Comparison
TKTIDE vs. Jellyfish
Jellyfish reports on engineering for executives. TKTIDE answers questions for the team. Same data, very different surface.
At a glance
The short version. Five lines.
TKTIDE
Jellyfish
Core positioning
Agentic AI platform that answers questions across your tools in real time
Engineering Management Platform - analytics, allocation reporting, board-ready charts
Primary user
Engineering managers, leads, scrum masters running the next sprint
VP Eng, CFO, finance - capitalization, allocation, executive reporting
Time to insight
Ask a question, get a synthesized answer in seconds.
Dashboards refresh on a schedule; insights live in board reviews.
AI architecture
One agent per connected tool. Orchestrator synthesizes across them.
Analytics layer with rule-based + ML scoring. AI summaries layered in.
Best for
Teams that want operational answers and recommendations day-to-day.
Engineering orgs that need executive-level investment-area reporting.
Full feature matrix
Every feature, sourced. No fine print.
Tools supported
Feature
TKTIDE
Jellyfish
Note
Jira
GitHub
GitLab
Azure DevOps
Monday.com
HiBob
Partial
Confluence / Notion
Partial
AI & agents
Feature
TKTIDE
Jellyfish
Note
One agent per connected tool
Cross-tool synthesis in one chat answer
Sprint risk score with webhook on red
Partial
Jellyfish surfaces risk in dashboards; TKTIDE fires a webhook the moment a ticket flips.
100-point per-developer task allocation with reason chain
Cross-tool duplicate detection
Reporting & exec layer
Feature
TKTIDE
Jellyfish
Note
Investment area / R&D capitalization reporting
This is Jellyfish's wedge - TKTIDE doesn't try to replace it.
Allocation reporting (build vs. run vs. KTLO)
Board-ready trend charts
Partial
Operational sprint-level synthesis
Partial
Privacy & security
Feature
TKTIDE
Jellyfish
Note
Metric-only storage (no ticket bodies persisted)
Optional self-hosted LLM (Ollama)
Comparison current as of April 2026. Sourced from Jellyfish public documentation. If we've missed or misrepresented a feature, email info@tktide.com and we'll update.
Which one fits you
Pick the one that solves your actual problem.
Choose TKTIDE when
- You want answers in chat, not in dashboards. 'What's blocking the sprint?' should resolve in seconds.
- Your buyer is the engineering manager / lead, not the CFO.
- You care about the next sprint, not the next board deck.
- Your security team has questions about where ticket bodies go. TKTIDE's metric-only model is built for that conversation.
- You want recommendations with audit trails, not just charts.
Choose Jellyfish when
- Your primary need is executive-level allocation and capitalization reporting. Jellyfish is purpose-built for that.
- Your buyer is finance / VP Eng and the deliverable is a board chart, not a sprint decision.
- You need investment area attribution that maps to financial reporting categories.
We list these so you have the full picture. An honest comparison builds more trust than a one-sided pitch.
Common questions
Short answers. No dodges.
Ready to see TKTIDE on your stack?
We'll show you TKTIDE running on your actual Jira, GitHub and Jellyfish data. 20 minutes. Your real workflow.