INTEGRATIONS
INTEGRATIONS
INTEGRATIONS
Turn engineering
activity into insights
Turn engineering activity into insights
Connect your engineering Stack. Measure what actually gets delivered. Pensero connects to your existing tools to understand performance and productivity.
Connect your engineering Stack. Measure what actually gets delivered. Pensero connects to your existing tools to understand performance and productivity.
No workflows
No manual exports
No code inspection
SOC 2
GDPR
HIPAA-aligned
SAML SSO
SOC 2
GDPR
HIPAA-aligned
SAML SSO
Why integrations matter
Most engineering metrics fail because
they analyze one tool in isolation
Most engineering metrics fail because they analyze one tool in isolation
Pensero connects your entire delivery ecosystem and transforms fragmented
activity into structured, comparable execution signals.
Pensero connects your entire delivery ecosystem and transforms fragmented
activity into structured, comparable execution signals.
All
Repositories
Coding Assistants
Quality
Tickets & Management
Documents
Collaboration
Calendars
GitHub
Code repositories
Connect repositories, pull requests, and activity to gain visibility into development work and delivery trends.
GitLab
Code repositories
Import repository events, merge requests, and pipelines to understand how code moves from commit to release.
Bit Bucket
Code repositories
Bring in repository and pull request data to monitor collaboration and code delivery across teams.
GitHub Copilot
ai coding assistants
Track Copilot usage and understand how AI-assisted coding influences developer productivity.
Cursor
ai coding
assistants
Analyze how teams use Cursor to accelerate coding workflows and AI-assisted development.
Claude Code
ai coding
assistants
Monitor Claude-powered coding activity to evaluate adoption and impact across engineering teams.
Gemini Code Assist
ai coding assistants
Measure how developers leverage Gemini to generate code, solve problems, and move faster.
OpenAI Codex
ai coding
assistants
Capture Codex-driven coding interactions to understand AI’s role in software delivery.
SonarQube
ai Code
quality
Improve quality, reliability, and security through automated, explainable, compliant code review.
Jira
Tickets & work
management
Integrate issues, epics, and workflows to connect engineering activity with project progress.
Linear
Tickets & work
management
Import issues and project updates to keep delivery insights aligned with your team’s roadmap.
YouTrack
Tickets & work management
Connect issue tracking and sprint data to visualize how work flows through development cycles.
GitHub Projects
Tickets & work
management
Sync project boards and tasks to align development work with planning and delivery goals.
Confluence
DOCUMENTS
Bring documentation and planning activity into your workflow insights for a fuller view of output.
Notion
DOCUMENTS
Link team knowledge, docs, and project notes to provide context around engineering work.
Google Drive
DOCUMENTS
Access shared docs to connect planning artifacts with development efforts.
Slack
COLLABORATION
Capture Slack conversations tied to tickets to understand team collaboration.
Teams
COLLABORATION
Capture Teams discussions around issues to reveal collaboration patterns.
Google Chat
COLLABORATION
Keep discussions connected to development activity through Google Chat.
Google Calendar
CALENDARS & CAPACITY
Track team absences and time off to better understand delivery timelines.
Microsoft 365 Calendar
CALENDARS & CAPACITY
Sync calendar absences to account for availability in delivery insights.
Repositories
Understand how delivery moves through your teams.
Bit Bucket
GitLab
GitHub
Pensero analyzes repository activity to surface what's being built, how it's delivered, and whether it aligns with your goals.
Add Scope of Work Signal & Extendable AgentCompleted Jan 14#6110 Pull requestMergedCode insightsDescriptionCommentsFER-5954/add_signals_scope_of_work→main24 files changed+5192−32055 files ignored · 3248 lines ignored36mto approve19hto mergePython 99.89%JavaScript 0.07%HTML 0.04%Pensero AssessmentLearn about scoringMagnitudeExtra Large8.0ComplexityMedium2.5Total delivery20.0Magnitude × Complexity (8.0 × 2.5) = 20.0STSkyler Thorn3.5Review pull_request: Fern/M…0.9Review pull_request: Fern/M…0.9Review pull_request: Fern/M…0.9Review pull_request: Fern/M…0.8AI usage
Measure AI usage in context.
Claude Code
Gemini Code Assist
OpenAI Codex
Cursor
GitHub Copilot
Pensero tracks AI-assisted contributions alongside delivery signals, so leaders can measure real impact rather than raw percentages.
AI-assisted PRs now drive 82% of delivery1,859 pts shipped with AI this quarterNovDecJanFebMarAprMayPR deliveryOOO lossAI-assisted trendUser adoption92%236 of 25712 devs this quarterDefect rate1.8%of total delivery10.6pp improvementDefect rate climbing with AI adoptionFrom 1.8% → 12.4% defect rate since NovNovDecJanFebMarAprMayDefect costBug fixingAI adoptionAI CODE quality
See how quality issues
slow engineering output
Sonar Qube
More output is not the same as better output. Measure how defects, rework, and bugs slow delivery and reduce long-term engineering output.
Documentation & design
See the work that happens outside the editor.
Google Drive
Notion
Confluence
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.
Breakdown of delivery by type of workAprMayJunJulAugSepOctNovDecJanFebMarPRsTicketsDocumentsCommunicationsTotal Activity: 532114PRs51tickets25documents342communicationsDelivery3.5MTMarina Torres2.5API migration guide2.5JEJonas Eriksen1.0Comment to doc: 'Onb…'1.0collaboration
Add context to delivery.
Slack
Teams
Google Chat
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 Message related to: Atlas/Core#2847: Migrate Auth Service to OAuth 2.1Completed Feb 8MessageMessagesHighlighted messages show which ones are being assessed for this task.Feb 8 at 11:42PMPriya MehtaThe 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.PMPriya Mehta8.3OAuth 2.1 migration thr…4.2Comment to ticket: 'ATL-31…2.8Review pull_request: Atlas/…1.3Tickets and work management
Understand intent behind the work.
Linear
Jira
YouTrack
GitHub Projects
Pensero ingests tickets to connect planned work to delivered outcomes. Scope, status, ownership, and linked PRs. Execution behavior, not ticket volume.
EpicDeliveryAPI GatewayPlatform265.2SSO & OAuth MigrationIdentity66.9Billing OverhaulPayments58.9Data Pipeline v2Platform, Data53.7Webhook ReliabilityInfra39.8Tenant IsolationPlatform21Search ReindexCore, Data15.3Admin DashboardInternal Tools12.9Roadmap alignedApr 01 – May 28DecJanFebMarAprMayDeliveryCumulativeTop ContributorsLiam Chen262.7Sara Lindqvist86.5Amir Rashidi58.4Top TeamsPlatform52.1%Identity18.4%Payments14.7%Infra9.6%Other5.2%Calendars & Capacity
Align delivery with true capacity.
Microsoft 365 Calendar
Google Calendar
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.
% of time in focus vs. meetings35% of time focused, −27% in meetingsAverage: 12.7JunAugOctDecFebAprMayFocusedMeetingsOut of officeW18May 05 – May 11262.1 delivery points272.0 hours out of office (11 people)159.1 delivery lossFocus time this quarter14.2havg. per person / week35%Focused27%Meetings12%OOO26%Other
Repositories
Understand how delivery moves through your teams.
Bit Bucket
GitLab
GitHub
Pensero analyzes repository activity to surface what's being built, how it's delivered, and whether it aligns with your goals.
AI usage
Measure AI usage in context.
Claude Code
Gemini Code Assist
OpenAI Codex
Cursor
GitHub Copilot
Pensero tracks AI-assisted contributions alongside delivery signals, so leaders can measure real impact rather than raw percentages.
AI CODE quality
See how quality issues
slow engineering outputSonar Qube
More output is not the same as better output. Measure how defects, rework, and bugs slow delivery and reduce long-term engineering output.
Tickets and work management
Understand intent behind the work.
Linear
Jira
YouTrack
GitHub Projects
Pensero ingests tickets to connect planned work to delivered outcomes. Scope, status, ownership, and linked PRs. Execution behavior, not ticket volume.
Documentation & design
See the work that happens outside the editor.
Google Drive
Notion
Confluence
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.
collaboration
Add context to delivery.
Slack
Teams
Google Chat
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.
Calendars & Capacity
Align delivery with true capacity.
Microsoft 365 Calendar
Google Calendar
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.
GitHub Copilot
ai coding assistants
Track Copilot usage and understand how AI-assisted coding influences developer productivity.
Cursor
ai coding assistants
Analyze how teams use Cursor to accelerate coding workflows and AI-assisted development.
Claude Code
ai coding assistants
Monitor Claude-powered coding activity to evaluate adoption and impact across engineering teams.
Gemini Code Assist
ai coding assistants
Measure how developers leverage Gemini to generate code, solve problems, and move faster.
OpenAI Codex
ai coding assistants
Capture Codex-driven coding interactions to understand AI’s role in software delivery.
SonarQube
ai Code quality
Improve quality, reliability, and security through automated, explainable, compliant code review.
Jira
Tickets & work management
Integrate issues, epics, and workflows to connect engineering activity with project progress.
Linear
Tickets & work management
Import issues and project updates to keep delivery insights aligned with your team’s roadmap.
YouTrack
Tickets & work management
Connect issue tracking and sprint data to visualize how work flows through development cycles.
GitHub Projects
Tickets & work management
Sync project boards and tasks to align development work with planning and delivery goals.
Confluence
DOCUMENTS
Bring documentation and planning activity into your workflow insights for a fuller view of output.
Notion
DOCUMENTS
Link team knowledge, docs, and project notes to provide context around engineering work.
Google Drive
DOCUMENTS
Access shared docs to connect planning artifacts with development efforts.
Slack
COLLABORATION
Capture Slack conversations tied to tickets to understand team collaboration.
Teams
COLLABORATION
Capture Teams discussions around issues to reveal collaboration patterns.
Google Chat
COLLABORATION
Keep discussions connected to development activity through Google Chat.
Google Calendar
CALENDARS & CAPACITY
Track team absences and time off to better understand delivery timelines.
365 Calendar
CALENDARS & CAPACITY
Sync calendar absences to account for availability in delivery insights.
Repositories
Understand how delivery moves through your teams.
Bit Bucket
GitLab
GitHub
Pensero analyzes repository activity to surface what's being built, how it's delivered, and whether it aligns with your goals.
AI usage
Measure AI usage in context.
Claude Code
Gemini Code Assist
OpenAI Codex
Cursor
GitHub Copilot
Pensero tracks AI-assisted contributions alongside delivery signals, so leaders can measure real impact rather than raw percentages.
AI CODE quality
See how quality issues
slow engineering outputSonar Qube
More output is not the same as better output. Measure how defects, rework, and bugs slow delivery and reduce long-term engineering output.
Tickets and work management
Understand intent behind the work.
Linear
Jira
YouTrack
GitHub Projects
Pensero ingests tickets to connect planned work to delivered outcomes. Scope, status, ownership, and linked PRs. Execution behavior, not ticket volume.
Documentation & design
See the work that happens outside the editor.
Google Drive
Notion
Confluence
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.
collaboration
Add context to delivery.
Slack
Teams
Google Chat
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.
Calendars & Capacity
Align delivery with true capacity.
Microsoft 365 Calendar
Google Calendar
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.
GitHub
Code repositories
Connect repositories, pull requests, and activity to gain visibility into development work and delivery trends.
GitLab
Code repositories
Import repository events, merge requests, and pipelines to understand how code moves from commit to release.
Bit Bucket
Code repositories
Bring in repository and pull request data to monitor collaboration and code delivery across teams.
Trusted by fast-growing companies around the world
Trusted by fast-growing companies around the world
Trusted by fast-growing
companies around the world
Security & privacy
Security & privacy
Built on strict data boundaries.
Pensero is designed so leaders gain visibility without exposing what teams actually build. Your engineering intellectual property remains protected.
We never store raw code or AI prompts
24/7
monitoring
Pensero derives signals from activity, your source and prompts are never persisted.
Explicitly connected items are analyzed
24/7
monitoring
Nothing is touched unless you connect it. Unconnected spaces stay invisible.
Access is controlled
and auditable
24/7
monitoring
Scoped, read-only access with a full audit trail of what was read and when.
Enterprise-grade
data handling
24/7
monitoring
Encryption in transit and at rest, aligned with enterprise security standards.
How it works
Get started in minutes.
See insights in hours.
Connect your stack. See months of history from day one.
1 hour
Connect & Structure
Integrates repositories, tickets and messages automatically so AI can break work into measurable units, giving your team a unified, transparent view of everything delivered.
1 day
Analyze & Detect
Surface delivery vs roadmap gaps, AI contribution patterns, and execution insights so bottlenecks and early performance drag become visible through evidence-based reviews.
1 week
Report & Decide
Establish a single source of execution truth with team-level and AI vs human performance comparisons, enabling board-ready reporting and confident, scalable capital decisions.
FAQ
Questions
teams ask
Is this a new form of Big Brother?
Where do you store my data?
Does Pensero access or store our source code?
What data does Pensero collect from GitHub, GitLab, or Bitbucket?
How does Pensero integrate with Jira, Linear, or other ticketing systems?
Does Pensero read Slack or Microsoft Teams messages?
See the product in action
See the product in action
Get months of engineering performance data now
Get months
of engineering performance data now
Stop deciding on gut feel. Get 90 days of objective data in minutes.
