iiinova — where your digital self keeps evolving

Amy Mitchell @amycmitchell.bsky.social · 29/09/2026

Sometimes, progress feels dependent on your presence; when you’re out, the initiative slows because no one else has the whole picture. This is less about workload and more about cognitive concentration: too much of the initiative’s understanding lives in one person’s head.

Amy Mitchell @amycmitchell.bsky.social · 28/09/2026

Lightweight documents help everyone understand your product work. You create a place where understanding accumulates instead of disappearing. It's ok if no one reads it; it is there when you need it.

Amy Mitchell @amycmitchell.bsky.social · 25/09/2026

If your feature is on track until late-stage integration shows commercial or operational gaps, you might be missing someone who owns integration. buff.ly/vvEtZ52

buff.ly

The Invisible Product Work AI Didn't Replace

Fast Products Still Need Someone Connecting the Pieces

201

Amy Mitchell @amycmitchell.bsky.social · 24/09/2026

Each product team has system thinkers: - Architects - Program managers - Delivery leaders - Operations These are the people who see around corners and don’t hold back on feedback.

Amy Mitchell @amycmitchell.bsky.social · 23/09/2026

As teams get better at building independently, product judgment has to happen closer to the work too. I kept asking myself: how do you actually make that happen? I landed on four practical habits and wrote them up here buff.ly/ZX3u1ym

buff.ly

When Everyone Can Build, How Do You Keep the Product Together?

How product managers can make good judgment a team practice

Amy Mitchell @amycmitchell.bsky.social · 22/09/2026

Some integration checkpoints that prevent late product problems are: - Early architecture review of an upcoming change - Review commercial readiness - Customer experience consistency These pauses let everyone see how the product will come together.

Amy Mitchell @amycmitchell.bsky.social · 21/09/2026

Before product building starts, ask “Who will notice if this change misses the mark?” Instead of waiting for customers or stakeholders to notice a problem, you can get an owner for risks and dependencies.

000

Amy Mitchell @amycmitchell.bsky.social · 18/09/2026

Three lessons you learn after building a product and looking back. 1. You’ll preserve an AI insight because you know you’ll need it later. 2. You’ll pause before assuming an executive is being inconsistent. 3. You’ll wrestle with a problem instead of rushing to someone else’s answer.

Amy Mitchell @amycmitchell.bsky.social · 17/09/2026

When you see the early signs of unexplained behavior, don’t assume everything is broken. The learning is avoiding being negative. Be the one who calmly adjusts to change.

Amy Mitchell @amycmitchell.bsky.social · 16/09/2026

The first customer rescue is teamwork. The second rescue is a pattern. I’ve been thinking about what product managers can do when the same customer problem keeps crossing team boundaries. The answer starts with the customer problem, not a new process. buff.ly/r1Ux9Xe

Don't Rescue the Same Customer Twice

How product managers turn recurring customer problems into missions teams can own

Amy Mitchell @amycmitchell.bsky.social · 15/09/2026

Frameworks can accelerate understanding, but some judgment only develops when you work through the evidence yourself. Use colleagues’ advice to narrow the search space, not to skip the learning entirely.

000

Amy Mitchell @amycmitchell.bsky.social · 14/09/2026

AI doesn’t know what an insight is vs what you already know. When you learn something, capture and curate it. Your future self will thank you when you want to share it.

000

Amy Mitchell @amycmitchell.bsky.social · 11/09/2026

A resilient product workflow helps every conversation contribute to progress, every meeting serve a purpose, and every dependency move the initiative closer to delivery.

Amy Mitchell @amycmitchell.bsky.social · 10/09/2026

Multi-step product workflows need single-purpose meetings to get results. Inviting everyone to every conversation often mixes learning and decision-making into a single meeting. Product managers who protect the workflow from distractions often get to outcomes faster.

000

Amy Mitchell @amycmitchell.bsky.social · 09/09/2026

A recurring revenue product creates a different kind of product work. You have to keep earning the customer after launch, which means the product team may need to keep making decisions about things like AI behavior, exceptions, costs, and customer experience. buff.ly/DQGg3bX

When You Have to Earn the Customer Every Month

The product work that happens after launch

Amy Mitchell @amycmitchell.bsky.social · 08/09/2026

Consensus isn’t the objective of every interaction. Sometimes the objective is learning. Sometimes it’s refining a recommendation. Sometimes it’s making a decision.

000

Amy Mitchell @amycmitchell.bsky.social · 07/09/2026

Collaboration in product management doesn’t require every conversation to happen with every stakeholder present.

Amy Mitchell @amycmitchell.bsky.social · 05/09/2026

Steps to consider the impact of a tech change on your product material: Does it change how a potential customer sees your product? Does it differentiate your capabilities more? Does it change your value to customers? buff.ly/GIQ7dy5

aprildunford.substack.com

Shifting Positioning When AI Capabilities are Rapidly Changing

AI is evolving. How do we know when our positioning needs to evolve with it?

000

Amy Mitchell @amycmitchell.bsky.social · 04/09/2026

Strategic product managers don’t just manage a product. They make the whole system work together.

000

Amy Mitchell @amycmitchell.bsky.social · 03/09/2026

A way to practice strategic product management skills is to translate what you're doing into why it matters for leaders. You're making it easy to recognize the value you are adding.

Amy Mitchell @amycmitchell.bsky.social · 02/09/2026

AI can help you learn a product quickly. That might make knowing when to stop harder. The tricky part is recognizing the connection you didn’t know you needed to investigate. amycmitchell.substack.com/p/product-le...

Learning a Product Fast Without Stopping Too Soon

From product research to product understanding

011

Amy Mitchell @amycmitchell.bsky.social · 01/09/2026

Systems thinking is one way to grow your strategic product management skills. Systems thinkers don’t just ship work. They smooth the system around it.

141

Amy Mitchell @amycmitchell.bsky.social · 31/08/2026

Stepping into strategic product work means: - Collaborating with peers - Showing value beyond your own roadmap - Making decisions with a broader context It’s moving out of your comfort zone and into the space between teams.

Amy Mitchell @amycmitchell.bsky.social · 29/08/2026

The decisions that bring together product-led growth and sales: - Decide what counts as activation - Decide where you're losing the most users - Decide where you're losing the most money - Decide how to balance sales and self-service - Decide who owns what buff.ly/kp4ue7m

media.deliveringvalue.co

You're 5 decisions away from 1M+ users

How I'd build a PLG strategy from scratch in 2026

Amy Mitchell @amycmitchell.bsky.social · 28/08/2026

Product teams build shared context through opportunity, validation, solution exploration, and decision formation through workflows. Together, these workflows create the shared understanding that makes effective requirements possible.

030

Amy Mitchell @amycmitchell.bsky.social · 27/08/2026

Context is what unifies the requirements efforts: - Opportunity narrows - Through validation and - Solution tradeoffs - Supporting decisions for - Requirements AI can help organize, analyze, and apply context while the product team continuously refines it

000

Amy Mitchell @amycmitchell.bsky.social · 26/08/2026

Product managers are accountable for the product, but we're rarely the deepest expert on the problems. So how do we make good decisions when the expertise is distributed across the team? Three ways to work with experts as a product manager: buff.ly/efIEHa2

When the Team Knows More Than You Do

How product managers create the conditions for better decisions

011

Amy Mitchell @amycmitchell.bsky.social · 25/08/2026

The benefits of product context developed with requirements are: - Stakeholders can participate from the early concept through requirements and delivery - AI has accurate and curated context to generate requirements and more - You develop context for GTM and sales material as you go

000

Amy Mitchell @amycmitchell.bsky.social · 24/08/2026

The tangible outcomes of requirements work can be done quickly by AI. But there are product thinking jobs in the workflow. These product thinking items go beyond discovery activities. Important context also comes from decision-making and delivery planning.

000

Amy Mitchell @amycmitchell.bsky.social · 22/08/2026

A short guide to producing with AI: - whenever you send something, you are responsible for it - define "done" before generating with AI - if your document needs a "how to read this", then cut it in half - design for people who won't read with super clear summaries buff.ly/aAodDn7

focusedchaos.co

How I Use AI Without Outsourcing the Thinking

AI collapsed the cost of producing information. It didn't touch the cost of understanding it. So we quietly moved that cost onto the reader.

Amy Mitchell @amycmitchell.bsky.social · 21/08/2026

Product managers often become the layer between stressed stakeholders and delivery teams. What to do instead: - Get clarity on the harsh message, then convert it into a next step in a neutral tone - Tone spreads faster than strategy. Stay calm so your message doesn’t get lost in the tone.

Amy Mitchell @amycmitchell.bsky.social · 20/08/2026

Intentional collaboration instead of open-ended meetings: - Quickly recap the near-term reason for collaboration - Focus on the “better together” outcome - Follow up on the result from the collaboration Have a specific agenda for every meeting (even 1-on-1s and “quick calls”)

000

Amy Mitchell @amycmitchell.bsky.social · 19/08/2026

Product teams are moving faster. That also means the path to the outcome changes more often. The product manager's job is to keep the team pointed toward the outcome while giving the right people room to choose the path. amycmitchell.substack.com/p/product-di...

Moving Fast Through the Unknown

How product managers keep direction when the path keeps changing

000

Amy Mitchell @amycmitchell.bsky.social · 18/08/2026

Product managers are expected to show proof of their work. For example, reframe “I talked to sales about the forecast” as “The sales forecast would improve with a playbook.”

000

Amy Mitchell @amycmitchell.bsky.social · 17/08/2026

When handling sharp feedback as a product manager, try: - Translate critiques into a concrete expectation (what outcome is being requested?) - Separate emotional packaging from actionable input - Ask questions that get to specifics: Respond to the underlying constraint, not the phrasing

000

Amy Mitchell @amycmitchell.bsky.social · 15/08/2026

Sometimes customers need time to prepare for AI. Oxana Jurosevic, CPO, shares customer requirements before AI deployments. 3 locks that delay AI adoption: Lock 1: The product might not need AI Lock 2: Users can't trust AI Lock 3: The organization can't approve AI buff.ly/ZLbZWqN

linkedin.com

https://www.linkedin.com/pulse/better-your-product-less-ai-gets-used-oxana-jurosevic-epm7c/

000

Amy Mitchell @amycmitchell.bsky.social · 13/08/2026

For some products, the business is learned through real customer usage. When you are the product manager, your job changes from "answer owner" to "learning orchestrator" This means product managers bring stakeholders into the learning earlier than usual.

Amy Mitchell @amycmitchell.bsky.social · 12/08/2026

What if the biggest problem with your AI feature happened before you added the AI? @usabilitycounts.bsky.social shares eight product decisions to make before adding AI, from choosing the right workflow to giving the model the context it needs. buff.ly/IUZrvEe

Most AI Problems Are Really Human Problems

This Is How Product Managers Can Fix It

011

Amy Mitchell @amycmitchell.bsky.social · 11/08/2026

Products that scale through real-world customer usage have additional risks to track: - Customer retention: depends on customer satisfaction - Expansions: depends on ease of use - Upsells: depends on ease of ordering

000

Amy Mitchell @amycmitchell.bsky.social · 10/08/2026

Sometimes product business can only be learned through real customer usage: - the product depends on operations - customer usage changes the offer - scaling shows new constraints - partners create unpredictable interactions

000

Amy Mitchell @amycmitchell.bsky.social · 08/08/2026

New product manager skill: knowledge DJ How to become a knowledge DJ: - Create context for every meaningful unit of work - Curate ruthlessly & don't hoard - Read the room, then update the set buff.ly/CNmDqBG

uxdesign.cc

The future of work belongs to the knowledge DJs

As AI makes generation cheap, the human advantage shifts to curating context. The product people who thrive will be the ones who learn to…

Amy Mitchell @amycmitchell.bsky.social · 07/08/2026

Shift your reputation to the person who figures things out: - Find clarity on something unclear - Make new opportunities real - Turn vague strategy into customer value These things take continuous learning and relationship building to put into action.

000

Amy Mitchell @amycmitchell.bsky.social · 06/08/2026

Deep product work often feels quiet. Measure and celebrate progress: - Clearing confusion - Improved customer understanding - Shipping something

Amy Mitchell @amycmitchell.bsky.social · 05/08/2026

I'm starting to realize that helping an idea become real is a key part of product work. Opportunity → Confidence → Momentum → Ownership The goal is to leave the idea stronger than you found it until the team can carry it forward. buff.ly/xqoS2R9

Your Idea Isn't Finished When Everyone Agrees

How product managers create momentum behind their ideas

000

Amy Mitchell @amycmitchell.bsky.social · 04/08/2026

Start building reusable judgment through continuous monitoring: - Customer friction points with your product - Demand validation points - Potential adoption blockers - Evals and feedback Doing this persistently helps in decision-making.

Amy Mitchell @amycmitchell.bsky.social · 03/08/2026

Build your own narrative to explain to yourself: - The user pain - Identify the conflict simply - Suggest the solution - Describe the outcome Using this plain language, you can move from problem to solution very fast.

000

Amy Mitchell @amycmitchell.bsky.social · 01/08/2026

My favorite takeaways from Barbell-Shaped Product Roles: - Focus on the big, risky, hard-to-reverse strategic bets. - Time-box decisions about smaller features and fixes. - If we can't explain why someone would use our product, then revenue doesn't flow. buff.ly/vlDTe1S

richmironov.substack.com

Barbell-Shaped Product Roles

I had yet another call last week with an AI engineer/cofounder who has built some very interesting software but gotten zero interest from his intended buyers.