, unplanned work accumulates without anyone noticing.
Serge analyses your Slack conversations and Linear/Jira tasks to answer these questions — automatically, every week.
One company. 12,847 Slack messages.
Here's what Serge found.
A sample report from Slack conversations and project tracker data. No surveys. No manual input.
████████ Inc. · 12,847 messages · 23 channels · Jan 6 – Mar 2
Reduce enterprise customer churn
Strong signal
Retention focus dominating conversations across engineering and product. Churn rate analysis, customer health scoring, and onboarding flow improvements mentioned frequently.
Complete platform migration to AWS
Moderate signal
Steady infrastructure work. Migration timeline and service dependencies discussed weekly across infra and platform teams.
Close Series B funding round
Moderate signal
Emerging from leadership and finance channels. Board deck preparation and metrics refinement accelerating.
Alignment gap
38% of conversations don't map to any top priority.
This is what Serge builds from your Slack, Linear, and Jira data.
Want to see yours?
5 minutes to your first insight
No implementation project. No onboarding call. Connect, read, done.
Plug in Slack + Linear or Jira
One click per tool. Serge reads public channels and tasks — no manual tagging, no workflow changes, no setup.
See your report
Within minutes, Serge analyses your team's conversations and tasks, then identifies the top 3 priorities people are actually spending time on.
Get Monday briefings
Every Monday, each leader gets a Slack DM with what shifted, what emerged, and where attention is drifting. Reply to ask follow-ups.
No surveys. No manual tagging. No OKR spreadsheets.
Monday morning. Slack. Clarity.
No dashboard to check. No login. Every Monday at 7 AM, Serge sends each leader a priority briefing in Slack — built from your team's actual conversations and tasks.
Serge
Monday 7:00 AM
Enterprise churn dominated this week's conversations.
Priorities
78 of 126 conversations this week mapped to your top 3 priorities.
Emerging: “Developer experience” appeared in engineering channels for 2 weeks straight.
Reply to ask anything about your team's focus.
Strategy-execution gap
0%
Executives lose 40% of their strategy's potential value to breakdowns in execution. Bain & Company via HBR
Serge shows you exactly where those breakdowns happen — every Monday, automatically.
Pattern library
16 ways execution breaks down
Each pattern is a specific failure mode Serge identifies automatically from your team's conversations and work output.
Phantom Priority
A stated priority that nobody is actually working on.
Shadow Roadmap
A large cluster of work happening outside any stated goal.
Talking Cure
A goal with heavy discussion but zero tickets or deliverables.
Fire Station
The team keeps discussing the same problem without shipping fixes.
Orphan Layer
Goals with active work but no epics, milestones, or structure.
Silent Priority
Significant ticket output with almost no team discussion.
Echo Chamber
All goal discussion concentrated in a single Slack channel.
Split Brain
Slack conversation trending one way, ticket output trending another.
Metrics Mirage
Ticket alignment looks high, but semantic analysis tells a different story.
Delegation Gap
Active contributors on a goal, but no one owns it.
Monday Amnesia
Wildly different Slack focus from week to week, with no goal changes.
Quarterly Cliff
A priority that was once prominent but discussion has been decaying for weeks.
Leadership Thrash
compoundMultiple patterns combine to show the team is thrashing between priorities.
Execution Theater
compoundLots of motion but little connection to stated outcomes.
Invisible Reorg
compoundThe team has silently reorganized its focus without any formal decision.
Structural Drift
compoundSystemic breakdown in how work maps to goals across the organization.
Phantom Priority
A stated priority that nobody is actually working on.
Shadow Roadmap
A large cluster of work happening outside any stated goal.
Talking Cure
A goal with heavy discussion but zero tickets or deliverables.
Fire Station
The team keeps discussing the same problem without shipping fixes.
Orphan Layer
Goals with active work but no epics, milestones, or structure.
Silent Priority
Significant ticket output with almost no team discussion.
Echo Chamber
All goal discussion concentrated in a single Slack channel.
Split Brain
Slack conversation trending one way, ticket output trending another.
Metrics Mirage
Ticket alignment looks high, but semantic analysis tells a different story.
Delegation Gap
Active contributors on a goal, but no one owns it.
Monday Amnesia
Wildly different Slack focus from week to week, with no goal changes.
Quarterly Cliff
A priority that was once prominent but discussion has been decaying for weeks.
Leadership Thrash
compoundMultiple patterns combine to show the team is thrashing between priorities.
Execution Theater
compoundLots of motion but little connection to stated outcomes.
Invisible Reorg
compoundThe team has silently reorganized its focus without any formal decision.
Structural Drift
compoundSystemic breakdown in how work maps to goals across the organization.
12 individual + 4 compound patterns
Under the hood
Three AI agents. Every claim verified.
Every report passes through a multi-agent pipeline. The Checker validates every claim before it reaches you — factual accuracy, evidence support, and calibrated confidence.
Analyst
Agent 1 of 3
Reads the data. Identifies the pattern.
- 19 deterministic signals extracted from your data
- 16 organizational patterns matched and ranked
- Evidence-backed analysis with confidence scoring
Checker
Agent 2 of 3
Validates every claim before you see it.
- 11 quality criteria evaluated independently
- Auto-fail on factual errors or hallucinations
- Maturity-weighted — adapts to your company's history
Recommender
Agent 3 of 3
Suggests a specific next step you can act on today.
- Copy-pasteable artifacts — Slack messages, meeting agendas
- Contextual to your team's actual situation
- Builds on previous recommendations, not generic advice
If the Checker finds a factual error, hallucinated data, or unsupported claim — the report is rejected and regenerated. You never see unvalidated output.
From early design partners
“We had OKRs in Notion, tasks in Linear, conversations in Slack. Serge was the first thing that connected them.”
“The Monday briefing replaced our 45-minute leadership sync. Same information, zero prep.”
“I forwarded the first report to my co-founder. We had the same reaction: why did nobody tell us this?”
One price. Everything included.
How Serge handles your data
Public channels and tasks only.
Serge reads public Slack channels and your Linear/Jira tasks. Never DMs, private channels, or files.
Names are stripped before analysis.
Every message passes through PII detection. Names, emails, and 60+ entity types are removed before anything reaches our AI.
No content is stored.
Serge processes messages to extract patterns, then discards the raw text. We keep priorities and statistics — not your conversations.
You control the scope.
Choose which channels Serge can access. Revoke anytime with one click.
One product. One price. Everything included.
- See where your team's effort goes — every Monday in Slack
- Know which priorities get attention and which are fading
- Spot emerging work that nobody planned for
- Ask Serge follow-up questions in Slack
- Corrections make Serge smarter over time
- Every feature we ship, included
Your first report is free. No credit card required.
See where your effort goes.
See what it actually moves.
Plug in Slack and Linear or Jira. Your free report is ready in 5 minutes.
Get started — free report