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Experiment sizing
Model development
Data pipeline planning
Research estimation

Why Planning Poker

AI & Machine Learning teams move fast and can't afford tools that slow them down. Our planning poker requires zero setup, zero procurement, and zero vendor management. Just create a room and start - works in any browser, on any device.

Whether you're sizing features for your next release or triaging bugs for a hotfix, collaborative estimation helps your team align quickly. The tool stays out of your way so you can focus on building what matters.

Security and compliance concerns often block tool adoption in enterprise environments. With scrumplanning.com, there's nothing to evaluate - we don't store your data, don't require accounts, and don't track anything. Your estimation sessions happen in real-time and disappear when you're done. That's by design.

From fintech startups to Fortune 500 engineering teams, the pattern is the same: collaborative estimation leads to better outcomes. The only question is how much friction your tools introduce. Our answer is none.

How It Works

1

Spin Up Quickly

Create a room in one click. No procurement, no IT tickets, no vendor approvals needed.

2

Get Everyone Connected

Share the link. Your team joins from anywhere - office, home, coffee shop, airport.

3

Add Your Backlog Items

Input the features, bugs, or spikes you're sizing. Keep descriptions concise but clear.

4

Vote Without Bias

Simultaneous hidden voting means the architect's opinion doesn't anchor everyone else.

5

Finalize and Continue

Lock in the consensus estimate. Export results or just move to the next item.

Key Benefits

Domain-Specific Insights

AI & Machine Learning teams face unique challenges. Our tool adapts to your workflow without imposing unnecessary process. Whether you're dealing with regulatory requirements, legacy systems, or specialized technical constraints, the estimation mechanics remain simple and flexible.

Compliance-Friendly

No data stored, no accounts required. Works within your existing security and compliance framework. For regulated industries, this means no vendor risk assessments, no data processing agreements, and no security questionnaires to complete.

Scale With Your Team

From three-person startups to 12-person enterprise squads, the tool grows with your organization. Add team members mid-session, create multiple rooms for parallel workstreams, or use it for cross-team estimation events.

Integrate With Your Stack

Works alongside Jira, Linear, Azure DevOps, and any tool your team already uses. Copy estimates directly into your project management system - the simplicity of manual entry beats the complexity of automated integrations.

Perfect For

Product roadmap planningSprint capacity managementCross-department coordinationTechnical spike sizingRegulatory compliance workPlatform migrationsIntegration projectsInfrastructure upgradesCustomer feature requestsTechnical debt paydown

Ready to start estimating?

Join thousands of agile teams using scrumplanning.com for their estimation sessions. Free forever, no signup required.