YT-1428 · breakdown of a single task
From a raw ticket to a caught underestimation

For PM, PO and PMO

Reopens start with a raw ticket

AI assistant for your tracker — before the sprint:

  • spots grey zones
  • asks questions
  • prepares a plan draft

Fewer bounces — fewer reopens.

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Runs inside YouTrack — no install, no setup

Estimate for task YT-1428
As submitted by the team1 person × 4 h
After the agent's review2 people × 13 h
×6.5
underestimation of scopecaught before the sprint
Breakdown of this task YT-1428
YouTrack: the task as it arrived — title, description, estimate chips
As the task arrived
YouTrack: AI assistant's comment — plan draft, steps, estimate
What the agent found

How much do you lose every month on what should've been caught before the sprint?

  • Team lead bounces the ticket back
    + 4–8 hours of idle time
  • PM manually chases answers from the client
    +2–3 hours of PM time per week
  • "I thought you meant something else"
    +8–16 hours of rework
  • Sprint started, half the tickets are raw
    +2–4 weeks of release slip
Assumptions: a team of 7 people·200 tasks per month·30% bounce rate
$700–2,300
60 tickets × 2–4 h × $6–9/h = monthly loss
Even at a 30% bounce rate — this is a conservative estimate
Analyse 3 tasks freeHow we catch it ↓

How a task stops being raw — before the sprint

01

The agent reads the task in the tracker

All inputs collected in one place. Nothing gets lost.

02

Spots grey zones

Questions are already asked. The assignee replies, or it goes to the PM.

03

Prepares a plan draft

The team lead gets a draft with steps and risks — estimation goes faster.

The agent doesn't estimate. It prepares.

Questions, grey zones, plan draft — those are a draft. The final decision belongs to the team lead.

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Day 0 instead of day 7: how the agent removed uncertainty before kick-off

The team estimated 30–50 hours. The agent flagged a high-risk zone.

  1. 01
    What came in
    YT-DEP-204 · team estimate before review

    Team estimate — 30–50 hours. High-risk zone: no in-house expertise.

    YouTrack: original task with estimate and high-risk grey zone
  2. 02
    What the agent asked
    Lead's reply in the task

    The lead confirmed: twice the time needed, training must be in the plan. All before kick-off.

    YouTrack: agent's comment with clarifying questions
  3. 03
    What came out
    Final plan · validated

    Estimate raised to 45–80 hours with significant scope cuts

    YouTrack: updated task plan after clarifications
MVP scope
day 0
→
Without the agent
day 7
7 days of uncertainty removed before kick-off· Estimate corrected ×1.7
The agent spotted a skill gap before kick-off — the team would've learned about it mid-sprint
  • Grey zone: the team has no expertise in one of the blocks — not reflected in the estimate.
  • What the agent asked: does the lead have prior experience here, is a learning phase needed, is there schedule buffer.
  • Lead's reply: twice the time needed, training to be added.
  • Outcome: optional functionality moved out of MVP scope, release didn't have to slip.

Without the agent's review these questions would surface mid-sprint. The MVP scope was only settled by day seven — a week after kick-off.

What it gives you personally

PM

Stop being the bottleneck. Tasks arrive already clarified. Escalate only if nobody replies.

PMO

One readiness standard across teams. Triage without manual intervention. Bounces are visible before they happen.

COO

Rework stops eating your margin. Losses on raw tickets — in numbers, not hypotheses. Savings show up in reporting.

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Frequently asked questions

The agent doesn't estimate the work. It prepares questions and a plan draft. Reply by picking from options — no deep dive needed. The final decision is always the team lead's.

A pilot for 2 teams — $1,700–3,400. Price depends on task volume and depth of setup. Fixed before kick-off, no surprises.

Data is stored in Russia. Task access is via tracker API only — no exports to third-party services. NDA and architecture docs available on request.

Yes. The agent handles any tasks in the tracker — web, mobile, integrations, infrastructure. The case above is just our hardest one. On typical tasks the result is no worse.

YouTrack connection — 15 minutes. First task review — same day. Pilot on 2 teams — 6 weeks with fixed metrics.

Let's test it. Send 3 typical tasks — if the agent finds no grey zones, you lose nothing. If it does, you'll see the value in 1 day.

It lives inside YouTrack. Nothing new to learn — comments and questions appear in the same tasks the team already works in.

Every answer has a confidence score. Below 70% — the agent asks a clarifying question instead of producing a result. Nothing goes to work without team lead validation.

YouTrack is the main integration. Jira and Kaiten are in beta with basic task review. You can sign up for early access at the demo.

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What you'll get

  • A list of grey zones and ambiguities
  • The questions the agent would ask the team
  • A plan draft for each task
  • An estimate of how many tasks are actually sprint-ready

Timeline: 1 business day.
Next step: if the result convinces you — we'll discuss a 2-team pilot.

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Grey zone list, plan draft, sprint-readiness score. Reply within 1 business day.

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