You cannot mandate productivity; you must provide the tools to let people become their best.
~Steve Jobs
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Jellyfish justifies engineering spend. Typo AI improves it.

Both platforms give engineering leaders visibility into how their teams work. Typo AI goes further — with AI code reviews, AI Causal Insights, and productivity agents built in.

Powering top 
engineering organisations

An AI-native engineering intelligence platform that connects your SDLC, measures AI's real delivery impact, reviews your code, and surfaces blockers before they hit timelines. Built for engineering teams that want to move from insight to action - without switching tools.

An engineering management platform built around business alignment. Strong in resource allocation, investment reporting, roadmap forecasting, and finance-facing dashboards. No free trial. No native AI code reviews. No agents.

Typo vs Jellyfish

Feature Comparison

Capability
Typo AIJellyfish
SDLC Analytics
AI Coding Impact & RoI
AI-powered Q&A Interface
Sprint Analytics
Developer Experience Surveys
Engineering Allocation
Industry Benchmarking
AI Causal Insights
Native AI Code Reviews
Team Productivity Agents
Custom ReportingLimited
Free Trial
On-premise DeploymentNot listed
R&D CapitalizationCustom
SecuritySOC2 Type II + GDPRSOC2
Typo vs DX

Feature Comparison

Typo AI
Jellyfish
SDLC Analytics
AI Coding Impact & RoI
AI-powered Q&A Interface
Sprint Analytics
Developer Experience Surveys
Engineering Allocation
Industry Benchmarking
AI Causal Insights
Native AI Code Reviews
Team Productivity Agents
Custom Reporting
Limited
Free Trial
On-premise Deployment
Not listed
R&D Capitalization
Custom
Security
SOC2 Type II + GDPR SOC2
AI CAUSAL INSIGHTS

Know Why, Not Just What

Most platforms show you the metric. Typo AI tells you what’s driving it.

When cycle time spikes or throughput drops, Typo AI’s reasoning agent runs root cause analysis on your engineering data - identifying bottlenecks, recurring patterns, and where the issue is forming.

No manual digging. No dashboard hunting. The number and the reason, in the same place.

Jellyfish surfaces delivery data. Typo AI explains it.

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AI Code Reviews

Review Code Before It Ships

Typo AI reviews your code in the pull request - trained on your codebase, your rules, your engineering patterns.

Real issues surfaced, not generic suggestions. PR summaries generated automatically. Security vulnerabilities flagged with SAST. Review time tagged so you see exactly where cycles stall.

Jellyfish tracks the impact of third-party review tools like CodeRabbit. Typo AI is the reviewer.

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AI IMPACT

See If AI Is Actually Making You Faster

Every team is adopting AI coding tools. Few can prove they’re working.

Typo AI compares AI vs non-AI pull requests across teams, languages, and tools. Cycle time, review time, acceptance rates, quality deltas - all connected to delivery outcomes, not self-reported time savings.

Jellyfish measures AI spend, adoption, and vendor comparison. Strong for deciding which AI tool to invest in. Typo AI shows you what shipped and whether it shipped faster.

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Which Platform fits your team?

Choose Typo AI

  • Want AI code reviews and delivery intelligence in one platform — measure AI impact and review that same code without switching tools
  • Want agents that prep 1:1s, write retros, and flag delivery risk automatically
  • Need to know why a metric moved, not just that it moved
  • Need on-prem deployment for security or compliance
  • Want to start today with a free trial, no sales cycle

Choose Jellyfish

  • Need finance-aligned reporting — R&D capitalization, DevFinOps, software spend justification
  • Want roadmap forecasting and scenario planning for executive and board-level reporting
  • Have dedicated engineering ops functions managing cross-team business alignment
  • Need to justify engineering budget to finance stakeholders

Why Teams Choose Typo AI

G2 Leader, Spring 2026.

Typo helps to track our team’s output and goals with its clean, user-friendly interface , and seamless integration with third-party tools. It offers automation, quick setup, and ongoing support for added convenience.

Typo AI helped us implement best development practices and reduce cycle time. The visibility across our SDLC changed how we run sprints.

Typo brings together engineering, delivery, and team health metrics in one place—enabling better data-driven decisions. Its intuitive interface and insights streamline workflows, boost efficiency, and improve team transparency.

Frequently Asked Questions

Does Jellyfish offer native AI code reviews?

No. Jellyfish measures the impact of third-party code review tools like CodeRabbit and Greptile. Typo AI includes its own context-aware AI code reviews as a built-in feature — no additional vendor required.

Does Jellyfish have a free trial?

Not publicly. Typo AI offers a 14-day free trial with dedicated support.

Which is better for measuring AI coding impact?

Typo AI connects AI data to PR-level delivery metrics — cycle time, review time, quality — and runs root cause analysis when anomalies appear. Jellyfish is strong on multi-tool spend comparison, vendor ROI benchmarking, and AI spend tracking. If you need delivery-level root cause alongside AI ROI, Typo AI covers more ground.

Does Typo AI support R&D capitalisation?

Yes, in the custom plan for enterprises.

Which works better for mid to smaller teams?

Typo AI. Free trial, free forever plan, faster setup. DX is packaged and priced for enterprise organizations.

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For engineering leaders looking for answers, not dashboards.

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