Swarmia tracks engineering workflows. Network Perspective helps teams act on what shapes delivery. Swarmia analyzes pull requests, issues, and delivery pipelines to track productivity. That’s useful.
But engineering leaders don’t just need workflow visibility. They need to understand what slows work down—and fix it.
Network Perspective adds collaboration data and deep work insights—showing:
Spot what slows delivery. Fix it.
Why this matters: When AI makes coding faster, delivery often slows down.
Swarmia gives you workflow visibility. Network Perspective gives you leverage.
Swarmia is strong for teams that want to:
If your goal is better workflow visibility and pipeline optimization, Swarmia is a solid option.
Swarmia provides strong visibility into engineering workflows, pull requests, and team performance—and teams value that.
Valuable insights… particularly the team and initiative visibility features
At the same time, teams highlight a few recurring gaps:
Would be awesome to get an easy action management… for team retrospectives
Need to spend more time to understand all Swarmia reports
Can give ‘Big Brother vibes’… can be misused to monitor people
Swarmia gives teams strong visibility into workflows and performance. But turning those insights into simple, system-level actions—and ensuring trust across teams—remains a challenge.
Network Perspective is built for teams that need to:
Network Perspective helps teams move beyond visibility and improve how work actually happens.
The application presents information on less obvious aspects of team activity and collaboration between teams.
Teams don’t just get dashboards. They start changing how they work.
People start to become intentional about changing aspects of their working environment… and then they start to act.
That is also why customers describe Network Perspective as:
Much more actionable than other products we considered
Swarmia shows how work moves through code. Network Perspective shows what slows it down—and how to fix it.
Swarmia tracks workflows. Network Perspective helps you fix what slows them down.
Remove friction. Protect focus. Measure flow.
Most tools show outputs. Network Perspective connects the system behind them.
From measuring productivity → to operating the system
Operate and improve your system across:
From feedback → to root causes → to action
Swarmia connects feedback with workflows. Network Perspective makes it clear what breaks delivery—and what to fix.
Where time and attention are lost.
This is the biggest gap.
Deep work and collaboration are core drivers of developer productivity.
How deep work and collaboration drive developer productivity (DevEx)
Deep work, collaboration patterns, and overload directly impact delivery performance.
Workload and burnout in tech: how overload impacts engineering performance
Swarmia shows how work moves in code. Network Perspective shows how work actually happens across people and time.
From delivery metrics → to system-level improvement
Swarmia tracks delivery performance. Network Perspective explains why it slows down—and how to fix it.
AI-first teams generate more signals (AI coding shift: why engineering leaders must manage comprehension debt), run faster feedback loops, and rely on LLMs to support decisions.
That changes what engineering systems need to support.
Swarmia focuses on workflows.
Network Perspective enables:
Swarmia processes engineering data at the level of users and activities (e.g. pull requests, commits, issues), and aggregates it for analysis.
Network Perspective is designed differently. It works on team-level visibility, with hashed identities and no personal tracking built into the product model. The system is measured—not the individual.
This approach changes how data is received and used. When people feel comfortable with the data, it sparks curiosity instead of defensiveness. It creates attention, alignment, and open discussion, rather than hesitation or rejection. Teams are more willing to engage with the insights and act on them because they trust how the data is handled.
It also supports a true team contract. Problems are treated as shared, improvements are collective, and accountability stays at the system level—where it can actually drive change.
Trust drives adoption. Adoption drives action. Action drives improvement.
Swarmia tracks engineering workflows. Network Perspective helps you fix what shapes them.
Go deeper into how engineering systems actually work
Backed by research across engineering teams and organizations
What is a Swarmia alternative?
A Swarmia alternative is a platform that helps engineering teams improve delivery performance and developer productivity, often by going beyond workflow metrics and analyzing how work actually happens across teams, time, and collaboration.
How is Network Perspective different from Swarmia?
Swarmia focuses on optimizing engineering workflows—especially pull requests, cycle time, and delivery pipelines.
Network Perspective focuses on what shapes those workflows: friction, focus, and collaboration—and makes it clear what to fix and how to fix it.
Does Swarmia include developer experience surveys?
Yes. Swarmia includes developer experience surveys and combines them with engineering workflow data to connect feedback with delivery performance.
These surveys are typically used to track trends and correlate sentiment with workflow metrics over time.
How does Network Perspective approach DevEx surveys differently?
Network Perspective separates surveys into two layers:
This helps teams move from tracking sentiment to identifying root causes and taking action.
What does Network Perspective add beyond Swarmia?
Network Perspective adds visibility into:
It connects these signals with developer experience and delivery metrics to explain why work slows down and what to fix.
Does Swarmia help teams take action on insights?
Swarmia provides workflow insights, metrics, and recommendations that help teams improve processes—especially around pull request flow and delivery pipelines.Network Perspective goes further by connecting signals across the system and making it clear what actions teams, managers, or platform engineers should take.
How does Network Perspective measure focus and deep work?
Network Perspective uses collaboration data (such as calendars and communication patterns) to measure:
This helps teams protect focus and improve how time is used.
How does Network Perspective analyze collaboration?
Network Perspective maps collaboration as a network across teams, showing:
This reveals how work actually flows across the organization—not just within code.
Does Swarmia use user-level data?
Swarmia processes data from engineering tools such as GitHub and Jira, which typically includes user-level activity (e.g. pull requests, commits, issues), and aggregates it into team-level insights.
How does Network Perspective handle privacy differently?
Network Perspective is designed with privacy by default:
This makes teams more comfortable with the data, which increases adoption and leads to more open discussion and action.
Is Swarmia focused only on code and pull request metrics?
Swarmia primarily focuses on engineering workflows, including pull requests, issue tracking, and delivery pipelines, and complements this with developer surveys.
It provides strong visibility into code-related processes but limited insight into broader collaboration and focus patterns.
Can Network Perspective replace tools like Swarmia?
Network Perspective can replace or complement tools like Swarmia, depending on your needs.
Some teams use Swarmia for workflow-level insights and Network Perspective for system-level analysis across collaboration, focus, and delivery.
Is Network Perspective suitable for AI-first engineering teams?
Yes. Network Perspective supports AI-first workflows by:
This allows teams to move from static dashboards to continuous system improvement.
Which tool is better: Swarmia or Network Perspective?
Swarmia is a strong choice for teams focused on optimizing workflows, pull requests, and delivery pipelines.
Network Perspective is better suited for organizations that want to:
You’re already investing in tools, processes, and people. But without visibility into what slows teams down, you’re flying blind. Our developer experience insights help you cut delays, fix what’s broken, and unlock team speed—without the guesswork. Start small. Scale fast. See results in weeks.
I’ve been working in the Workplace Analytics field for more than 10 years. I’ve completed a Ph.D. in economics and psychology, applying ONA (Organizational Network Analysis) in organizational design.
I believe that advanced Workplace Analytics with strong ethics upfront can enable people leaders to make their teams productive and happy in a new hybrid workspace.Let’s meet on LinkedIn →
I’m a Passionate People and Organization Development and Future of Work Practitioner with over 15 years of experience in senior ad executive people management functions.
MY PURPOSE is to develop effective, data-informed, agile, remote smart organizations that help people grow and feel enabled and self-fulfilled with the contribution that they make to the company's success both as team members and as individuals.Let’s meet on LinkedIn →
I’m working experienced senior full-stack developer working with people and applying research to business. PhD on applied AI, MSc in Computer Science, and MA in Psychology.
What I like most in Network Perspective? We put a lot of conceptual and technological effort in applying ethics and protecting privacy while handling with big data which makes our work challenging and meaningful.Let’s meet on LinkedIn →
I have over 19 years of experience in consulting sales of products and services related to employee development, talent acquisition, learning and development, and transition management.
I'm dedicated to helping leaders manage the value of employee experience by implementing Network Perspective analytical software. I also coordinate various knowledge-sharing initiatives on how to implement workplace analytics in an ethical and impactful way.Let’s meet on LinkedIn →
