How they compare

Positron FluxJellyfish
Delivery metricsDeployment frequency, lead time, change failure rate, MTTR. Benchmark bands for context.Same four metrics, plus SPACE. Industry benchmarks from 20M+ PRs.
Root cause analysisCorrelation engine auto-surfaces what changed when a metric moves. Evidence, not guesswork.Data Hub (2026) offers bottleneck and correlation analysis. Requires manual exploration.
Improvement workflowStructured experiments: set a hypothesis, run it, read the result with statistics. Research-grounded playbooks.AI-generated recommendations. No experiment framework. No playbooks.
In-workflow toolsPlatform bots in Slack, GitHub, and Jira that nudge better practices where your team already works.Slack alerts for aging PRs and review bottlenecks. No interactive GitHub coaching.
AI impactMeasures whether AI tools are actually improving delivery outcomes.Tracks AI spend, multi-tool comparison, and adoption trends. Strong on cost visibility.
Developer surveysRoadmapResearch-backed DevEx surveys with validated methodology.
R&D capitalizationSOC 1 Type II audit-ready financial reports.
PricingAccessible. Early Access Program with founder-led onboarding.Enterprise sales only. $30K–$150K+/year. Months-long implementation.
Best forTeams of 5–200 engineers who want to understand and improve delivery, not just measure it.Large enterprises (500+ engineers) with dedicated platform teams and budget for financial compliance.

Which is right for you?

Positron Flux

  • You want to know why a metric moved, not just that it did. The correlation engine surfaces the answer automatically.
  • You want to prove what works with structured experiments and research-grounded playbooks — not just read dashboards.
  • You want bots that nudge better habits in Slack, GitHub, and Jira — without surveilling individuals.
  • You're a team of 5–200 engineers who want one-click setup and direct founder access.

Jellyfish

  • You're a large enterprise needing SOC 1 Type II financial compliance and audit-ready capitalization reports.
  • You need industry benchmarks built on 20M+ PRs across 1,000+ organizations.
  • Your primary use case is executive reporting and investment allocation, not team-level improvement.
  • You have a $100K+ budget and a platform team for a months-long implementation.

Ready to move from dashboards to real improvement?

Join the Early Access Program and work directly with the founders.

Join Early Access