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Agile Planning Meets AI: The Rise of Agentic Assistants in Modern Delivery

Written by Chris Murphy | Oct 24, 2025 1:53:43 PM

Agile has always been about people, their judgement, creativity, and messy collaboration that pushes ideas into reality. However, those human strengths have been buried in many delivery environments. Data overload is everywhere. Conflicting priorities compete for focus. Task switching makes it hard to breathe, let alone plan. That’s where Agentic Assistants step in. 

And let’s clear this up right away: these aren’t “Agentic Twins”. A twin tries to copy you, maybe even replace you. That is not the goal. These assistants are tools, nothing more. They exist to support the human in the loop. They collate, connect, and surface the information you’d otherwise spend hours digging for.

They do a lot of the heavy lifting, sifting through data, spotting patterns, surfacing signals, so you can stay focused on the things that truly matter. The high-value stuff. The work only people can do. In less time, with better results than slogging through it all alone.

Think of them as quiet partners. They never replace the Product Manager, the Product Owner, or the Scrum Master; they make the humans more effective by handling the clutter and noise. Let’s explore how these assistants appear across Agile roles.

Product Management: Finding Strategic Focus

Product Managers live at the crossroads of conflict. Every business unit wants its priorities pushed up the list, each with urgency and its own brand of “critical.” Then there’s the architectural roadmap setting constraints. Add in the epic backlog, which often hides duplicates and overlaps. In that storm of voices, clarity is the first casualty. Poorly shaped Features sneak downstream, Product Owners inherit the mess, and suddenly, everyone’s reworking instead of delivering.

The assistant doesn’t replace the PM. It cuts through noise and surfaces evidence so trade-offs are grounded in fact, not opinion. Also, not all Features are born from Epics. Some sneak in through enhancement tickets or direct stakeholder requests. Left unchecked, they derail alignment. The assistant makes sure they’re validated, tied back to epics, or tossed out before they waste time. That’s time back in the PM’s pocket to focus on strategy, the work that moves the company forward.

Here’s how it helps in practice:

  • Translate Epics into Features with capability maps. Don’t just leave them as vague intentions
  • Surface details like cost of delay, NPS trends, and even budget signals. Things that keep prioritization anchored in reality.
  • Review Features not decomposed from Epics, validating enhancements and urgent asks before they move forward.
  • Flag misaligned or oversized Epics for review and editing by the Epic Owner.
  • Visualize interdependencies across ARTs and business units, exposing conflicts before they stall progress.
  • Spot duplicate work hiding in the backlog to stop the unnecessary effort.
  • Guide refinement of aging Epics, suggesting splits or retirement when they’ve gone stale.

I once sat with a PM who found three duplicate Epics in the backlog. All carry different names but describe the same functionality. When under pressure, this can easily be missed. The Agentic Assistant can surface that overlap.

By creating clarity at the top of the funnel, the assistant ensures that Product Owners inherit actionable, aligned, and ready Features. This results in less churn, less rework, and more time spent on the important strategic calls.

Product Owners: The Realities of Grooming

If Product Management decides what “should” be done, Product Owners decide what “can” be done. They’re the bridge from ambition to capacity. They transform intent into executable stories. That means reviewing incoming Epics to avoid refactoring nightmares later, Sequencing Features into flows that actually make sense, and keeping the Story backlog healthy even when chaos tries to take over.

Not every Story shows up nicely wrapped in a Feature. Some sneak in via enhancements, or business owners skip the line. Without discipline, those Stories clog the backlog, confuse the team, and multiply rework. The assistant takes the load of validating, breaking down, and aligning, so the PO spends more time prioritizing value and cleaning up less.

  • Break down Features into Stories, leaning on past patterns to move faster and smarter.
  • Review Features before refinement to ensure clarity, so Stories won’t need refactoring later.
  • Validate direct-entry Features, checking for alignment before decomposition.
  • Flag misaligned or oversized Features for review and editing by Program Management.
  • Surface cross-team or cross-ART dependencies early, exposing blockers before they lock things up.
  • Identify Features that are aging and unlikely to be used, recommending removal to keep the backlog lean.

Dependencies are where things usually get messy. In the haste of PI Planning, it’s all too common for critical connections to get lost in Miro boards, missed in breakout rooms, or forgotten in the rush. Let’s be honest, nobody has time to sift through three different backlogs on a Friday afternoon.

An Agentic Assistant can act as a safeguard here, surfacing dependencies within your own backlog and the requesting team’s backlog. By catching these hidden ties early, the assistant helps avoid costly delays down the line, ensuring that dependencies are managed proactively rather than reactively.

The result? Clear backlogs, well-shaped stories, fewer surprises at sprint planning, and more time for POs to focus on aligning with stakeholders instead of drowning in backlog hygiene.

Scrum Masters: Spotting What’s Hidden

Scrum Masters juggle facilitation, observation, and problem-solving. But some issues hide in plain sight. Recurring blockers. Drifting velocity. Retro actions that vanish into the ether. And then there’s the curveball: Stories that bypass the intake process completely. Ops tickets. Ad-hoc requests. These direct-entry items sneak into sprints and wreak havoc.

The assistant spots them before they cause chaos. It flags patterns, highlights risks, and keeps the Scrum Master focused on coaching instead of patching holes.

  • Flag recurring blockers the team has normalized, so they can be fixed instead of tolerated.
  • Track Story origins, illuminating those outside the Epic/Feature pipeline.
  • Identify gaps in refinement, stopping half-baked direct-entry Stories before they derail the sprint.
  • Flag misaligned or oversized Stories for review and editing by Product Owners.
  • Recommend capacity adjustments when planned velocity doesn’t match reality.
  • Capture retro follow-ups and send nudges, so lessons learned don’t evaporate.
  • Identify Stories that are aging and unlikely to be used, recommending removal to keep the backlog fresh.

The Agentic Assistant plays a critical role in tracking retrospective enhancements. These valuable improvement items are often captured with enthusiasm but then quickly buried under the weight of other Scrum Master responsibilities needed to push the current sprint across the line. The assistant can identify retro improvement stories, monitor updates in the ALM tool, scan for clarifying emails, and package this information neatly for the Scrum Master. The assistant ensures that continuous improvement remains actionable, not aspirational, by surfacing these reminders as part of daily standup notes.

By handling the grunt work of pattern recognition, the assistant gives Scrum Masters

space to invest in what really matters: coaching, culture, and continuous improvement. No more chasing red herrings and more time building a team that thrives.

Why Assistants, Not Twins

Bottom line? Agentic Assistants aren’t here to steal your job or pretend to be your twin. They’re just here to cut the noise so you can focus. They make you sharper. Faster. More focused. By collating and surfacing what matters, they free you up for judgement, creativity, and leadership. The things no AI can touch. They give you back time and help deliver better results in less time.