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integrations

Turn engineering activity into insights

Pensero connects your entire delivery ecosystem and transforms fragmented activity into structured, comparable execution signals.

Repositories

Understand how delivery moves through your teams.

Pensero analyzes repository activity to surface what's being built, how it's delivered, and whether it aligns with your goals.

Bit Bucket

GitLab

GitHub

Add Scope of Work Signal & Extendable Agent

Completed Jan 14

#6110 Pull requestMerged

Code insightsDescriptionComments

FER-5954/add_signals_scope_of_work→main

24 files changed

+5192−3205

5 files ignored · 3248 lines ignored

36m

to approve

19h

to merge

Python 99.89%JavaScript 0.07%HTML 0.04%

Pensero AssessmentLearn about scoring

Magnitude

Extra Large8.0

Complexity

Medium2.5

Total delivery20.0

Magnitude × Complexity (8.0 × 2.5) = 20.0

Skyler Thorn

3.5

Review pull_request: Fern/M…

0.9

Review pull_request: Fern/M…

0.9

Review pull_request: Fern/M…

0.9

Review pull_request: Fern/M…

0.8

AI usage

Measure AI usage in context.

Pensero tracks AI-assisted contributions alongside delivery signals, so leaders can measure real impact rather than raw percentages.

Claude Code

Gemini Code Assist

OpenAI Codex

Cursor

GitHub Copilot

AI-assisted PRs now drive 82% of delivery

1,859 pts shipped with AI this quarter

NovDecJanFebMarAprMay

PR deliveryOOO lossAI-assisted trend

User adoption

92%236 of 257

12 devs this quarter

Defect rate

1.8%of total delivery

10.6pp improvement

Defect rate climbing with AI adoption

From 1.8% → 12.4% defect rate since Nov

NovDecJanFebMarAprMay

Defect costBug fixingAI adoption

Documentation & design

See the work that happens outside the editor.

Pensero analyzes your documents to surface requirements, design reviews, specs, and architecture work. Only connected spaces are analyzed. Value is measured by impact, not length.

Google Drive

Notion

Confluence

Breakdown of delivery by type of work

AprMayJunJulAugSepOctNovDecJanFebMar

PRsTicketsDocumentsCommunications

Total Activity: 532

114PRs

51tickets

25documents

342communications

Delivery

3.5

Marina Torres

2.5

API migration guide

2.5

Jonas Eriksen

1.0

Comment to doc: 'Onb…'

1.0

Communications

Add context to delivery.

Pensero analyzes work discussions in connected channels to identify collaboration patterns and link conversations to PRs and tickets. Private messages and unconnected channels are never accessed. Context, not surveillance.

Slack

Teams

Google Chat

Slack Message related to: Atlas/Core#2847: Migrate Auth Service to OAuth 2.1

Completed Feb 8

Message

Messages

Highlighted messages show which ones are being assessed for this task.

Priya Mehta

Feb 8 at 11:42

The token refresh logic looks solid, but we should handle the race condition when two requests hit the refresh endpoint simultaneously. A mutex or queue would prevent double-refresh.

Priya Mehta

8.3

OAuth 2.1 migration thr…

4.2

Comment to ticket: 'ATL-31…

2.8

Review pull_request: Atlas/…

1.3

Tickets and work management

Understand intent behind the work.

Pensero ingests tickets to connect planned work to delivered outcomes. Scope, status, ownership, and linked PRs. Execution behavior, not ticket volume.

Linear

Jira

YouTrack

GitHub Projects

EpicDelivery

API GatewayPlatform

265.2

SSO & OAuth MigrationIdentity

66.9

Billing OverhaulPayments

58.9

Data Pipeline v2Platform, Data

53.7

Webhook ReliabilityInfra

39.8

Tenant IsolationPlatform

Search ReindexCore, Data

15.3

Admin DashboardInternal Tools

12.9

Roadmap alignedApr 01 – May 28

DecJanFebMarAprMay

DeliveryCumulative

Top Contributors

Liam Chen

262.7

Sara Lindqvist

86.5

Amir Rashidi

58.4

Top Teams

Platform

52.1%

Identity

18.4%

Payments

14.7%

Infra

9.6%

Other

5.2%

Calendars & Capacity

Align delivery with true capacity.

Pensero reads absence metadata to adjust performance signals for time off and measure real focus time. Only availability data is accessed. Meeting content stays private.

Microsoft 365 Calendar

Google Calendar

% of time in focus vs. meetings

35% of time focused, −27% in meetings

Average: 12.7

JunAugOctDecFebAprMay

FocusedMeetingsOut of office

W18May 05 – May 11

262.1 delivery points

272.0 hours out of office (11 people)

159.1 delivery loss

Focus time this quarter

14.2havg. per person / week

35%

Focused

27%

Meetings

12%

OOO

26%

Other

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