Your team is busy. But is it delivering?

Imua Systems connects to your Jira and GitHub, runs an AI-powered diagnostic against your actual delivery data, and gives you the clarity to lead better decisions.

Your delivery copilot. You make the call.

Delivery Health Report
Platform Engineering · Sprint 41
62/100
Health Score
Veloconflation High
Priority Mixing Mid
Strategic Ambiguity Mid
Leadership Entropy Low

Not a report. A system.

Imua Systems is the infrastructure behind your delivery intelligence. AI agents connected to your existing tools, a scoring engine built on the Clearline framework, and a reporting layer that turns raw data into decisions your team can act on.

AI agent layer

Claude-powered agents read your Jira board and GitHub activity in real time, identifying patterns that show up in your data but never in your retrospectives.

Clearline scoring engine

Every diagnostic is evaluated against the Clearline framework, six failure modes extracted from enterprise delivery work. Each is scored with evidence from your actual data, not opinion.

Delivery health reports

Structured reports that combine live board data with context gathered at onboarding, covering what your team currently measures across each failure mode, how formally, and where that data lives, to produce a complete, scored picture of delivery health.

Prioritized recommendations

A separate, ranked action list tied to your findings. Each recommendation is specific, scoped, and ordered by expected impact so you know where to focus your energy first.

Powered by Claude AI Agents Jira GitHub Clearline Framework

Teams confuse motion with momentum.

Velocity goes up. Satisfaction goes down. Business results don't follow. The Clearline framework names six failure modes that explain why, and none of them show up on a burndown chart.

01
Veloconflation

The inflation of perceived progress through velocity metrics that obscures whether value is actually being delivered.

You ship the same amount of work but the velocity chart trends up every quarter.

02
Priority Mixing

The inability to identify and defend a single highest priority, resulting in resources spread thin across competing demands rather than concentrated on what matters most.

Sprint reviews consistently explain why the important things moved to next sprint.

03
Strategic Ambiguity

The use of directionally correct but operationally ambiguous language that avoids committing to the decisions that would resolve competing priorities.

Roadmaps change frequently but no one can name the decision that caused the change.

04
Context Collapse

The assumption that uniform tools and processes produce uniform outcomes across teams operating in fundamentally different contexts, resulting in compliance without coherence.

Standardized metrics produce numbers that no one trusts enough to act on.

05
Customer Signal Blindness

Operating without a direct, continuous line of sight to what customers actually value, resulting in a prioritization system that drifts from the outcomes customers most need.

Leadership asks why a completed project didn't move the metric it was built for.

06
Leadership Entropy

The gradual degradation of leadership effectiveness when the behaviors that get rewarded diverge from the behaviors that actually create conditions for teams to do their best work.

Every retrospective agrees something needs to change. Nothing changes.

What a Finding Looks Like

Specific. Named. Actionable.

Imua surfaces the exact tickets, sprints, and patterns driving your delivery challenges, combining live board data with the context you provide at onboarding to give you a complete picture.

The report below reflects a real diagnostic pattern. Ticket keys and team names are illustrative.

High Severity · Veloconflation

Story point inflation detected across 6 consecutive sprints

Average story size has grown 2.4x since Q1 with no corresponding increase in features shipped. Sprint velocity appears healthy at 84 points but cycle time per feature has increased 38%. The team is estimating defensively.

PLT-442 Refactor auth service 13pts · 2 days actual
PLT-451 Add pagination to API 8pts · 4hr actual
PLT-463 Update error handling 5pts · 3hr actual
You decide: Re-calibrate estimation baseline with team. Review last 3 sprints for sizing patterns.

Connect. Diagnose. Decide.

Imua integrates with your existing tools and runs the full diagnostic in your environment. You stay in control of every decision it surfaces.

1

Complete the onboarding

A short data inventory captures what your team currently measures across each failure mode, how formally, and where that data lives. Takes under 15 minutes.

2

Connect your tools

Authorize Imua to read your Jira board and GitHub activity. Setup takes under ten minutes and requires no workflow changes.

3

Review your report

Receive a delivery health report with scored findings, named tickets, and a separate prioritized recommendation list. Your copilot surfaces the signal. You make the call.

What you will need

Jira access

Admin or project-level read access to the boards you want analyzed.

GitHub access

Read access to the repositories connected to your delivery work.

Anthropic account

Imua runs on Claude. You bring your own Anthropic account and API access.

Clarity your team can act on.

Every report combines live board data with the context your team provides at onboarding, pairing objective measurements with self-reported signals so nothing important gets missed.

Delivery health score

A single number capturing the health of your delivery system, with a full breakdown across all six Clearline failure modes weighted by your team's context.

Specific findings

Named tickets, sprints, and patterns. You will know exactly where the friction is and what it is costing your team in time and focus.

Prioritized recommendations

A separate ranked list of actions tied directly to your findings, ordered by expected impact. You decide what to act on and when.

Agent-assisted follow-through

The Imua agent can help you act on recommendations directly, updating tickets, restructuring sprints, and surfacing dependencies in your board.

Built for operators, not observers.

If you are responsible for delivery outcomes, Imua gives you the clarity you have been missing.

Engineering Leaders

CTOs, VPs, and Directors who need to understand why their teams are busy but not delivering for the business.

Agilists

Practitioners who want a diagnostic that names failure modes precisely, not another framework to layer on top of existing process.

Product Managers

PMs accountable for outcomes who need to understand whether delivery friction is technical, process-driven, or structural.

Delivery Managers

People accountable for sprint results who need objective data to have honest conversations with teams and stakeholders.

JM
Founder
Certified Agile Practitioner

About

The framework comes from the field.

Imua Systems was built by someone who has lived the problem, coaching teams, running retrospectives, watching velocity metrics climb while stakeholder confidence eroded.

The Clearline framework is not theoretical. It is a set of failure modes extracted from years of enterprise delivery work, now operationalized into an AI platform that surfaces the real issues and supports better decisions.

  • Certified Agile Practitioner with enterprise delivery experience
  • Built and shipped Agile tooling for real engineering teams
  • Founder-operated. You work directly with the person who built it.
  • Based in Colorado, serving clients across North America

Get Started

See your delivery health in one session.

Complete the onboarding, connect your board, and walk away with a report your team can act on in under an hour.

Request a Demo