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Head-to-head · Software Development Analytics Tools

Jellyfish vs Allstacks

  • Updated Oct 2026
  • Both researched from official sources
  • 2 checks side by side
Higher score Jellyfish #2 in Software Development Analytics Tools 8.8/10 Pricing on request ✓ 1 of 3 features Visit Jellyfish

Jellyfish leads on 0 checks, Allstacks on 0, and 2 are even. Who comes out ahead on the 2 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreJellyfish · 8.8/10

Jellyfish scores higher on our rubric for software development analytics tools: 8.8 against 8.2 out of 10; our editors rank them #2 and #7.

Jellyfish is the better fit for organizations tracking engineering investment and AI impact. Allstacks is the better fit for larger teams needing forecasting and portfolio reporting.

  • Jellyfish fits best

    Organizations tracking engineering investment and AI impact

  • Allstacks fits best

    Larger teams needing forecasting and portfolio reporting

Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.

Side by side

Feature Jellyfish 8.8/10 Visit ↗ Allstacks 8.2/10 Visit ↗
At a glance
Editor score 8.8 8.2
Ranking #2 in Software Development Analytics Tools #7 in Software Development Analytics Tools
Best for Organizations tracking engineering investment and AI impact Larger teams needing forecasting and portfolio reporting
Pricing model Paid Paid
Starting price — —
Free plan — —
Free trial — —
Deployment Cloud Cloud
Platforms Web Web
Support Docs Email, Phone
Compliance SOC 2 SOC 2, GDPR, SSO/SAML
Integrations 10 integrations 30+ integrations
Built for Small business, Mid-market, Enterprise Mid-market, Enterprise
Features Jellyfish 1/3 · Allstacks 1/3
DORA metrics ✓ ✓
Developer experience surveys Not checked yet Not checked yet
Team-level reporting Not checked yet Not checked yet
Specs
Data source connectors Not checked yet Not checked yet
Delivery metrics Not checked yet Not checked yet
Deployment option Not checked yet Not checked yet
Our review
Pros
  • Tracks DORA, delivery, and reliability metrics across engineering workflows
  • Analyzes AI-tool adoption, usage, and productivity across multiple tools
  • Links engineering investment allocation with developer experience and delivery
  • Combines DORA, Flow and SPACE metrics with delivery-risk analysis.
  • Forecasting, AI adoption measurement and portfolio reporting cover broad needs.
  • Connects project, source-control, CI/CD and collaboration tools.
Cons
  • Quote-based pricing varies by seats and selected modules
  • Cloud-only deployment may not suit teams requiring another hosting model
  • Wide-ranging analytics may exceed the needs of teams seeking a single metric tool
  • Growth starts at $400 per contributor per year, billed annually.
  • Growth caps usage at 500 contributors and limits historical ingestion to two years.
  • Product Studio Starter is available free only for a limited time.
Our verdict

Engineering leaders, managers, platform and product teams, and finance groups can use Jellyfish to connect data from development and delivery systems with business outcomes. The cloud platform covers DORA metrics, workflow analytics,…

Read the review →

Allstacks connects project-management, source-control, CI/CD, collaboration and AI coding tools to analyze software delivery for product and engineering teams. Its focus is scaling organizations that need a shared view of delivery…

Read the review →
  1. JellyfishSoftware Development Analytics Tools 8.8Pricing on request
  2. AllstacksSoftware Development Analytics Tools 8.2Paid

Strengths and trade-offs

  • Jellyfish — where it wins

    • Tracks DORA, delivery, and reliability metrics across engineering workflows
    • Analyzes AI-tool adoption, usage, and productivity across multiple tools
    • Links engineering investment allocation with developer experience and delivery

    Where it doesn't

    • Quote-based pricing varies by seats and selected modules
    • Cloud-only deployment may not suit teams requiring another hosting model
    • Wide-ranging analytics may exceed the needs of teams seeking a single metric tool
  • Allstacks — where it wins

    • Combines DORA, Flow and SPACE metrics with delivery-risk analysis.
    • Forecasting, AI adoption measurement and portfolio reporting cover broad needs.
    • Connects project, source-control, CI/CD and collaboration tools.

    Where it doesn't

    • Growth starts at $400 per contributor per year, billed annually.
    • Growth caps usage at 500 contributors and limits historical ingestion to two years.
    • Product Studio Starter is available free only for a limited time.
  • Jellyfish8.8/10 · Pricing on request

    Connect engineering delivery, investment, developer experience, and AI-tool impact in one cloud platform.

    Visit JellyfishFull verdict →
  • Allstacks8.2/10 · Paid

    Cross-tool delivery analytics with forecasting and portfolio reporting, priced for larger teams.

    Visit AllstacksFull verdict →

More comparisons

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update