Built for engineering managers, by an engineering manager

Stop managing spreadsheets.
Start managing people.

CurlyFry.ai is an AI-powered dashboard that unifies your 1:1 meetings, sprint metrics, and ticket triage into one place — so you can lead your team instead of chasing updates.

Integrates with JiraMicrosoft TeamsDeepgramAnthropic Claude

Your management stack is duct tape and dashboards

Engineering managers juggle five tools to do one job. Meeting notes live in one app. Sprint data in another. Action items fall through the cracks.

  • ×
    1:1 notes scattered across Notion, Google Docs, and sticky notes that never get revisited
  • ×
    Sprint metrics require manual Jira exports and spreadsheet wrangling every Monday
  • ×
    Action items from meetings get lost before the next standup
  • ×
    No visibility into sentiment trends — you find out someone's burned out when they quit
  • ×
    Ticket triage is a manual process with no pattern recognition or intelligent routing
What you're currently juggling
Fellow / Lattice
1:1 notes
Jira + spreadsheets
Sprint tracking
Slack / Teams chat
Action items
Manual review
Ticket triage
Gut feeling
Team sentiment
CurlyFry replaces all of this — in one dashboard.

Everything an EM needs. Nothing they don't.

Five modules built around how engineering managers actually work — not how project managers wish they did.

🎙

1:1 Intelligence

Upload meeting recordings or VTT transcripts and get AI-generated summaries, action items, topic extraction, and sentiment analysis. Track trends over time, get coaching nudges, and never lose context between meetings.

Transcript Upload AI Summaries Sentiment Trends Coaching Nudges Action Tracking
📈

Sprint Command Center

Real-time burndown, velocity, workload distribution, spillover analysis, and cycle time — all pulled directly from Jira. Includes AI risk prediction so you know when a sprint is going sideways before standup.

Burndown Velocity Workload Balance Risk Prediction Cycle Time

AI Triage & Routing

Incoming tickets are automatically categorized, prioritized, and routed to the right engineer. Duplicate detection, similar ticket search, and configurable escalation rules — so your team works on what matters.

Auto-categorize Smart Assignment Duplicate Detection Escalation Rules
📋

Backlog Grooming

Run grooming sessions with your Jira backlog pulled in, AI-assisted story pointing, and session tracking. Keep refinement focused and get through the backlog without the usual hour-long debates.

Session Management Story Pointing Jira Sync
📜

Morning Briefings

Start your day with an AI-generated summary of sprint status, overnight changes, upcoming meetings, and items needing attention. Everything you need to walk into standup prepared in 60 seconds.

Daily Digest Sprint Status Action Reminders
🔐

Multi-Tenant & Secure

Full RBAC with admin, manager, engineer, and viewer roles. Org-scoped data isolation, JWT auth, rate limiting, audit logging, and webhook HMAC verification. Built for real teams, not toy demos.

RBAC Audit Logging SSO Ready Org Isolation

Up and running in minutes, not sprints

Connect your tools, invite your team, and let the AI do the rest.

1

Sign Up & Create Your Org

Register your team with email and password. Your org is provisioned instantly with full data isolation.

2

Connect Jira

Link your Jira project and CurlyFry starts syncing sprints, issues, and workload data automatically.

3

Upload Your First 1:1

Drop a Teams recording or VTT transcript. AI extracts summaries, action items, topics, and sentiment in seconds.

4

Lead With Context

Morning briefings, trend dashboards, and coaching nudges give you the full picture — every day.

The kind of visibility you can't get from Jira alone

CurlyFry surfaces patterns that would take hours of manual analysis to uncover.

Alex's sentiment has trended down 15% over the last 3 meetings — consider checking in on workload
Sprint 24 is at risk: 38% of story points are still in progress with 2 days remaining
4 action items from last week's 1:1s are overdue — here's the list with owners
This incoming ticket looks similar to PROJ-412 (resolved) — suggested assignee: Jordan
Meeting cadence alert: you haven't had a 1:1 with Sam in 12 days
Workload imbalance detected: Riley has 3x the story points of the team average this sprint

Designed for managers of 5–15 engineers

The sweet spot where spreadsheets break down but enterprise platforms are overkill.

Engineering Managers

Run better 1:1s, stay on top of sprint health, and catch burnout signals before they escalate.

Directors of Engineering

Visibility across multiple teams without requiring managers to build weekly reports.

Tech Leads

AI-assisted triage and grooming so you can focus on technical decisions, not ticket management.

DevOps Managers

Track on-call impact, incident triage, and operational workload alongside sprint delivery.

Production-grade from day one

Not a prototype. A real multi-tenant SaaS platform with 65+ API endpoints and enterprise security.

API FastAPI + Python 3.12
DB PostgreSQL 16
Queue Celery + Redis
AI Anthropic Claude (tiered)
Auth JWT + RBAC
UI React + TypeScript + Tailwind
Deploy Docker or Kubernetes
Speech Deepgram / Whisper

Ready to manage with clarity?

CurlyFry.ai is in early access. Join the waitlist and be the first to try it with your team.

Join the Waitlist View the Docs