Implementing Customer Feedback Loops

Leaders who avoid hard feedback aren’t protecting their people, they are setting them up to fail. Feedback is one of the most powerful tools we have in leadership but it’s also one of the most misused. Because leaders confuse compassion with avoidance, softening the truth until it loses all usefulness, or withholding it altogether under the guise of kindness. Compassionate feedback is about caring enough to be honest, in a way that allows other people to hear it. At APS Intelligence, we use a framework for compassionate feedback, designed to ensure that even difficult messages are delivered with clarity and respect: 1. Frame the feedback - Start by recognising effort and value to create psychological safety and remind people their work is seen and appreciated. 2. Ask permission - Feedback lands better when people feel like they have agency. Asking “Can I talk to you about something I’ve noticed?” is, as Dr. Shelby Hill says, a gentle knock on the door of someone’s psyche instead of barging in. 3. Be precise and objective - Describe what you’ve observed, not your interpretation of it. Feedback should focus on behaviour, not character. 4. Explain the impact - Share how the behaviour affects others or the work. Clarity about consequences builds accountability without blame. 5. Stay curious and open - Avoid assumptions. Ask questions that invite dialogue and understanding, not defence. 6. Collaborate on next steps - Offer support, not ultimatums. Feedback should be a shared problem to solve instead of a burden to bear. 7. End with perspective - Reaffirm their strengths and remind them that one issue does not define their value. Compassionate feedback allows honesty and humanity to coexist. It ensures that when people walk away, they feel respected, even if the message was hard to hear. This is a framework we use often at APS Intelligence. You can book a tailored workshop for your people managers or leadership cohorts to explore this further.

I stopped treating feedback like criticism and started treating it like free consulting. Because feedback isn’t about your worth. It’s about your blind spots. Most people waste feedback. They get defensive. They explain themselves. They ignore it. And then they wonder why nothing changes. ✅ How to treat feedback like free consulting (the real playbook): 1️⃣ Stop waiting for annual reviews. If you only hear feedback once a year, you’re already behind. Create your own feedback loop monthly, even weekly. 2️⃣ Ask sharper questions. Don’t ask “How am I doing?” Ask “What’s one thing I could do that would change the way you see me as a leader?” 3️⃣ Separate emotion from data. Feedback stings. That’s normal. But behind the sting is data. Extract it, use it, move forward. 4️⃣ Interrogate the source. Not all feedback is equal. Filter advice through one lens: Has this person achieved what I want to achieve? 5️⃣ Demand specifics. “Be more strategic” is useless. Push for examples. What did you say? What should you have said instead? Feedback without examples is noise. 6️⃣ Look for patterns, not one-offs. One person’s opinion is bias. Three people saying the same thing is truth. Patterns reveal where you need to act. 7️⃣ Stop explaining. The moment you start justifying, you close the door to honesty. Take it in, say thank you, move on. 8️⃣ Test it in real time. Don’t just collect notes. Try the new behaviour in your next meeting, pitch, or email. Feedback without testing is just theory. 9️⃣ Keep receipts. Document feedback and your response to it. When it’s time for promotion, you show the growth curve — not just claim it. 🔟 Flip the mirror. Give feedback as much as you take it. The best way to sharpen your own lens is to hold one up for someone else. We call it “feedback.” The unprepared call it “criticism.” The ambitious call it “an edge.” What’s the most valuable piece of feedback you ever received?

Customer behaviour changes. Fraudsters adapt. Markets shift. Regulations evolve. Yet many organisations still deploy models as if accuracy at launch guarantees long-term value. In the latest edition of The Data Science Decoder, I explore this challenge in a new article: “Building for Adaptation: How to Architect AI That Improves Over Time” The central idea isn't complex but often overlooked: the real advantage in AI does not come from the best model today. It comes from designing systems that learn continuously from the decisions they influence. The article examines how adaptive AI systems are built in practice, including: 💠Retraining strategies that respond to real-world drift 💠Feedback loops that convert decisions into learning signals 💠Governance mechanisms that act as improvement cycles rather than compliance overhead 💠The “learning flywheel” effect that allows AI systems to compound intelligence over time In many organisations, the conversation still focuses on model accuracy. The more strategic question is different: How effectively will this system learn tomorrow? That shift, from static models to adaptive intelligence systems, has implications for architecture, data infrastructure, and governance. It also determines whether AI initiatives plateau or continue improving year after year. If you work with AI in production environments, this is the real engineering challenge. I’d be interested to hear how others are approaching adaptive AI systems in practice. Where are feedback loops working well and where do they still break down?

**Fostering Growth Through Open and Transparent Feedback** 🚀 Today, I want to dive into a topic that's close to my heart: the power of open and transparent feedback in grooming talent. 🌱 In the fast-paced world we navigate, it's crucial to create an environment where feedback isn't just a formality, but a catalyst for growth. 💡 Transparent communication lays the foundation for a culture that nurtures talent, fosters collaboration, and propels individuals to reach their full potential. **1. Honesty breeds excellence:** Let's face it—constructive criticism isn't always easy to deliver or receive. However, it's the cornerstone of improvement. Embracing honesty in our feedback, whether it's positive or points out areas for development, is key to helping our colleagues evolve and excel in their roles. **2. Two-way street of communication:** Feedback isn't a monologue; it's a dialogue. Encouraging open conversations empowers team members to share their perspectives and insights. This two-way street not only promotes a sense of belonging but also ensures that feedback is a collaborative effort aimed at continuous improvement. **3. Specificity is the key:** Vague feedback often leads to confusion. Being specific about what worked well and what could be enhanced provides actionable insights. Whether it's acknowledging a job well done or pinpointing areas that require attention, specificity is the compass that guides individuals toward their professional best. **4. Timely feedback fuels progress:** Timing is everything. Providing feedback in real-time allows individuals to apply insights immediately, preventing the entrenchment of habits that may hinder their growth. Timely feedback is a catalyst for ongoing improvement and ensures that the learning curve remains dynamic. **5. Cultivating a growth mindset:** Open feedback culture is synonymous with cultivating a growth mindset. Encouraging team members to see challenges as opportunities for learning fosters resilience, adaptability, and a hunger for continuous development. In conclusion, a workplace that values open and transparent feedback is a breeding ground for talent development. It's not just about critiquing—it's about nurturing, guiding, and cheering on each other's success. Let's create environments where feedback isn't feared but embraced, where every comment is a stepping stone toward greatness. Together, we can elevate not just our individual careers but the collective success of our teams. #FeedbackCulture #TalentDevelopment #GrowthMindset #Collaboration #ProfessionalDevelopment #learninganddevelopment #feedbackculture #feedbackmatters #talentdevelopment

The most dangerous kind of feedback isn’t the harsh kind. It’s the kind that sounds fine but changes nothing. Leaders waste hours repeating the same points, wondering why nothing sticks. It’s not laziness on your team’s part. It’s that your words aren’t sparking movement. Here’s what separates feedback that shifts behaviour from feedback that disappears into thin air: 1. Trust before talk:  No trust, no change. People listen with half an ear when they feel judged. 2. Precision over politeness:  “Work on your communication” is vague. Try: “When updates are last-minute, the team scrambles. Sharing earlier would prevent the chaos.” 3. Show strengths before gaps:  When you acknowledge what’s working, people are more willing to improve what isn’t.  For example: “Your presentation was clear and engaging. Adding data at the start would make it even more convincing.” 4. Behaviours, not labels:  Telling someone they’re careless won’t change anything. Showing them the specific action that caused the mistake might. And here are extra ways to make feedback actually land: ➡️Pick the right timing. Feedback in the middle of stress or conflict rarely gets heard. Wait until people are calm enough to absorb it. ➡️ Frame it as a possibility. Instead of only pointing to what went wrong, highlight the potential you see. People lean in when they feel you believe in them. ➡️ Make it a dialogue. Ask “How do you see it?” or “What could help you here?” Feedback works best when it becomes a shared problem-solving moment. ➡️ Anchor to purpose. Connect the feedback to the bigger picture: “When reports are clear, the client trusts us more.” Purpose creates motivation. ➡️ Balance the emotional tone. A steady, calm delivery helps the person stay open. If you sound irritated or rushed, the message gets lost. ➡️ Close with next steps. Clarity comes from knowing exactly what to try next and when you’ll review it together. Feedback is either a lever for growth or a loop you get stuck in. The choice is in how you deliver it. When you give feedback, do you focus more on safety, clarity, or motivation? #feedback #difficultconversations #work

Most leaders say they want honest feedback. Netflix actually built systems for it. Angela Morgenstern spent years at Netflix during their massive shift to original content, scaling from 20 shows to 1,000+ annually. What she learned about "farming for dissent" (and more) could transform how you approach decision making. The problem: Most organizations accidentally punish honest disagreement. People learn to stay quiet or tell leaders what they want to hear. Netflix built specific mechanisms that made dissent safe and expected: 🔸 Memo-driven culture with transparent commenting: no fancy presentations, just clear rationale with open document-driven discussions. 🔸 Product Strat meetings where farming for dissent was the point: senior forums designed for debate before decisions. 🔸 Informed Captain model: the person closest to the problem gathers different perspectives, then decides. The result? As Angela put it: "If you really hold truthfulness as a North Star...then you really have to work on forums where people feel like they can be direct and honest with the right set of consequences." Three things you can try today: 1️⃣ Switch one weekly presentation to a shared doc. Ask your team to comment with questions and disagreements before you meet. 2️⃣ Explicitly ask for dissent. Before your next decision, say "I need someone to argue the opposite view" -- and be grateful when they do it! 3️⃣ Separate debate from decision-making. Give teams time to gather input, then make it clear when the discussion shifts to decision mode. Netflix's global expansion from Silicon Valley to creating hits in Spain and Korea wasn't just about content strategy. It was about building a culture that could learn, adapt, and scale through honest conversation -- and adapt globally, another story in this week's column! 👉 Read on: https://lnkd.in/ge4Ej8VH What's one forum where your team could benefit from more honest disagreement? #culture #decisionmaking #feedback

The higher the paycheck, the thinner the feedback. Not because people suddenly stop having opinions. But because telling the truth becomes expensive. As your power grows, the room changes. People read you more carefully. They edit themselves faster. They sense what lands well and what costs them. So feedback does not disappear. It mutates. It turns into silence. Into polite alignment. Into delayed honesty shared only after decisions are made. Into jokes said in corridors, not meetings. Into “all good” when it clearly is not. Most senior leaders are not surrounded by liars. They are surrounded by people who are managing risk. Here is the uncomfortable truth. Your title creates a tax on honesty. This is constantly happening in boardrooms and executive teams. A CEO asks, “Any concerns?” Everyone nods. Three weeks later, execution fails. Suddenly there were concerns all along. A senior leader says, “Be candid with me.” But interrupts twice. Defends once. Corrects tone instead of listening to content. People learn fast. Truth is welcome in theory. Punished in practice. And over time, something dangerous happens. You start confusing lack of feedback with competence. Silence with alignment. Respect with agreement. This is how leaders drift. Not because they are arrogant. But because the system protects them from reality. If you are senior enough, feedback will not come to you. You have to go and earn it. Here are three ways to disrupt this cycle without turning yourself into a feedback beggar. First. Stop asking for feedback. Start asking for data. Feedback invites opinions. Data invites observation. Instead of “How am I doing?” ask: “What did I do in that meeting that made it harder to speak up?” “What decision of mine created confusion or slowdown?” “What am I underestimating right now?” Specific questions reduce fear. They signal maturity, not weakness. Second. Reward the truth immediately, not later. Most leaders say they value candor. Few show it in the moment. If someone challenges you, resist the urge to explain. Thank them. Stay quiet. Ask one follow up question. People do not watch your values. They watch your nervous system. Third. Create at least one relationship where hierarchy is suspended. Not a fan. Not a loyalist. Not someone who owes you their role. A peer. A former boss. An external advisor. Someone whose income and identity do not depend on your approval. Power needs a mirror that does not flatter. Here is the paradox. The more successful you become, the more intentional you must be about staying informed. Because the system will not do it for you. So ask yourself honestly. As your paycheck grew, did your insight grow with it? Or did the room just get quieter? #Executive_Leadership #Executive_Coaching #Leadership_Development الحمد لله

I did something crazy last week. I gave a candidate real feedback and explained exactly why they didn’t get the job. 🤯 The candidate was an excellent fit and made a strong impression on every interviewer they spoke with. In fact, it was a true photo finish. Another candidate performed just as well but brought highly specific industry experience that would allow them to hit the ground running in a way we didn’t anticipate. So I shared exactly what happened. No ambiguity. No vague platitudes. I let the candidate know they were highly regarded, well qualified, and genuinely competitive. I explained the specific reason the decision went the other way. Is that actually crazy… or should it be the norm? If someone invests hours preparing for and participating in interviews, the least we can do is treat them like a human being and not a transaction. We need to reinvent candidate feedback and stop leaving people in the dark. Ambiguity breeds doubt. Silence creates unnecessary self-blame. And “we decided to move forward with another candidate” tells people nothing about their strengths or how close they actually were. The job market has been brutal, and it’s time we return to a human‑centric hiring process that bakes empathy into every step. Why? ☑️ It strengthens your employer brand. Candidates remember how you treated them, especially when the answer was no. Transparency builds long-term goodwill and keeps strong talent engaged for future roles. ☑️ It’s a true differentiator. Very few companies provide thoughtful, honest feedback. Even fewer do it consistently. This is how you stand out. ☑️ It builds trust and credibility. Candidates are far more likely to believe in your decision when they understand it. ☑️ It contributes to better hiring outcomes long term. Candidates who receive actionable feedback may come back even stronger. ☑️ It’s simply the right thing to do. It demonstrates empathy, respect, and humanity in a process that often feels cold and opaque.   Bottom line: Honest feedback doesn’t weaken your hiring process, it elevates it. Transparency builds trust, preserves relationships, and reminds candidates that they were seen, heard, and valued. Let’s make this the standard, not the exception. #CandidateExperience #TalentAcquisition #HumanCenteredHiring #EmployerBrand #Recruiting #Leadership

Agents don’t improve by accident They improve through intentional design. To build better agents, you need structure. Not just trial and error. 🎯 The Core Framework: 4 Adaptation Strategies A 2x2 based on: • What gets optimized (Agent or Tool) • Where feedback comes from (Tool or Agent output) 🔹 A1: Adapt the Agent via Tool Feedback • Agent uses a tool, sees failure, and updates • Best for mechanics like APIs or SQL • Eg: DeepRetrieval hit 65% vs 25% recall baseline 🔹 A2: Adapt the Agent via Self-Reflection • Agent critiques its own output directly • Best for logic, planning, and reasoning • Eg: R1-Searcher beat GPT-4o-mini by 48% 🔹 T1: Adapt the Tool (Agent-Agnostic) • Improve tools for any agent to use • Flexible and transferable design • Eg: Dense retrievers like Contriever 🔹 T2: Adapt the Tool to the Agent • Freeze the agent, train tools for its quirks • Tool learns to serve one fixed model • Eg: R1-Code-Interpreter reached 72.4% 🎯 Why This Matters As foundation models grow larger and more expensive to fine-tune, one path forward is to stop modifying the model. Instead, train specialized tools that translate for that specific giant model. 🎯 Critical Trade-offs 🔸 Reliability vs Creativity  ↳ Training agents (A1/A2) risks catastrophic forgetting ↳ Your coding agent might forget how to write poetry 🔸 Cost vs Control  ↳ Tool adaptation (T1/T2) is cheaper and lower-risk ↳ But limited by the frozen agent's intelligence ceiling 🔸 Generality vs Specialization ↳ T1 tools are robust and reusable ↳ T2 tools are powerful but brittle to agent upgrades The key insight: there is no single "best" strategy. The choice depends on whether you can fine-tune the model and whether you have verifiable ground truth. Paper 👉 https://lnkd.in/g3q-7Xuu Repo 👉 https://lnkd.in/gjsjDDGg Learn GenAI System Design 👉 https://lnkd.in/gqTrvsuS Most teams building agents today are still guessing. This framework gives you a structured way to decide what to optimize and how. ♻️ Repost to help someone building agents skip the trial and error ➕ Follow me, Sairam, for AI from lab to production ----- Join 25k+ readers from Google, Meta, Netflix, and over 160+ countries worldwide: https://lnkd.in/gZbZAeQW Learn the basics first: https://lnkd.in/gTQyc_fi

LIE: Your open door policy works. TRUTH: Nobody walks through an open door when speaking up gets you labeled. Welcome to Truth-Telling Tuesday. A client called me confused. "I have an open door policy," she said. "I tell everyone they can come talk to me about anything. But nobody does." She'd been proud of that open door. Posted about it. Announced it in meetings. Even held office hours. But her team stayed silent. Then one brave soul finally spoke up about a process that was burning everyone out. Her response? "I appreciate your passion, but let's focus on solutions, not problems." The next day, in a leadership meeting, she mentioned that this employee "might not be a culture fit" because they were "too negative." Word spread faster than wildfire. Her open door might as well have been a trap door. She called me because she'd noticed: - Resignations were up 40% - Exit interviews were generic  - Innovation had flatlined - Her "open door" sat empty Here's what we discovered together: Her team had learned the price list. And it was steep. ❌ Raise a concern = "Not a team player" ❌ Question a decision = "Resistant to change"   ❌ Share honest feedback = "Lacks emotional intelligence" ❌ Point out problems = "Too negative" They did the math. Silence was safer. Real access requires more than an open door. It requires: ✅ Anonymous channels - Sometimes truth needs protection ✅ Response transparency - "You said, we did" visible updates ✅ Leader vulnerability - Share when YOU were wrong ✅ Celebration of dissent - Publicly thank truth-tellers ✅ Skip-level safety - Multiple paths to be heard The breakthrough came when she admitted in an all-hands: "I realized my open door had an invisible admission fee - your reputation. I'm removing that fee, starting now." Then she shared three things she'd gotten wrong and what she learned from the feedback she'd dismissed. Six months later: ✔️ Her door actually gets used ✔️ Problems surface while they're still solvable ✔️ Her best people stopped leaving ✔️ Innovation returned Your door isn't truly open if people calculate the cost before walking through it. The question isn't "Is my door open?" The question is "What's the price of admission?" Ready to build real truth-telling culture? This is exactly what we unpack in the Root-Rise-Reign framework. Because trust isn't built by policies. It's built by proof. 👇 What price do people pay for truth-telling in your organization? ---------- ♻️ REPOST if you believe in zero-cost truth ➕ Follow Tash Durkins 🦋 CPC for more Tuesday Truths 🔗 Ready for real cultural transformation? Let's talk.