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AI for engineering leaders

Be the leader who notices

TeamPlot's AI watches the signals your team sends through code, chat, calendar, and Jira or GitLab issues when you connect them — and surfaces who needs your attention before they have to ask.

14-day free trial · No credit card required

01

You're missing things.

Not because you're not trying. Because your team's signals are scattered across Slack, GitHub, Jira or GitLab, and calendar — and nobody has time to piece them together.

02

The data is already there.

Code velocity, tickets and sprints, message patterns, late-night commits, meeting load — your team's actual state is visible in the tools you already use. It just needs someone to look.

03

Now AI can.

TeamPlot's AI watches those signals continuously, spots what's worth a conversation, and tells you who needs your attention — before they have to come to you.

25+
Signals detected
5
Data sources
14
Day free trial
0
Code to configure

Your tools already know. TeamPlot surfaces what matters.

Every integration is optional — add calendar, chat, code, work tracking, or any mix. The more you connect, the richer your signals. OAuth per provider; we sync metadata your integrations allow and turn patterns into conversation starters, not scoreboards.

Your integrations

Calendar
Google CalendarOutlook
Chat
SlackMicrosoft Teams
Code
GitHubGitLabAzure DevOps
Work tracking
JiraGitLab issues

TeamPlot

Sync & signal detection

Example signals

Quiet PeriodReview BottleneckActivity SpikeSprint Overload

Everything you'd see if you had time to look.

Most leaders are the last to know when someone's struggling. TeamPlot's AI watches the signals you can't — so you act before a small thing becomes a big one.

AI Signal Detection

Catch momentum while it's happening

Velocity jumps, new channels and scope, shipping streaks, sprint progress — TeamPlot highlights what's going well so you can recognise wins, not only spot strain. The full picture still includes quieter patterns when you need it.

Velocity upStrong shipping week3 new channelsExploring AI toolingSprint on track
AI Briefings & Smart Agenda

Your pre-meeting briefing, automatically

Before every 1:1, get a summary of chat, code, and work items when connected — with a suggested agenda grounded in real signals. Add your own items, reorder, and check off as you go.

Suggested agenda · Alex Chen · 1:1 today

3 PRs open 4+ days — review bottleneck worth unblocking

After-hours commits 3 weeks running — sustainable pace check

Sprint on track — good moment to recognise the strong week

Work Board

See what your team is shipping

Commits, PRs, reviews, and collaborations — plus Jira or GitLab issues when you connect work tracking — a weekly snapshot of each person's output, bottlenecks, and cross-team work.

12 commits
3 PRs in review
2 collaborating
Team Health

Spot who needs your attention before they have to ask

Your whole team, ranked by signal. See who's gone quiet, who's burning the midnight oil, who's got PRs stuck in review or tickets blocked on the board — before your next 1:1 or just at 9am.

Alex Chen
Review bottleneck
Jordan Rivera
After-hours pattern
Sam Taylor
No signals this week

Signals that start conversations

Detected by AI from real activity data — not gut feeling or guesswork. Every signal is a prompt to check in, not a verdict.

From your messaging

Quiet Period

Recent days down >30% vs their 14-day baseline — worth a check-in.

Reaching Out More

Increased posts in help or question channels — may be exploring new ground.

Extended Quiet

No messages for 2+ working days — may be heads-down or away.

Activity Spike

Recent days up >50% vs their 14-day baseline — could be a big week, crunch time, or new scope.

Channel Shift

Active in 2+ new channels vs the prior two weeks — new project or expanding scope.

After-Hours Activity

>25% of messages outside working hours — worth a workload check-in.

From your code platform

Shipping Less Than Usual

Merged PRs down >40% vs baseline — could be deep focus, blockers, or a planning phase.

Review Bottleneck

2+ PRs open 3+ days without merge — a good moment to help unblock.

Large PR

PR with 500+ lines added and deleted — worth discussing review approach or a staged breakdown.

Quiet on Code

No commits for 3+ working days — may be planning, reviewing, or worth a check-in.

After-Hours Commits

5+ commits in a week and >30% outside working hours — worth a sustainable-pace conversation.

CI Friction

3+ PRs opened recently but a low merge rate — pipeline issues, review backlog, or shifting priorities.

AI-related patterns

Exploring AI Tooling

Active in AI-related channels for the first time — worth a check-in on what they're finding useful.

Output Above Usual Pace

Code additions significantly above baseline — could reflect AI-assisted development. Worth a conversation about approach.

Velocity Step-Up

Both PR merge rate and code output up significantly — could be AI tooling, fewer meetings, or a great stretch of focus.

AI Attribution

Commit or PR titles match your team's attribution patterns — a natural conversation about tooling and conventions.

Large Commits

Average lines per commit jumps above your threshold vs their usual pattern — worth discussing incremental commits and review.

From Jira or GitLab

Ticket Stalled

In progress or in review but no update for days — could mean blockers or context switching.

Sprint Overload

Many open items in the active sprint — high WIP can slow delivery and increase switching cost.

Blocked

Issues marked blocked or labelled blocked — good to unblock before your next 1:1.

Stale Tickets

High-priority issues untouched for a week or more — reprioritize, reassign, or close.

Scope Creep

New work landing mid-sprint — a moment to align on what actually ships.

From your calendar

Heavy Meeting Load

Averaging 3+ hours in meetings per day — worth a check-in on how they're finding the balance.

Meeting Creep

Time in meetings has increased for three consecutive weeks — could be a good moment to review what's on their plate.

Fragmented Schedule

Multiple meeting-heavy days with no focus block longer than 90 minutes — deep work may be hard to come by.

Privacy-first

Your data stays yours

TeamPlot is built for leaders who need insight without surveillance. Here's exactly what we access — and what we never touch.

No message content

We read counts and timing — never message text, DMs, or private channels.

No source code

We use PR metadata and commit stats only — code and diffs are never accessed or sent to AI.

Issue metadata

Jira and GitLab issues: titles, status, sprint, labels — not descriptions or comments for signals.

Encrypted & deletable

All tokens encrypted at rest. Disconnect any integration instantly, delete everything in 30 days.

Simple pricing

Free for up to 9 active seats (including the organisation owner). Paid plans are $20 per seat per month, or $192 yearly. Paid plans include a 14-day trial — no card required.

Free

$0

Up to 9 active seats

  • Slack + Calendar integration
  • Code + optional Jira or GitLab issues
  • AI-powered briefings
  • Signal detection
  • Editable agendas
  • Same core product as paid
Join the waitlist

Monthly

$20/seat/month
  • 10+ seats
  • 14-day free trial
  • Slack + Calendar integration
  • Optional Jira or GitLab issues
  • AI-powered briefings
  • Signal detection
  • Editable agendas
Join the waitlist
Save 20%

Yearly

$192/seat/year
  • 10+ seats
  • 14-day free trial
  • Everything in monthly
  • 2 months free vs monthly
  • Priority support
Join the waitlist

Free plan · 14-day trial on paid plans · No credit card required to start · Cancel anytime

Need SSO, invoicing, or a security review?

We offer custom plans for larger rollouts. Get in touch.

Contact us →

Common questions

TeamPlot is a leadership tool, not a surveillance tool. Employees don’t get their own view of the product or your signals — it’s manager-facing only. We still recommend telling your team you use it; most engineering leaders find that openness builds trust, because it replaces gut-feel and guesswork with something more consistent.

A few important limits worth knowing: we never show raw activity counts or message tallies — signals are patterns, not scoreboards. We also only ever see what your API key gives us access to. Private messages, direct messages, and restricted channels are outside our scope unless your admin key explicitly grants access, which most don’t. For Jira or GitLab issues, we sync metadata your integration allows (not full issue bodies for our signals). You control what you connect, and you can see exactly what permissions each integration uses on the settings page.

Message counts, channel activity, and timing — never message content, DMs, or private channels. We can’t read what was said, only that a conversation happened. Full details are on our data privacy page.

No. We use GitHub, GitLab, or Azure DevOps metadata only — commit counts, PR titles, merge rates, and review timing. Code diffs and file contents are never accessed or sent anywhere.

If you connect work tracking, we sync issue metadata your API allows — titles, status, sprint, labels, assignee, and timestamps. We don’t read descriptions, comments, or attachments as part of signal detection. Disconnect anytime from organisation settings.

On paid plans you pay per active seat — each organisation user who is set to use a seat (including the owner). You can release a seat on Users settings without removing someone from the workspace. The Free plan includes up to 9 active seats.

Yes — new workspaces get a 14-day free trial on paid plans, no card required. You can also stay on the Free plan with up to 9 active seats.

Yes. For larger teams or if you need SSO, invoicing, or a security review, get in touch at hello@teamplot.com and we’ll put something together.

Be the leader your team deserves

TeamPlot watches the signals. You focus on your team. Start free — no credit card required.