A Week, an Idea, and an AI Evaluation System: What I Learned Along the Way
How the Project Started I remember the moment the evaluation request landed in my Slack. The excitement was palpable—a chance to delve into a challenge that was rarely explored. The goal? To create a system that could evaluate the performance of human agents during conversations. It felt like embarking on a treasure hunt, armed with nothing but a week’s worth of time and a wild idea. Little did I know, this project would not only test my technical skills but also push the boundaries of what I thought was possible in AI evaluation. A Rarely Explored Problem Space Conversations are nuanced; they’re filled with emotions, tones, and subtle cues that a machine often struggles to decipher. This project was an opportunity to explore a domain that needed attention—a chance to bridge the gap between human conversation and machine understanding. What Needed to Be Built With the clock ticking, the mission was clear: Create a conversation evaluation framework capable of scoring AI agents based on predefined criteria. Provide evidence of performance to build trust in the evaluation. Ensure that the system could adapt to various conversational styles and tones. What made this mission so thrilling was the challenge of designing a system that could accurately evaluate the intricacies of human dialogue—all within just one week. What Made the Work Hard (and Exciting) This project was both daunting and exhilarating. I was tasked with: Understanding the nuances of human conversation: How do you capture the essence of a chat filled with sarcasm or hesitation? Developing a scoring rubric: A clear, structured approach was essential to avoid ambiguity in evaluations. Iterating quickly: With a week-long deadline, every hour counted, and fast feedback loops became my best friends. Despite the challenges, the thrill of creating something groundbreaking kept me motivated. The feeling of building something new always excites me—it’s unpredictable, and there was always a chance the entire system could fail. Lessons Learned While Building the Evaluation Framework Through the highs and lows of this intense week, I gleaned valuable insights worth sharing: Quality isn’t an afterthought—it’s a system. Reliable evaluation requires clear rubrics, structured scoring, and consistent measurement rules that remove ambiguity. Human nuance is harder than model logic. Real conversations involve tone shifts, emotions, sarcasm, hesitation, filler words, incomplete sentences, and even transcription errors. Teaching AI to interpret this required deeper work than expected. Criteria must be precise or the AI will drift. Vague rubrics lead to inconsistent scoring. Human expectations must be translated into measurable and testable standards. Evidence-based scoring builds trust. It wasn’t enough for the system to assign a score—we had to show why. High-quality evidence extraction became a core pillar. Evaluation is iterative. Early versions seemed “okay” until real conversations exposed blind spots. Each iteration sharpened accuracy and generalization. Edge cases are the real teachers. Background noise, overlapping speakers, low empathy moments, escalations, or long pauses forced the system to become more robust. Time pressure forces clarity. With only a week, prioritization and fast feedback loops became essential. The constraint was ultimately a strength. A good evaluation system becomes a product. What began as a one-week sprint became one of our most popular services because quality, clarity, and trust are universal needs. How the System Works (High-Level Overview) The evaluation system operates on a multi-faceted, evidence-based approach: Data Collection: Conversations are transcribed and analyzed in over 60 languages. Evaluation on Rubrics: The AI evaluates transcripts against structured sub-criteria using our Evaluation Data Model. Scoring Mechanism: Each criterion is scored out of 100, with weighted sub-criteria and supporting evidence. Performance Summary & Breakdown: Overall summary Detailed score breakdown Relevant quotes from the conversation Evidence that supports each evaluation This approach streamlines evaluation and empowers teams to make faster, more informed decisions. Real Impact — How Teams Use It Since launching, teams across product, sales, customer experience, and research have leveraged the evaluation system to enhance their operations. They are now able to: Identify strengths and weaknesses in AI interactions. Provide targeted training to improve agent performance. Foster a culture of continuous, evidence-driven improvement. The real impact lies in transforming conversations into actionable insights—leading to better customer experiences and stronger business outcomes. Conclusion — From One-Week Sprint to Flagship Product What started as a one-week sprint has now evolved into a flagship product that continues to grow and adapt. This journey taught me that the intersection of human conversation and AI evaluation is not just a technical pursuit—it’s about understanding the essence of communication itself. “I build intelligent systems that help humans make sense of data, discover insights, and act smarter.” This project became a living embodiment of that philosophy. By refining the evaluation framework, addressing the nuances of human conversation, and focusing on evidence-based scoring, we created a robust system that not only meets our needs but also sets a new industry standard for AI evaluation.
3 Questions to Ask in Sales Calls to Uncover Objections Early
If you’ve spent any time in sales, you know objections are part of the game. But what separates top performing sales reps from the rest isn’t just how they handle objections, it’s how early they uncover them. The earlier you identify potential barriers, the more time you have to address concerns, tailor your pitch, and build trust. Ignoring or missing these early signals often leads to lost deals, wasted time, and frustrated teams. In this article, we’ll explore three key questions that can help sales reps uncover objections early in sales calls, so your team can respond smarter and close more deals. Why Early Objection Discovery Matters Objections aren’t just “no’s” waiting to happen. They’re signals. They reveal where your prospect’s concerns lie, budget, timing, fit, trust, or understanding. Uncovering these early means you can: Personalize your solution Adapt your messaging Build stronger relationships Avoid surprises late in the sales cycle Missing these signals, on the other hand, can create bottlenecks down the line, longer sales cycles, unhappy prospects, and deals that stall unexpectedly. Top performing sales organizations build objection discovery into their DNA. They don’t wait until the end of a process to face resistance; they anticipate and address it at the start. The 3 Questions That Uncover Objections Early 1. “What challenges are you currently facing with [problem area]?” This question invites the prospect to share their pain points upfront. It sets the stage for a conversation rooted in understanding their true needs. By framing it around their current challenges, you avoid a generic product pitch. Instead, you open a dialogue that encourages honesty and specificity. Example: A software sales rep might ask, “What challenges are you currently facing with your customer support tools?” Instead of launching into product features, they listen carefully to pain points like slow response times or lack of integration. What to listen for: Hesitations or vague answers may hint at unspoken objections Specific challenges that you can link directly to your solution Emotional cues that reveal urgency or frustration Coaching tip: Encourage reps to dig deeper if the answer is surface-level. Follow up with “Can you tell me more about that?” or “How is that impacting your day-to-day?” The goal is to get beyond generic answers to real issues. 2. “Have you tried any solutions before? What worked or didn’t work?” This question uncovers past experiences that shape the prospect’s mindset and expectations. It’s a subtle way to expose objections related to trust, skepticism, or previous disappointments. Example: A rep hears, “We tried XYZ software last year but it was too complicated.” This signals that the prospect may worry about usability, training time, or hidden costs. What to listen for: Negative experiences that may create resistance Features or benefits that the prospect values or doubts Gaps where your offering can uniquely help Coaching tip: Train reps to validate the prospect’s past experiences, showing empathy, before explaining how your solution differs. For example: “I understand how frustrating that must have been. Our tool was designed to be intuitive and we offer dedicated onboarding support.” 3. “What concerns do you have about moving forward with a solution like this?” This direct question invites prospects to voice any objections early, in their own words. It’s a powerful way to build transparency and address issues head-on. Example: A prospect might say, “I’m worried about how this will integrate with our existing systems,” or “Our budget is tight this quarter.” What to listen for: Budget or timing concerns Stakeholder approval challenges Integration or technical worries Coaching tip: Remind reps that objections are opportunities, not obstacles. They should listen carefully, acknowledge concerns, then respond thoughtfully with relevant information or reassurance. Coaching Your Team to Use These Questions Effectively Mastering early objection discovery takes practice. Here are some ways to coach your team for success: Roleplay scenarios: Practice these questions in simulated calls, emphasizing tone and follow-up probes. Make reps comfortable asking these questions naturally, not like an interrogation. Review call recordings: Focus specifically on how reps ask these questions and handle the answers. Share examples of both effective and ineffective approaches. Use call scoring: Include these questions as key criteria in your quality assurance rubric. Evaluate not just if they asked the questions, but how well they responded. Encourage reflection: After calls, ask reps how these questions helped them uncover concerns and how they adjusted their approach. Common Pitfalls and How to Avoid Them Even with these powerful questions, mistakes happen. Here are some common pitfalls to watch out for: Asking too late: Waiting until the final call or proposal stage to dig for objections makes them harder to handle. Being too pushy: Asking these questions should invite honest dialogue, not pressure prospects into confessing objections. Ignoring subtle cues: Sometimes prospects hint at objections without stating them clearly. Teach reps to read tone, pauses, or hesitation as signals. Failing to follow up: Asking questions is just step one. Reps must actively listen, acknowledge concerns, and adjust their approach accordingly. The Tangible Impact of Early Objection Discovery Teams that consistently uncover objections early enjoy: Shorter sales cycles: Clearing doubts upfront speeds decision-making. Higher win rates: Tailored responses resonate better and reduce deal churn. Stronger relationships: Transparency builds trust and rapport. More efficient coaching: Real-time objections become teachable moments. Final Thought Objections aren’t roadblocks; they’re signposts. Your job as a sales leader or rep is to ask the right questions early to find them, understand them, and use them to your advantage. By consistently using these 3 questions, you turn objections from surprises into stepping stones , creating smoother sales conversations and better results. Uncovering objections early requires not just the right questions, but also efficient ways to capture and analyze what prospects say in calls. That’s where tools like Insight7’s evaluation come in. Insight7 automates call summarization and highlights key moments, including objections and concerns, so your sales team doesn’t miss a beat. It enables you to review, score, and coach with data-backed clarity, speeding up decision making and
4 Quick Rapport Building Tactics For Faster Discovery Calls
First impressions on intake calls can make or break the deal. When your prospect hops on the call, you’re racing against the clock, trying to build trust, uncover pain points, and qualify or disqualify… all in 30 minutes or less. But here’s the catch: if there’s no rapport in the first few minutes, the rest of the call becomes a transactional Q&A. No depth. No real insights. And no sale. So what separates discovery calls that convert from those that fall flat? It’s not just having a script. Or pitching your solution earlier. It’s your ability to build rapport, fast and naturally. And no, I don’t mean asking “How’s the weather over there?” or commenting on their Zoom background. That’s not rapport. That’s small talk. Here are 4 quick rapport building tactics grounded in real buyer psychology that help you move from surface level to substance, without wasting time. Tactic 1: Reframe the Power Dynamic with a Soft Disclaimer Most prospects come into discovery calls guarded. They’ve been pitched to. Sold to. Rushed through demos. So when you open the call with a generic “Tell me about your business,” it reinforces the usual dynamic: Them = the buyer You = the seller trying to close This triggers sales resistance. Flip the dynamic. Start with a soft disclaimer that puts you back in the advisor seat and makes them feel safe: “Just so you know, this isn’t a typical sales call. My goal is to understand if what we do can actually help. If it’s not a fit, I’ll let you know. And if it is, I’ll walk you through what that looks like.” This short sentence does 3 things at once: Signals honesty (you’re not desperate to close) Builds authority (you control the call) Creates safety (they’re not being sold to) And when people feel safe, they share more. Faster. Tactic 2: Use Specific Praise That Signals Research Most prospects are used to compliments that feel robotic: “I checked out your website, it looks great!” “You’re doing really cool stuff at (company name).” It’s noise. They’ve heard it before. It doesn’t build trust, it triggers skepticism. Instead, use specific praise that shows you actually did your homework. Let’s say you’re talking to a Head of Research at a fintech company. Instead of the generic compliment, you say: “I noticed your team recently rolled out that new risk profiling tool. It’s impressive how you simplified such a complex feature, was that based on user research?” Boom. You’re now: Validating their expertise Showing deep context Creating space for a meaningful answer This kind of praise is earned, not flattery, and it shortens the distance between stranger and trusted peer. Tactic 3: Ask Emotional Contrast Questions People don’t buy products. They buy progress. And the fastest way to surface their pain (and desire) is by asking about contrast. Not just “What’s the problem?” but “What’s the shift you want to see?” Here’s a classic move: “Let’s say it’s 3 months from now and you’ve solved this—what’s different in your day to day?” “Now compare that to what’s happening today. What’s costing you the most?” These two questions work because they invite the prospect to emotionally visualize what success looks like, and feel the gap between current pain and future ease. Why it builds rapport fast: You’re speaking to their reality, not your solution You’re helping them articulate what they may not have fully named yet It positions you as a guide, not a seller And when someone feels seen and understood, they relax. They start giving you real, unfiltered answers. Which means you get to qualified insights faster. Tactic 4: Mirror Their Language in Real Time This one is subtle but powerful. If your prospect says: “We’re just drowning in raw data and can’t make sense of what’s actually actionable.” You don’t respond with: “We help companies analyze data faster.” That’s a mismatch. It feels like a pitch. Instead, mirror their language back with empathy: “Totally makes sense, so it’s not the volume of data that’s the issue, it’s the lack of clarity on what’s actually usable?” This signals 3 things: You’re truly listening (most people don’t) You value their perspective You’re meeting them where they are, not forcing your narrative Psychologists call this verbal mirroring. It taps into how our brains are wired for connection. And it works even better when you mirror both language and emotion. If they sound overwhelmed, match their tone. If they sound skeptical, slow down and meet their energy. You’re not imitating. You’re syncing. That sync builds trust, quickly. Wrapping Up: Fast Rapport = Faster Calls = Faster Deals Here’s the truth: You don’t need to “build a relationship over time” to win deals. You need to build enough trust, fast**,** so people tell you what they really need. That’s the point of discovery calls. So instead of wasting the first 10 minutes on fluff or fake rapport, apply these 4 tactics immediately: Start with a soft disclaimer to signal safety and authority Give specific praise that proves you did your homework Ask emotional contrast questions to uncover pain and desire Mirror their language and energy to deepen trust in real time Do this, and you won’t just run better discovery calls. You’ll build relationships that convert. Fast. P.S. Want to eliminate the most time consuming part of discovery calls – digging through raw data post call to extract insights? Insight7’s Evaluation turns your calls, notes, and survey data into instant business recommendations, no prompt engineering or technical skills needed. Just upload your files, and get real answers.
3 Questions to Ask in Sales Calls to Uncover Objections Early
If you’ve spent any time in sales, you know objections are part of the game. But what separates top performing sales reps from the rest isn’t just how they handle objections, it’s how early they uncover them. The earlier you identify potential barriers, the more time you have to address concerns, tailor your pitch, and build trust. Ignoring or missing these early signals often leads to lost deals, wasted time, and frustrated teams. In this article, we’ll explore three key questions that can help sales reps uncover objections early in sales calls, so your team can respond smarter and close more deals. Why Early Objection Discovery Matters Objections aren’t just “no’s” waiting to happen. They’re signals. They reveal where your prospect’s concerns lie, budget, timing, fit, trust, or understanding. Uncovering these early means you can: Personalize your solution Adapt your messaging Build stronger relationships Avoid surprises late in the sales cycle Missing these signals, on the other hand, can create bottlenecks down the line, longer sales cycles, unhappy prospects, and deals that stall unexpectedly. Top performing sales organizations build objection discovery into their DNA. They don’t wait until the end of a process to face resistance; they anticipate and address it at the start. The 3 Questions That Uncover Objections Early 1. “What challenges are you currently facing with [problem area]?” This question invites the prospect to share their pain points upfront. It sets the stage for a conversation rooted in understanding their true needs. By framing it around their current challenges, you avoid a generic product pitch. Instead, you open a dialogue that encourages honesty and specificity. Example: A software sales rep might ask, “What challenges are you currently facing with your customer support tools?” Instead of launching into product features, they listen carefully to pain points like slow response times or lack of integration. What to listen for: Hesitations or vague answers may hint at unspoken objections Specific challenges that you can link directly to your solution Emotional cues that reveal urgency or frustration Coaching tip: Encourage reps to dig deeper if the answer is surface-level. Follow up with “Can you tell me more about that?” or “How is that impacting your day-to-day?” The goal is to get beyond generic answers to real issues. 2. “Have you tried any solutions before? What worked or didn’t work?” This question uncovers past experiences that shape the prospect’s mindset and expectations. It’s a subtle way to expose objections related to trust, skepticism, or previous disappointments. Example: A rep hears, “We tried XYZ software last year but it was too complicated.” This signals that the prospect may worry about usability, training time, or hidden costs. What to listen for: Negative experiences that may create resistance Features or benefits that the prospect values or doubts Gaps where your offering can uniquely help Coaching tip: Train reps to validate the prospect’s past experiences, showing empathy, before explaining how your solution differs. For example: “I understand how frustrating that must have been. Our tool was designed to be intuitive and we offer dedicated onboarding support.” 3. “What concerns do you have about moving forward with a solution like this?” This direct question invites prospects to voice any objections early, in their own words. It’s a powerful way to build transparency and address issues head-on. Example: A prospect might say, “I’m worried about how this will integrate with our existing systems,” or “Our budget is tight this quarter.” What to listen for: Budget or timing concerns Stakeholder approval challenges Integration or technical worries Coaching tip: Remind reps that objections are opportunities, not obstacles. They should listen carefully, acknowledge concerns, then respond thoughtfully with relevant information or reassurance. Coaching Your Team to Use These Questions Effectively Mastering early objection discovery takes practice. Here are some ways to coach your team for success: Roleplay scenarios: Practice these questions in simulated calls, emphasizing tone and follow-up probes. Make reps comfortable asking these questions naturally, not like an interrogation. Review call recordings: Focus specifically on how reps ask these questions and handle the answers. Share examples of both effective and ineffective approaches. Use call scoring: Include these questions as key criteria in your quality assurance rubric. Evaluate not just if they asked the questions, but how well they responded. Encourage reflection: After calls, ask reps how these questions helped them uncover concerns and how they adjusted their approach. Common Pitfalls and How to Avoid Them Even with these powerful questions, mistakes happen. Here are some common pitfalls to watch out for: Asking too late: Waiting until the final call or proposal stage to dig for objections makes them harder to handle. Being too pushy: Asking these questions should invite honest dialogue, not pressure prospects into confessing objections. Ignoring subtle cues: Sometimes prospects hint at objections without stating them clearly. Teach reps to read tone, pauses, or hesitation as signals. Failing to follow up: Asking questions is just step one. Reps must actively listen, acknowledge concerns, and adjust their approach accordingly. The Tangible Impact of Early Objection Discovery Teams that consistently uncover objections early enjoy: Shorter sales cycles: Clearing doubts upfront speeds decision-making. Higher win rates: Tailored responses resonate better and reduce deal churn. Stronger relationships: Transparency builds trust and rapport. More efficient coaching: Real-time objections become teachable moments. Final Thought Objections aren’t roadblocks; they’re signposts. Your job as a sales leader or rep is to ask the right questions early to find them, understand them, and use them to your advantage. By consistently using these 3 questions, you turn objections from surprises into stepping stones , creating smoother sales conversations and better results. Uncovering objections early requires not just the right questions, but also efficient ways to capture and analyze what prospects say in calls. That’s where tools like Insight7’s evaluation come in. Insight7 automates call summarization and highlights key moments, including objections and concerns, so your sales team doesn’t miss a beat. It enables you to review, score, and coach with data-backed clarity, speeding up decision making and
A Simple Framework for Better Call Evaluation
If you’ve ever finished a client call or a team discussion thinking, “Wait, what did we actually learn?”, you’re not alone. This happens more often than you realize. Calls can feel full of energy, collaborative, and productive on the surface. Yet, when you step back, the key insights you expected to gain often remain unclear or vague. The conversation might have been busy, but real progress feels elusive. Why is this? It’s simple: not every conversation uncovers the core challenges. Many discussions stay at a superficial level, covering a lot of ground but missing what truly matters. The hard truth is that without surfacing the real pain points, all the chatter doesn’t move the needle. A 3 Step Evaluation Framework for Calls That Get to the Point To move beyond noisy discussions and toward real insight, we recommend a simple, three step framework designed to keep you focused and effective. 1. Pinpoint the Core Challenge Every call or interview has a central issue, the one problem causing the most tension, delay, or lost opportunity. Your job is to find it. This core challenge is your signal in the noise. It’s not always immediately obvious. That’s okay. Keep digging by asking “why” repeatedly. For example, if the client says, “We’re struggling with customer retention,” ask, “Why?” If the answer is, “Because of product issues,” ask again, “Why do those product issues happen?” This iterative questioning uncovers the root cause rather than just the symptoms. Finding the core challenge means you can focus your efforts where they’ll matter most, rather than chasing multiple side issues that drain time and energy. 2. Understand What’s Already Been Tried (and Why It Didn’t Work) Clients and teams rarely face a problem without having attempted some solutions already. It’s crucial to understand what those solutions were and why they failed or fell short. Why does this matter? Because people don’t want recycled advice or generic recommendations. They want clarity about what will actually work in their unique context. By learning what’s been tried and digging into the gaps, you build credibility and context for your next move. You avoid suggesting things that have already failed. Instead, you identify new, targeted steps with a stronger chance of success. This step also shows respect for your client’s efforts and deepens trust. It tells them you’re listening carefully, not just pitching ideas. 3. Clarify the Cost of Inaction What happens if the core challenge is left unresolved? This is a vital question that often gets overlooked. Is the problem causing budget losses? Increased customer churn? Frustrated employees? Missed deadlines or stalled growth? When you name the cost of inaction clearly, it helps everyone involved understand the stakes. This shared understanding drives prioritization and urgency. Clients and teams are more motivated to act when they grasp what’s at risk. It also helps decision makers justify investments and resource allocation because the cost of delay is quantified. Why This Framework Matters More Than Ever Teams today are overwhelmed. Feedback streams in from multiple channels: interviews, surveys, calls, transcripts, and countless opinions. Yet few have a consistent, repeatable way to evaluate all this qualitative data at scale. Without a clear method, teams struggle to turn this flood of information into meaningful decisions. They either get stuck in analysis paralysis or make decisions based on gut feeling alone. This 3 step evaluation framework is not just another meeting tactic. It’s a foundational approach to qualitative evaluation that accelerates understanding and prioritization. By applying it, your team moves faster from scattered feedback to focused insights. You cut through the noise and uncover what really needs your attention. How Insight7 Helps You Unlock Real Insights – Simply At Insight7, we’re on a mission to help teams unlock insight without complexity. We’ve built tools and frameworks that empower you to evaluate conversations, interviews, and calls quickly and effectively. You don’t need technical skills. Instead, you get a clear process and supportive technology to help you evaluate what matters and move forward with confidence. The Bottom Line If you’re tired of finishing calls feeling productive but empty handed insight wise, it’s time to change how you evaluate conversations. Use this three step framework: Find the core challenge by asking “why” until you get to the root. Understand what’s been tried and why it didn’t work. Clarify the cost of not solving the problem. This approach gives you a repeatable way to get meaningful insight from every call or interview. It helps your team focus on what matters and act faster. Insight7 is here to support you on this journey, simplifying qualitative evaluation so you spend less time guessing and more time making smart decisions. If you want to stop wasting time and start unlocking real insight, let’s talk. We’re building solutions designed for teams like yours.
