Ibis Flow captures what other tools miss: the reasoning behind your estimates. Surface similar past work, flag risks during estimation, and build context that makes every session better than the last. Connected to Jira, works on desktop and mobile.
Good teams don't just estimate - they prioritise what matters and plan realistically. Ibis Flow is building all three capabilities, connected together, so decisions in one area inform the others.
Historical context, hidden votes, confidence signals. Decisions that stick with the ticket.
Structured stakeholder input. Surface trade-offs. Build alignment on what ships first.
Cross-team coordination, capacity management, sprint and release planning.
Here's how estimation works in detail - including the historical context features that set Ibis Flow apart.
Estimation is where teams surface concerns, flag risks, and build shared understanding. Ibis Flow captures all of this and connects it to your Jira backlog.

Connecting to Jira with secure OAuth authentication
One-click OAuth connection to Atlassian. Your Product Owner connects once, and the whole team can start estimating. Tickets flow in with full descriptions, acceptance criteria, and attachments.
The Product Owner selects tickets from the backlog, sets the order, and invites the team. Everyone gets an email with a direct link to join.

Selecting tickets from your Jira backlog for the session

Desktop voting interface with full ticket context and voting cards
Everyone votes on their own device. Votes stay hidden until the reveal. No influence from seeing what others voted first.
Drag and drop reaction icons onto the ticket to flag issues. Everyone sees concerns appear instantly. Start discussions before the reveal.

Drag-and-drop reactions to surface concerns during voting

Vote reveal showing the team's estimate distribution
The Product Owner reveals all votes at once. See the distribution, average confidence, and who voted what. Differences are highlighted to drive focused discussions.
You've estimated similar work before. You've hit the same problems. Ibis Flow surfaces that experience so you don't start from scratch.
A good estimate means the team understood the work. That leads to fewer surprises, less rework, and delivery people can plan around.

Everything your team needs, surfaced before the vote. A ticket overview, focused discussion points, risk signals, complexity drivers, patterns from Jira comments, and similar tickets with real outcomes — all in one brief.
Key points, technical considerations, and potential concerns extracted from the ticket details.
Based on what went wrong before. The conversations you should have now, not after the sprint.
Patterns from your history that suggest risk. Testing cycles, requirement changes, integration issues - surfaced before you commit.
Patterns that affected similar work. Multiple systems, unclear requirements, technical debt - highlighted for discussion.
What actually happened on similar tickets, extracted from Jira comments. Back-and-forth issues, requirement confusion - it's all there.
Matching tickets from your history. What you estimated. What actually happened. No more guessing.
Most teams estimate by writing numbers in chat during a call. That creates bias, loses context, and repeats past mistakes. Here's what changes with Ibis Flow.
Teams reach for free planning tools, connect them to Jira, and move on — without IT knowing. Your Jira tickets contain roadmap plans, security decisions, and upcoming features. That data is valuable. When it flows through unapproved systems with no DPA, no EU data residency, and no SSO integration, it becomes a compliance risk your DPO never signed off on.
Ibis Flow is built to be approved — not discovered.
Full DPA available for your procurement team. Clear terms on data handling, retention, and deletion.
Privacy by design. Your team's data is processed lawfully and stored securely in the EU.
SAML and OAuth support for integration with your identity provider.
All data hosted on Microsoft Azure in Western Europe. No data leaves the EU.
Estimation with historical context is the foundation - but it's just the start. Here's what we're building to help your team deliver reliably.
Native-feeling voting and session management across all devices.
Faster loading, smoother real-time updates, reduced latency.
Re-estimation flows, session history improvements, and refinements from user feedback.
Full German localisation for DACH teams
Async, stakeholder-driven priority voting using MinMax, RICE, MoSCoW, and WSJF techniques. Product owners and project managers collect weighted input from the right people — without scheduling a meeting — then make more informed decisions with the data in hand.
Help shape this feature. Contact us and be among the first to try it.
[email protected]Capacity planning, cross-team coordination, sprint and release views
Connect your Jira board, run your first session, and experience estimation with context that actually helps.