New research: Leading indicators of AI coding agent effectiveness
New research: Leading indicators of AI coding agent effectiveness
Span vs. Swarmia:
The AI-native alternative
Swarmia focuses on team flow, working agreements, and PR metrics. Span connects full agent traces to code, PRs, and outcomes, giving leaders prompt-to-prod visibility into AI impact and the broader engineering system.
Why Span
Built for the way engineering works now
Built for the way engineering works now
Span gives leaders a clearer view of engineering performance and AI impact, without adding more reporting work or requiring every team to follow the same process.
Span gives leaders a clearer view of engineering performance and AI impact, without adding more reporting work or requiring every team to follow the same process.
Prove and improve AI impact
Go beyond AI activity and PR comparisons. Connect agent traces and spend to shipped work, then identify the harness, workflow, and codebase changes that improve results.
The right view for every role
Give executives, managers, teams, and ICs the context they need. HRIS-grade permissions keep sensitive individual, survey, and trace data controlled.
Prompt-to-prod visibility
Follow AI-assisted work from the agent session through the code and PR it produced. See what drove the outcomes, not only whether AI was active.
Verify every result
Drill from any metric or finding into the PRs, tickets, code, and agent traces behind it. Span gives leaders evidence they can inspect, verify, and trust.
Flexible by design
Adapt Span to your operating model, metrics, workflows, and culture. Our co-build approach helps teams shape the platform around how they run engineering.
Works without perfect hygiene
Span’s AI inference engine reconstructs work when tickets, links, and categories are incomplete. Get a useful view without forcing more process onto teams.
Prove and improve AI impact
Go beyond AI activity and PR comparisons. Connect agent traces and spend to shipped work, then identify the harness, workflow, and codebase changes that improve results.
Prompt-to-prod visibility
Follow AI-assisted work from the agent session through the code and PR it produced. See what drove the outcomes, not only whether AI was active.
Flexible by design
Adapt Span to your operating model, metrics, workflows, and culture. Our co-build approach helps teams shape the platform around how they run engineering.
The right view for every role
Give executives, managers, teams, and ICs the context they need. HRIS-grade permissions keep sensitive individual, survey, and trace data controlled.
Verify every result
Drill from any metric or finding into the PRs, tickets, code, and agent traces behind it. Span gives leaders evidence they can inspect, verify, and trust.
Works without perfect hygiene
Span’s AI inference engine reconstructs work when tickets, links, and categories are incomplete. Get a useful view without forcing more process onto teams.
Prove and improve AI impact
Go beyond AI activity and PR comparisons. Connect agent traces and spend to shipped work, then identify the harness, workflow, and codebase changes that improve results.
Flexible by design
Adapt Span to your operating model, metrics, workflows, and culture. Our co-build approach helps teams shape the platform around how they run engineering.
Verify every result
Drill from any metric or finding into the PRs, tickets, code, and agent traces behind it. Span gives leaders evidence they can inspect, verify, and trust.
Prompt-to-prod visibility
Follow AI-assisted work from the agent session through the code and PR it produced. See what drove the outcomes, not only whether AI was active.
The right view for every role
Give executives, managers, teams, and ICs the context they need. HRIS-grade permissions keep sensitive individual, survey, and trace data controlled.
Works without perfect hygiene
Span’s AI inference engine reconstructs work when tickets, links, and categories are incomplete. Get a useful view without forcing more process onto teams.
Detailed Comparison
How Span stacks up against Swarmia
How Span stacks up against Swarmia
Swarmia focuses on PR flow and planned work. Span connects full agent sessions to code and outcomes, giving leaders a deeper view of AI impact and engineering performance.
Swarmia focuses on PR flow and planned work. Span connects full agent sessions to code and outcomes, giving leaders a deeper view of AI impact and engineering performance.
CAPABILITIES
AI effectiveness & ROI
AI effectiveness & ROI
Workstreams & investment mix
Workstreams & investment mix
AI-native cost capitalization
AI-native cost capitalization
Brag sheets & performance summaries
Brag sheets & performance summaries
Works without perfect data hygiene
Works without perfect data hygiene
Roles & permissions
Roles & permissions
Time to value
Time to value
Pricing
Pricing
Connect full agent traces to code, spend, rework, quality, and delivery outcomes
Connect full agent traces to code, spend, rework, quality, and delivery outcomes
See where engineering time goes, including unplanned and unlinked work
See where engineering time goes, including unplanned and unlinked work
Automate software capitalization, even when issue links are incomplete
Automate software capitalization, even when issue links are incomplete
Generate evidence-backed updates for ICs, managers, and leaders in seconds
Generate evidence-backed updates for ICs, managers, and leaders in seconds
AI inference reconstructs work when tickets, links, and project structures are incomplete
AI inference reconstructs work when tickets, links, and project structures are incomplete
Tailored views with HRIS-grade controls across individual, survey, and trace data
Tailored views with HRIS-grade controls across individual, survey, and trace data
Customers report getting to value 3–4x faster, with less setup and cleanup
Customers report getting to value 3–4x faster, with less setup and cleanup
$45 per contributor / month. Transparent and predictable
$45 per contributor / month. Transparent and predictable
swarmia
Uses provider activity and PR comparisons as proxies for AI impact
Uses provider activity and PR comparisons as proxies for AI impact
Models investment from activity, configured categories, and linked work
Models investment from activity, configured categories, and linked work
Limits capitalization to issue-linked work and configured categories
Limits capitalization to issue-linked work and configured categories
Centers on team metrics, digests, and workflow nudges
Centers on team metrics, digests, and workflow nudges
Relies on maintained categories, issue state, and links for complete views
Relies on maintained categories, issue state, and links for complete views
Simpler role controls and team hierarchies; less flexibility for complex orgs
Simpler role controls and team hierarchies; less flexibility for complex orgs
Fast for basic metrics; broader value requires more configuration and modules
Fast for basic metrics; broader value requires more configuration and modules
Modular pricing across AI, productivity, and capitalization can add up
Modular pricing across AI, productivity, and capitalization can add up
The Span Advantage
Why teams choose Span over Swarmia
Why teams choose Span over Swarmia
01
Built for agentic development
Swarmia adds AI reporting to a team-metrics product. Span starts with full agent traces and shows which prompts, workflows, and codebase conditions improve results.
04
See the work missing from the plan
Swarmia relies on configured categories and linked work. Span reconstructs work from code, PRs, tickets, and agent activity when planning data is incomplete.
02
Improve more than PR flow
Swarmia centers on working agreements and delivery habits. Span helps teams improve how work is created, including task definition, verification, and the environment around the model.
05
A flexible, focused partner
Span’s co-build approach adapts to your operating model and moves quickly as AI tools, workflows, and questions change.
03
Built for the full engineering organization
Swarmia centers on team-level flow. Span connects AI, performance, allocation, and financial context for leaders running the broader organization.
06
Evidence behind every answer
Move from any metric or AI finding to the code, PRs, tickets, and agent sessions behind it. Span gives leaders the context to verify the result and understand what needs to change.
01
Built for agentic development
Swarmia adds AI reporting to a team-metrics product. Span starts with full agent traces and shows which prompts, workflows, and codebase conditions improve results.
02
Improve more than PR flow
Swarmia centers on working agreements and delivery habits. Span helps teams improve how work is created, including task definition, verification, and the environment around the model.
03
Built for the full engineering organization
Swarmia centers on team-level flow. Span connects AI, performance, allocation, and financial context for leaders running the broader organization.
04
See the work missing from the plan
Swarmia relies on configured categories and linked work. Span reconstructs work from code, PRs, tickets, and agent activity when planning data is incomplete.
05
A flexible, focused partner
Span’s co-build approach adapts to your operating model and moves quickly as AI tools, workflows, and questions change.
06
Evidence behind every answer
Move from any metric or AI finding to the code, PRs, tickets, and agent sessions behind it. Span gives leaders the context to verify the result and understand what needs to change.
01
Built for agentic development
Swarmia adds AI reporting to a team-metrics product. Span starts with full agent traces and shows which prompts, workflows, and codebase conditions improve results.
03
Built for the full engineering organization
Swarmia centers on team-level flow. Span connects AI, performance, allocation, and financial context for leaders running the broader organization.
05
A flexible, focused partner
Span’s co-build approach adapts to your operating model and moves quickly as AI tools, workflows, and questions change.
02
Improve more than PR flow
Swarmia centers on working agreements and delivery habits. Span helps teams improve how work is created, including task definition, verification, and the environment around the model.
04
See the work missing from the plan
Swarmia relies on configured categories and linked work. Span reconstructs work from code, PRs, tickets, and agent activity when planning data is incomplete.
06
Evidence behind every answer
Move from any metric or AI finding to the code, PRs, tickets, and agent sessions behind it. Span gives leaders the context to verify the result and understand what needs to change.
Glossgenius
glossgenius.com
"Span helps us take a more data-driven approach to velocity and gives every team and engineer visibility into how they can improve. We quickly moved the needle by giving teams insight into their working patterns and their own maker time."
Brady Allchin
VP of Engineering
Classpass
classpass.com
"We looked at other products, but ultimately chose Span. It came down to the magic and usability. Span just feels built by engineers who understand how teams actually work."
Henrique Boregio
Director of Engineering
Glossgenius
glossgenius.com
"Span helps us take a more data-driven approach to velocity and gives every team and engineer visibility into how they can improve. We quickly moved the needle by giving teams insight into their working patterns and their own maker time."
Brady Allchin
VP of Engineering
Classpass
classpass.com
"We looked at other products, but ultimately chose Span. It came down to the magic and usability. Span just feels built by engineers who understand how teams actually work."
Henrique Boregio
Director of Engineering
Transparent, predictable pricing
Transparent, predictable pricing
No negotiation games, hidden costs, or surprises.
No negotiation games, hidden costs, or surprises.
$45
contributor/mo
billed annually
Glossgenius
glossgenius.com
"Span helps us take a more data-driven approach to velocity and gives every team and engineer visibility into how they can improve. We quickly moved the needle by giving teams insight into their working patterns and their own maker time."
Brady Allchin
VP of Engineering
Classpass
classpass.com
"We looked at other products, but ultimately chose Span. It came down to the magic and usability. Span just feels built by engineers who understand how teams actually work."
Henrique Boregio
Director of Engineering
Everything you need to unlock engineering excellence
Everything you need to unlock engineering excellence