Needs more than a quick edit3 of 12 checks passed
A PM would need to fix the recruiting plan, remove the pitch and hypothetical price test, and replace the go/stop criteria with behavior-based evidence. The current guide would likely produce biased demand signals.
Output
Welcome to user research week! Mei and Tomas, running these calls is one of the highest-leverage things you can do this quarter. Don't worry about being first-timers; your fresh eyes are an asset. Here is your battle-tested guide for next week.
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1. Learning Goals
We need to answer two core questions before committing engineering time to Autochase: 1. Pain: Does chasing late invoices cause enough operational friction and cash flow anxiety that users want it off their plates completely? 2. Value: Is automation worth $10/month, or do users prefer control (e.g., hitting a manual button)?
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2. Who We Should Talk To
Per Sam’s plan: We are emailing the 300 Pro accounts that used the manual 'Send reminder' button most frequently last month and booking the first 8 who reply. * Why: These users already feel the pain. If they won't pay for automation, nobody will.
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3. Notes for First-Time Interviewers (Read This Twice!)
- Do not pitch Autochase early. If you pitch it, they will be polite and say yes. Sell the problem, not our solution.
- Past behavior beats future promises. When people say "I would pay $10 for that," they are often lying to be nice. Ask about what they currently do and what they've paid for in the past.
- Embrace silence. After you ask a question, stop talking. Let them fill the silence. The best insights live in the second minute of their answer.
- One person leads, one takes notes. Mei, take the lead on questions today; Tomas, focus on verbatim quotes and body language (and vice versa for call #2).
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4. The 30-Minute Call Guide
#### Phase 1: Context & Warm-up (5 mins) Goal: Build rapport and understand their business. * "Tell me a bit about your business—what do you do, and who are your typical clients?" * "Walk me through how invoicing and getting paid works in your workflow today."
#### Phase 2: Past Behavior & Pain (10 mins) Goal: Uncover the true emotional and financial cost of late payments. * [Replace Sam's Q1] "Take me back to the last time an invoice went significantly past its due date. What happened?" * "How did you handle it? Walk me through the exact steps you took to chase them." * "How does chasing clients for money impact your relationship with them, or your peace of mind?" * Data check: 34% of our invoices are paid late (median 16 days). Ask: "Does that match your reality?"
#### Phase 3: Current Workarounds & Solution Testing (10 mins) Goal: See how they solve this now, then introduce Autochase. * "You’ve used our manual 'Send reminder' button recently. How is that working for you? What do you wish it did that it doesn't?" * The Reveal: "We’re exploring a feature called Autochase that automatically sends escalating reminders on a schedule you set until the invoice is paid. Based on what you've told me about your workflow, how would something like that fit into your business?" * [Replace Sam's Q4] "Some freelancers worry automated reminders might annoy their clients. How do you feel about that risk for your clients?"
#### Phase 4: Pricing & Wrap-up (5 mins) Goal: Test the $10/mo price point and wrap up. * [Replace Sam's Q2/Q3] "We're looking at pricing this as a $10-a-month add-on. When you think about the time it saves or the awkwardness it avoids, does $10/mo feel like a bargain, too expensive, or about right?" * "Before we wrap up, is there anything else about getting paid by clients that drives you crazy that we didn't touch on?" * Thank them warmly and end the call.
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5. Go / No-Go Criteria
After 8 calls, Mei, Tomas, and I will sync. We move forward to build Autochase next quarter only if: 1. At least 6 out of 8 interviewers describe late payments as a top-3 operational headache (not just a minor annoyance). 2. Users unprompted mention spending hours a month on this, or losing sleep over cash flow. 3. At least 5 out of 8 react to the $10/month price point as reasonable or cheap relative to the value.
We stop and pivot if: * Users say, "I actually like reviewing and sending reminders manually because I customize the tone per client." (This kills the automation thesis). * Users think $10/month is wildly overpriced for a reminder tool.
Claims the judge couldn’t find in the brief
- We are emailing the 300 Pro accounts that used the manual 'Send reminder' button most frequently last month and booking the first 8 who reply.
- These users already feel the pain.
- If they won't pay for automation, nobody will.
- When people say 'I would pay $10 for that,' they are often lying to be nice.
- Autochase automatically sends escalating reminders on a schedule the user sets until the invoice is paid.
- Autochase would save time and avoid awkwardness.
- Late payments cause cash-flow anxiety and operational friction for users.
- Running these calls is one of the highest-leverage things the team can do this quarter.
- The guide is battle-tested.
- Users may prefer control, such as hitting a manual button.
- At least 6 out of 8 interviewers will describe late payments as a top-3 operational headache if the feature is worth building.
- At least 5 out of 8 users will react to the $10/month price point as reasonable or cheap if the feature is worth building.
Grades and run details
Decision model 50 · LLM judge 4 of 13 checks
Decision model checks
- passUses the supplied evidence correctly14%
- passAddresses the actual decision60%
- failRespects explicit constraints80%
- passIdentifies material uncertainty28%
- partialAvoids unsupported claims35%
- partialProduces the required deliverable75%
- failTalks to the right people100%
- partialCoaches first-time interviewers61%
- partialDesigned to falsify44%
- partialAsks what people did, not what they think79%
- failDoesn't lead the witness56%
- partialMarks what to cut if the call runs over57%
Run
- Run
- #1
- Time to output
- 5 s
- Submitted
- 1 Oct 2026