Mom Test Interview Prep -- Top 5 Startup Opportunities¶

Core principle: People will lie to you out of politeness. Never ask for opinions about the future. Only ask about concrete past behavior, real spending, and specific incidents. If you hear a compliment, you failed. If you hear a war story, you succeeded.

Table of Contents¶

Privacy-First Edge Camera Analytics
AI RFP/Proposal Response Engine
AI CRE Deal Screening
AI Visual Inspection for Food/Pharma Manufacturing
AI Healthcare Voice Agent

1. Privacy-First Edge Camera Analytics¶

Interview Target Personas¶

Persona A: Facility/Security Manager at a Hospital (200+ beds) - Exact title: Director of Facilities, Director of Security Operations, Physical Security Manager - Company type: Regional hospital systems, academic medical centers, behavioral health facilities - Where to find: ASIS International chapters, IAHSS (International Association for Healthcare Security and Safety) conferences, LinkedIn groups for healthcare security professionals - What they actually care about: Not getting fired after an incident. Reducing liability exposure. Passing Joint Commission and CMS audits without drama. Keeping their security headcount from growing. - What they say they care about: "Patient safety," "state-of-the-art security," "HIPAA compliance"

Persona B: Compliance Officer / Privacy Officer at a Law Firm (50+ attorneys) - Exact title: Chief Compliance Officer, Director of Information Security, Office Administrator (at mid-size firms this role handles physical security) - Company type: AmLaw 200 firms, boutique litigation firms handling sensitive cases, firms doing government/defense work with ITAR/CUI requirements - Where to find: ILTA (International Legal Technology Association), ACC (Association of Corporate Counsel) events, LegalTech conferences, LinkedIn search for "law firm" + "security" or "compliance" - What they actually care about: Attorney-client privilege exposure. Not being the person who let a breach happen that ends up in the news. Keeping insurance premiums from spiking. - What they say they care about: "Best practices," "client trust," "comprehensive security posture"

Persona C: Director of Security / Compliance at a Cannabis Dispensary Chain (3+ locations) - Exact title: Director of Security, Compliance Manager, VP of Operations - Company type: Multi-state operators (MSOs), dispensary chains with 3-20 locations, cultivation/processing facilities - Where to find: MJBizCon, Cannabis Conference, NCIA (National Cannabis Industry Association) events, r/cannabisindustry, cannabis industry Slack groups, state cannabis trade associations - What they actually care about: Passing state regulatory audits (camera uptime requirements are strict and specific). Not losing their license. Reducing shrinkage/diversion. Insurance costs (cannabis insurance is brutally expensive). - What they say they care about: "Compliance," "safety," "community responsibility"

Mom Test Questions (15)¶

Current behavior and workflow:

"Walk me through what happens right now when your security team reviews camera footage. How many hours per week does someone spend watching or scrubbing through video?"
"Tell me about the last security incident where you needed to pull camera footage. How long did it take to find the relevant clip, and who was involved in that process?"
"What happened the last time you had a compliance audit that involved your camera system? What did the auditors actually look at, and where did you sweat?"
"How does your video footage currently get stored? Walk me through the infrastructure -- where does it live, who manages it, and what does that cost you annually?"
"Tell me about a time when footage you needed either was not there, was too degraded to use, or took too long to retrieve. What was the consequence?"

Pain and cost:

"What is your current annual spend on your camera/VMS system -- hardware, software licenses, storage, and the people who manage it? Just a rough ballpark."
"When was the last time you had to add security staff or extend monitoring hours? What triggered that decision, and what did it cost?"
"Have you ever had a situation where video footage being stored in the cloud or transmitted off-site created a legal, regulatory, or privacy problem? What happened?"
"Tell me about the last time your legal team or outside counsel raised concerns about your video surveillance practices. What specifically were they worried about?"

Decision-making and switching:

"When did you last evaluate or switch your camera/VMS system? What drove that, how long did the process take, and who had to sign off?"
"What is the procurement process for a new security technology at your organization? Who has budget authority, and what is the typical approval cycle?"
"Have you looked at any analytics or AI tools for your camera system in the past 12 months? Which ones, and what happened?"
"If your current VMS vendor came to you tomorrow and said 'we are moving all video processing to our cloud,' what would your reaction be internally? Has anything like that already happened?"

Quantifying the problem:

"How many cameras are you managing across all your sites right now, and how many of those feeds does anyone actually look at in a given day?"
"In the last year, how many incidents do you think went undetected or were detected late because nobody was watching the right feed at the right time? What did the worst one cost you?"

Red Flags to Watch For¶

"We are always looking for better security solutions" -- This is a politeness answer. Push: "What have you actually evaluated in the last 6 months?"
"Privacy is really important to us" -- Everyone says this. Push: "Tell me about a specific time privacy concerns changed a purchasing decision or killed a vendor."
"Our current system works fine" -- Could be true (no real pain) or could be denial. Push: "When was the last time it did not work fine? What happened?"
"That sounds really interesting" -- Classic compliment. Immediately pivot: "I appreciate that, but what I really need to understand is how you handle [specific workflow] today."
"We would definitely be interested in a pilot" -- Without specifics, this is worthless. Push: "Great -- who else would need to be in the room for that conversation, and when could we set that up?"

Commitment Escalation Ladder¶

Interview #	Ask For
1st call	"Who else on your team deals with this problem? Could you introduce me so I can understand the full picture?"
2nd call	"Could you walk me through your camera system in person / on a screen share? I want to see the actual workflow, not just hear about it."
3rd call	"Would you be willing to share your current VMS vendor contract (redacted) and a sample of your compliance audit checklist so I can understand what you are really being held to?"
4th call	"We are building a proof of concept. If I brought a box that could run on 4-8 of your cameras for 30 days, would you let us install it? What would you need to make that happen internally?"
5th call	"Based on what we have seen together, if this hit [specific metric they care about], what would you pay annually per camera? Would you sign a letter of intent at that number?"

Where to Find These People¶

LinkedIn Search Strings: - "director of security" AND ("hospital" OR "health system" OR "medical center") - "facility manager" AND ("law firm" OR "legal") - "compliance manager" AND "cannabis" AND ("dispensary" OR "MSO") - "physical security" AND ("HIPAA" OR "regulated") - "security operations" AND "healthcare"

Communities and Events: - ASIS International (asis.org) -- local chapters hold monthly meetings, attend as a guest - IAHSS (International Association for Healthcare Security and Safety) -- annual conference + regional events - ISC West (Las Vegas, annually) -- the big physical security trade show; walk the floor and talk to attendees, not exhibitors - ILTA (International Legal Technology Association) -- LegalSEC summit specifically - MJBizCon (Las Vegas) -- largest cannabis industry conference - NCIA events -- regional cannabis compliance workshops - Reddit: r/securityguards, r/physicalsecurity, r/cannabisindustry - LinkedIn groups: "Healthcare Security Professionals," "Cannabis Compliance Network"

Cold Outreach Template:

Subject: Quick question about your camera system audit process

Hi [Name],

I am researching how [hospitals / law firms / dispensaries] handle the tension between needing camera analytics and keeping video data on-premise for compliance. I have talked to a few [title]s who say the audit process around video storage is a nightmare, but I want to understand whether that is universal or just a few edge cases.

Would you have 20 minutes this week to tell me how your team handles it? Not selling anything -- I am in the research phase and trying to learn from people who actually deal with this.

Thanks, [Name]

2. AI RFP/Proposal Response Engine¶

Interview Target Personas¶

Persona A: Proposal Manager at a Government Contractor (50-500 employees) - Exact title: Proposal Manager, Director of Proposal Operations, Proposal Center Manager - Company type: Government contractors (defense, IT services, professional services) doing $10M-$500M in annual revenue. Look for companies on the GovWin or FPDS databases. - Where to find: APMP (Association of Proposal Management Professionals) chapters and conferences, LinkedIn groups for proposal professionals, GovCon networking events - What they actually care about: Win rate. Not missing deadlines (a late submission = disqualification = wasted weeks of work). Reducing the soul-crushing grind of proposal season. Retaining proposal staff (turnover is brutal). - What they say they care about: "Quality proposals," "strategic capture," "best value solutions"

Persona B: Sales Ops / BD Director at a Mid-Market B2B Company - Exact title: Director of Sales Operations, VP of Business Development, Head of Sales Enablement - Company type: B2B SaaS, professional services, IT staffing firms that respond to RFPs from enterprise customers or government agencies - Where to find: Revenue Collective (Pavilion), SalesOps Society Slack, LinkedIn search, sales enablement meetups - What they actually care about: Pipeline velocity. Not letting RFPs rot in a queue because nobody has time to respond. Understanding which RFPs to even bother with (bid/no-bid decisions). - What they say they care about: "Strategic growth," "customer relationships," "thought leadership in proposals"

Persona C: Small GovCon Owner/BD Lead (Under 50 employees) - Exact title: CEO, President, VP of Business Development, Capture Manager - Company type: Small business government contractors, especially 8(a), HUBZone, SDVOSB set-aside firms - Where to find: Local PTAC (Procurement Technical Assistance Center) events, SBA matchmaking events, GovCon meetups (especially DC/NoVA/MD area), LinkedIn: "small business government contractor" - What they actually care about: Not wasting the company's limited resources on RFPs they will not win. Finding enough opportunities to keep revenue growing. Not being completely dependent on one prime contractor. - What they say they care about: "Growing our business," "serving our government customers," "building past performance"

Mom Test Questions (15)¶

Current behavior and workflow:

"Walk me through the last RFP your team responded to, from the day it hit your desk to the day you submitted. How many people touched it, and how many hours went into it?"
"When you start a new proposal, where do you go to find content from past proposals? Show me -- what does that actually look like? Is it a shared drive, a tool, someone's memory?"
"Tell me about the last time you were scrambling to meet an RFP deadline. What went wrong, and what was the cost of that crunch -- in overtime, quality, or morale?"
"How do you currently make bid/no-bid decisions? What information do you look at, and how often do you end up regretting a bid or a no-bid?"
"What is your current win rate on RFPs? How do you track it, and what has the trend been over the past year?"

Pain and cost:

"How many RFPs did your team respond to last quarter? Of those, how many did you lose, and do you know why?"
"What is your fully loaded cost to respond to a single RFP? Include the staff time, any tools, and opportunity cost of what those people were not doing."
"Tell me about the last proposal you decided NOT to pursue. Why did you pass, and was there any regret afterward?"
"How many people on your team spend more than 50% of their time on proposal work? What do you pay them, and how hard are they to hire?"
"What tools or software do you currently use for proposal management? What do you pay for them annually, and what is the most frustrating thing about each one?"

Decision-making and switching:

"Have you tried using AI tools -- ChatGPT, Jasper, anything -- to help with proposals in the past year? What happened? What worked and what did not?"
"If someone on your team found a better way to do proposals, what would the process look like to get a new tool approved and purchased? Who signs off, and what is the budget threshold?"
"Tell me about the last software tool you adopted for your proposal or BD process. What made you switch, and how long did the transition take?"

Quantifying the problem:

"If you could respond to proposals twice as fast with the same quality, what would that actually change for your business? How many more RFPs would you chase, or would you just give people their weekends back?"
"What is the dollar value of the average contract you pursue through RFPs? So when you lose one, what is the revenue impact?"

Red Flags to Watch For¶

"We have been meaning to fix our proposal process" -- If they have been "meaning to" for years and have not, the pain is not acute enough. Push: "What has stopped you so far?"
"Our proposals are already pretty good" -- Could mean no pain. Push: "What is your win rate, and when was the last time you lost one you thought you should have won?"
"AI could never write proposals as well as our team" -- This is a belief, not data. Push: "Which parts of the proposal process take the most time but require the least judgment?"
"We looked at Loopio / RFPIO / Responsive" -- Great signal. Push: "What happened? Did you buy it? If not, why not? If yes, what is it not doing for you?"
"We would love a demo" -- Too easy. Push: "Before I show you anything, help me understand -- last month, how many hours did your team spend on proposal content that was basically rewritten from a previous submission?"

Commitment Escalation Ladder¶

Interview #	Ask For
1st call	"Who else on your team actually writes the proposals? Could I talk to them to understand the day-to-day grind?"
2nd call	"Could you share 2-3 past proposals (redacted if needed) so I can see the structure and content reuse patterns? I want to understand what is boilerplate vs. custom."
3rd call	"Would you forward me the next RFP you receive so I can try processing it and show you what the output looks like against your past content?"
4th call	"If I can generate a first draft that is 70% ready on your next real RFP, would your team use it and give me honest feedback on what is wrong with it?"
5th call	"Based on what we have built, I am thinking $299-$499/month. Would you sign up for a 3-month pilot at that price to use it on your next 5 RFPs? I can send the agreement today."

Where to Find These People¶

LinkedIn Search Strings: - "proposal manager" AND ("government" OR "federal" OR "govcon") - "director of proposals" OR "proposal operations" - "business development" AND "RFP" AND ("government contractor" OR "defense") - "sales operations" AND "RFP" AND "B2B" - "capture manager" AND ("8(a)" OR "small business" OR "SDVOSB")

Communities and Events: - APMP (Association of Proposal Management Professionals) -- the motherlode. Join your local chapter. Attend Bid & Proposal Con. - APMP LinkedIn group (very active) - GovCon community on LinkedIn and in the DC/NoVA/MD area - Slack: "Bids & Proposals" community, Revenue Collective / Pavilion - Reddit: r/govcontracting, r/sales - PTAC (Procurement Technical Assistance Centers) -- free government contracting workshops in every state - Local SBA events and government matchmaking days - SmallGovCon blog community

Cold Outreach Template:

Subject: How long did your last RFP take your team?

Hi [Name],

I have been talking to proposal managers at [similar company type] and the consistent theme is that 60-70% of proposal content is rewritten from past submissions, but finding and adapting that content takes almost as long as writing from scratch.

I am trying to figure out if that is a universal problem or just certain types of RFPs. Would you have 20 minutes to walk me through how your team handles content reuse? Just research -- not pitching anything.

Thanks, [Name]

3. AI CRE Deal Screening¶

Interview Target Personas¶

Persona A: Real Estate Syndicator / GP (5-20 deals evaluated per month) - Exact title: Managing Partner, Principal, GP, Founder - Company type: Multifamily syndicators, small real estate private equity firms, real estate investment groups doing value-add acquisitions - Where to find: BiggerPockets forums (commercial section), CRE Facebook groups, GoBundance, local REIA (Real Estate Investor Association) meetups, multifamily-specific conferences (Best Ever Conference, Multifamily Partners event) - What they actually care about: Not wasting time on bad deals. Raising capital faster by showing LPs they have a disciplined process. Finding the 1-2 deals worth pursuing out of 50 that cross their desk. Not looking stupid in front of investors by missing a red flag. - What they say they care about: "Finding great deals," "creating value for our investors," "data-driven decisions"

Persona B: Acquisition Analyst at a Small PE Fund or Family Office - Exact title: Acquisitions Analyst, Associate, Underwriting Analyst, VP of Acquisitions - Company type: Small CRE private equity funds ($50M-$500M AUM), family offices with real estate allocations, regional development firms - Where to find: LinkedIn search, CRE job boards (SelectLeaders, CREjobs), ULI (Urban Land Institute) Young Leaders groups, local NAIOP chapters - What they actually care about: Not spending 3 hours underwriting a deal that their boss kills in 5 minutes. Building a track record. Having a system that makes them look fast and thorough. Not missing something that blows up post-close. - What they say they care about: "Rigorous underwriting," "thorough due diligence," "conservative assumptions"

Persona C: Commercial Real Estate Broker Specializing in Investment Sales - Exact title: Senior Advisor, Managing Director, Investment Sales Broker - Company type: Marcus & Millichap, Cushman & Wakefield, regional boutique brokerages focused on investment sales ($5M-$50M deals) - Where to find: LoopNet/CoStar broker directories, CCIM (Certified Commercial Investment Member) network, SIOR, local CRE networking events, LinkedIn - What they actually care about: Speed to market. Helping buyers make faster decisions so deals close. Qualifying buyers who are serious vs. tire-kickers. Commission volume. - What they say they care about: "Client service," "market expertise," "finding the right fit"

Mom Test Questions (15)¶

Current behavior and workflow:

"Walk me through what happens when a new deal lands in your inbox. You get an OM and a rent roll -- what do you do in the first 30 minutes?"
"How many deals did you look at last month, and how many made it past your initial screen? What killed the ones you passed on?"
"Show me the spreadsheet or model you use for initial screening. Where did it come from -- did you build it, inherit it, or buy it? How long does it take to populate for a new deal?"
"Tell me about the last deal where you spent significant time underwriting it and then killed it. How many hours went into that, and when did you realize it was a no?"
"When you get a rent roll from a broker, what format is it usually in? How much time do you spend just getting the data into your model before you can even start analyzing?"

Pain and cost:

"Tell me about a deal where you missed a red flag during screening that you caught later -- or worse, caught after closing. What was it, and what did it cost?"
"How many hours per week does your team spend on initial deal screening versus deep underwriting on deals you are actually pursuing? What is the ratio?"
"What do you currently pay for data and tools -- CoStar, Reonomy, ARGUS, whatever you use? Total annual spend?"
"When you are raising capital for a deal, how do you present the initial analysis to your investors or partners? How long does it take to put together that initial package?"
"Tell me about a deal you passed on that you later wished you had pursued. What happened, and why did you miss it?"

Decision-making and switching:

"Have you tried using any software to speed up your deal screening? What have you tried, and what happened?"
"If someone handed you a tool that required you to change how you receive or process deal documents, how much friction would that create? What would have to be true for you to adopt it?"
"When was the last time you changed something about your underwriting or screening process? What drove that change?"

Quantifying the problem:

"If you could screen deals in 60 seconds instead of 2-3 hours, what would you actually do with that time? Would you look at more deals, or is deal flow not the bottleneck?"
"What is the cost of a missed deal to you? Not a bad deal you did -- a good deal you passed on or were too slow to pursue?"

Red Flags to Watch For¶

"I can screen a deal in 15 minutes already" -- If true, they do not have the pain you think they have. Validate: "Walk me through those 15 minutes right now." Often it is actually much longer.
"My analyst handles all of that" -- You may be talking to the wrong person. Ask to talk to the analyst.
"Every deal is different, you can not automate this" -- Partially true. Push: "I agree the judgment part can not be automated. But what about the data entry and initial formatting -- how much of the first-pass work is just getting numbers into a model?"
"We use Excel and it works fine" -- Probe deeper: "When was the last time you found an error in a rent roll that your model did not catch?"
Enthusiasm from someone who does 2 deals a year -- Low volume users will not pay for this. Politely qualify: "How many deals do you typically evaluate per month?"

Commitment Escalation Ladder¶

Interview #	Ask For
1st call	"Next time you get a deal package, would you forward it to me (redacted if needed) so I can see what you actually receive? I want to understand the raw inputs."
2nd call	"Could you share 3-5 recent deal packages -- OM, rent roll, T12 -- along with your initial screening notes? I want to see what your output looks like."
3rd call	"I processed that last deal you sent me and here is the output. Would you compare it against your own analysis and tell me what it got right and wrong?"
4th call	"For the next 3 deals that hit your desk, would you run them through our tool in parallel with your normal process and compare? It will take 5 minutes per deal."
5th call	"We are going to charge $199-$399/month for this. Would you commit to a 3-month paid pilot starting next month?"

Where to Find These People¶

LinkedIn Search Strings: - "acquisitions" AND ("multifamily" OR "commercial real estate" OR "CRE") AND ("analyst" OR "director" OR "VP") - "syndicator" OR "syndication" AND "multifamily" - "real estate" AND "private equity" AND ("associate" OR "analyst" OR "principal") - "investment sales" AND "commercial real estate" AND ("broker" OR "advisor")

Communities and Events: - BiggerPockets Forums -- Commercial Real Estate section (very active, people self-identify their deal volume) - Best Ever Conference (Joe Fairless) -- heavy syndicator attendance - ULI (Urban Land Institute) -- local chapters and Young Leaders groups - NAIOP -- commercial real estate development association - CCIM Institute -- Certified Commercial Investment Members, serious operators - GoBundance -- high-net-worth real estate investor mastermind - Reddit: r/commercialrealestate, r/realestateinvesting - Facebook groups: "Multifamily Investing," "Apartment Investing," "CRE Deal Flow" - Podcasts (great for identifying active syndicators to cold-message): Best Real Estate Investing Advice Ever, Old Capital Podcast, Multifamily Wealth Podcast

Cold Outreach Template:

Subject: How many deals did you pass on last month?

Hi [Name],

I saw your recent [deal / post / podcast appearance] on [topic]. I am researching how syndicators and acquisition teams handle the initial screening grind -- specifically the 30-50 deals per month that come in and the 2-3 that actually get underwritten.

I am hearing that just getting rent rolls and T12s into a model eats up a huge chunk of analyst time. Is that your experience, or have you figured out a better system? Would love 20 minutes to learn how your process works.

Not selling anything -- just trying to understand the workflow.

Thanks, [Name]

4. AI Visual Inspection for Food/Pharma Manufacturing¶

Interview Target Personas¶

Persona A: Quality Manager / QA Director at a Food Manufacturing Plant - Exact title: Quality Manager, Director of Quality Assurance, QA/QC Manager, Food Safety Manager - Company type: Mid-size food manufacturers (50-500 employees) -- bakeries, snack producers, meat processors, frozen food plants, beverage companies - Where to find: ASQ (American Society for Quality) Food Division, IAFP (International Association for Food Protection), local food manufacturing associations, LinkedIn, SQF/BRC practitioner communities - What they actually care about: Not having a recall. Passing audits (SQF, BRC, FDA). Reducing customer complaints that threaten major retail/foodservice contracts. Not being personally blamed when something goes wrong. Managing quality with limited headcount. - What they say they care about: "Food safety culture," "continuous improvement," "consumer trust"

Persona B: Plant Manager / VP of Operations at a Pharma/Nutraceutical Manufacturer - Exact title: Plant Manager, VP of Operations, Director of Manufacturing, Site Director - Company type: Contract pharmaceutical manufacturers (CDMOs), nutraceutical/supplement manufacturers, medical device assemblers, compounding pharmacies - Where to find: ISPE (International Society for Pharmaceutical Engineering), PDA (Parenteral Drug Association), LinkedIn, Pharma Manufacturing magazine events, local manufacturing associations - What they actually care about: OEE (Overall Equipment Effectiveness). Not shipping a bad batch (the cost of a pharma recall is existential). Keeping FDA 483 observations to zero. Reducing scrap without slowing the line. - What they say they care about: "cGMP compliance," "operational excellence," "patient safety"

Persona C: Continuous Improvement / Process Engineer - Exact title: Continuous Improvement Manager, Process Engineer, Industrial Engineer, Lean/Six Sigma Black Belt - Company type: Same as above -- the person inside the plant who is tasked with finding and fixing quality problems - Where to find: ASQ conferences, Lean/Six Sigma communities, AME (Association for Manufacturing Excellence) events, LinkedIn, SME (Society of Manufacturing Engineers) - What they actually care about: Having data to prove their improvement projects work. Justifying their own role. Finding root causes faster. Having political cover when they recommend changes. - What they say they care about: "Data-driven decisions," "lean principles," "standardized processes"

Mom Test Questions (15)¶

Current behavior and workflow:

"Walk me through how quality inspection works on your production line right now. At each inspection point, what are your people actually looking at, and how do they make pass/fail decisions?"
"Tell me about the last quality incident or customer complaint that made it past your inspection process. What was the defect, how did it get through, and what did the investigation look like?"
"How many inspectors do you have on the floor right now, and how many inspection points exist on each line? What is the ratio of inspected units to total units produced?"
"Show me a defect log or quality report from last week. What types of defects are you catching most often, and what percentage are caught by human inspectors vs. other methods?"
"Tell me about the last time you had an FDA inspection, SQF audit, or customer audit. What was the most stressful part related to your visual inspection process?"

Pain and cost:

"What did your last product recall or major quality escape cost you -- in dollars, lost customers, and management time? If you have not had one, what is the closest you have come?"
"What is your current scrap rate, and what does that cost you annually? How much of that scrap is from defects caught late in the process vs. at the source?"
"How much do you spend annually on quality labor -- inspectors, QA technicians, the people whose primary job is looking at product? Include overtime."
"What happens when an inspector calls in sick or quits? How does that affect your line, and how long does it take to train a replacement?"
"Have you ever had to slow down or stop a production line because of a quality issue that should have been caught by visual inspection earlier? Tell me about the last time."

Decision-making and switching:

"Have you evaluated any machine vision or AI inspection systems in the past 2 years? Which ones, what happened, and why did you buy or not buy?"
"What would need to be true for you to trust an automated system to make pass/fail decisions without a human double-checking? How far are you from that trust level?"
"When you buy new equipment or technology for the plant, walk me through the approval process. Who are the stakeholders, what is the budget cycle, and how long does it typically take?"
"Tell me about the last piece of technology you brought onto the plant floor. What worked about the implementation and what was harder than expected?"

Quantifying the problem:

"If I followed a single product unit through your inspection process from start to finish, how many times would it be visually inspected, by how many different people, and how long would each inspection take?"

Red Flags to Watch For¶

"We have looked at machine vision before and it did not work" -- Critical to understand why. Was it a technology failure, integration failure, or organizational failure? Push: "Walk me through exactly what happened. What system was it, what went wrong, and at what stage did it fail?"
"Our inspectors are really good" -- They may be, but push: "What is your false negative rate? How do you measure it?"
"We are not ready for AI yet" -- Could mean real infrastructure gaps or could mean fear of change. Push: "What would 'ready' look like? What is the gap between where you are and there?"
"Our parent company / corporate makes those decisions" -- You are talking to the wrong person. Ask: "Who at corporate handles technology decisions for quality? Could you introduce me?"
"We would need this to be validated/qualified" -- In pharma, this is a real concern, not a brush-off. Ask: "Walk me through your IQ/OQ/PQ process. How long did validation take for your last new piece of equipment?"

Commitment Escalation Ladder¶

Interview #	Ask For
1st call	"Could I visit your plant and shadow your inspectors for a half day? I want to see the inspection points and understand the actual environment -- lighting, speed, defect types."
2nd call	"Could you share defect data from the last 3 months -- types, frequencies, where in the process they are caught? Also sample images of common defects if you have them."
3rd call	"Can I set up a camera at one inspection point for a week, just to collect images? No decisions, no automation -- just data collection to see if the defects are machine-detectable."
4th call	"We processed the images and here is what the model can detect at [X%] accuracy. Would you run a 30-day side-by-side comparison -- AI plus your human inspector at the same station?"
5th call	"Based on the pilot results, we think this saves you [specific dollar amount] per line per year. Would you sign a 6-month contract for [1-2 lines] at $X/month per inspection point?"

Where to Find These People¶

LinkedIn Search Strings: - "quality manager" AND ("food" OR "bakery" OR "snack" OR "meat" OR "dairy" OR "beverage") AND "manufacturing" - "plant manager" AND ("pharmaceutical" OR "nutraceutical" OR "supplement" OR "CDMO") - "continuous improvement" AND "manufacturing" AND ("food" OR "pharma" OR "packaging") - "QA manager" AND ("cGMP" OR "SQF" OR "BRC" OR "FDA")

Communities and Events: - ASQ (American Society for Quality) -- local sections meet monthly, very accessible. Food, Drug, and Cosmetic Division specifically. - IAFP (International Association for Food Protection) -- annual conference - ISPE (International Society for Pharmaceutical Engineering) -- chapters and conferences - Pack Expo -- packaging industry show, strong food/pharma presence - PROCESS EXPO -- food equipment and technology - AME (Association for Manufacturing Excellence) -- plant tours and conferences - Automate Show -- automation/vision trade show - Reddit: r/manufacturing, r/foodscience, r/qualitymanagement - Quality Digest online community - Food Safety Magazine community / Food Safety Summit - LinkedIn groups: "Food Manufacturing Professionals," "Pharmaceutical Manufacturing," "Machine Vision & Imaging"

Cold Outreach Template:

Subject: Quick question about visual inspection on your line

Hi [Name],

I am researching how food/pharma manufacturers handle visual inspection on high-speed lines, specifically the tension between inspection accuracy and line speed. A few quality managers I have talked to say their biggest headache is inspector fatigue on the second half of a shift -- defect escape rates roughly double.

Is that something your team deals with? I would love 20 minutes to understand how your inspection process works and where the pain points are. Just research -- not selling anything.

Thanks, [Name]

5. AI Healthcare Voice Agent¶

Interview Target Personas¶

Persona A: Office Manager at an Independent Medical Practice (1-5 providers) - Exact title: Office Manager, Practice Manager, Practice Administrator - Company type: Independent primary care, orthopedics, cardiology, general surgery, OB/GYN practices. Specifically practices with 1-5 providers that are NOT owned by a hospital system. - Where to find: MGMA (Medical Group Management Association) local chapters, state medical society events, PAHCOM (Professional Association of Health Care Office Management), LinkedIn, local provider directories (healthgrades, Zocdoc) - What they actually care about: Not drowning. Keeping the phones from ringing off the hook. Staff retention (front desk and billing staff turnover is horrendous). Collections -- getting paid for the work the doctors do. Not getting screamed at by patients who waited on hold too long. - What they say they care about: "Patient experience," "practice efficiency," "revenue cycle optimization"

Persona B: Billing Manager / Revenue Cycle Lead - Exact title: Billing Manager, Revenue Cycle Manager, Billing Supervisor, AR Specialist - Company type: Same as above, plus small medical billing companies that serve independent practices - Where to find: AAHAM (American Association of Healthcare Administrative Management), HBMA (Healthcare Billing and Management Association), medical billing forums, LinkedIn - What they actually care about: Getting claims paid. Reducing days in A/R. Not spending 45 minutes on hold with Aetna to get a prior auth. Having enough staff to work denials. Not losing sleep over aging A/R. - What they say they care about: "Clean claims," "denial management," "revenue integrity"

Persona C: Practice Owner / Physician Owner - Exact title: Managing Partner (physician), Practice Owner, Medical Director (in small practices, this person makes financial decisions) - Company type: Physician-owned independent practices facing margin pressure from payer reimbursement cuts and rising labor costs - Where to find: State medical association events, AMA practice management forums, physician entrepreneur communities, Doximity, local medical societies, LinkedIn - What they actually care about: Take-home pay. Not having to manage staff problems. Not losing the practice to a hospital acquisition. Seeing patients, not dealing with insurance. - What they say they care about: "Patient care," "practice independence," "quality medicine"

Mom Test Questions (15)¶

Current behavior and workflow:

"Walk me through what happens when a patient needs a prior authorization. From the moment the doctor orders the procedure to the moment the auth comes back -- every step, every person involved, every phone call."
"Tell me about yesterday -- or the most recent day you can remember -- how many phone calls did your staff make to insurance companies? How long were they on hold, on average, per call?"
"How do you currently verify patient eligibility before an appointment? Walk me through the exact process, who does it, and how often do you find out at the visit that coverage is wrong?"
"When a claim gets denied, what happens next? Who works it, how do they decide which denials to pursue, and how many just never get reworked because there is not enough time?"
"Tell me about the last time a prior auth delay caused a patient to reschedule or cancel a procedure. How often does that happen, and what does it cost the practice?"

Pain and cost:

"How many FTEs do you have dedicated to insurance phone calls -- prior auths, eligibility checks, claims follow-up? What are you paying them fully loaded, including benefits and turnover costs?"
"What is your current average days in accounts receivable? What percentage of your A/R is over 90 days, and how much of that is from claims that just need a phone call to resolve?"
"Tell me about the last person you lost from your billing or front desk team. How long did it take to replace them, what did it cost to train the replacement, and what fell through the cracks in the meantime?"
"How much revenue do you estimate you lose annually from prior auth denials, eligibility errors, or claims that just age out because no one has time to follow up?"
"What is the longest your staff has been on hold with an insurance company in the past month? I have heard stories of 2+ hours -- is that your experience?"

Decision-making and switching:

"Have you outsourced any part of your billing or prior auth process? To whom, what does it cost, and how is it working?"
"Have you tried any technology or automation for prior auth or eligibility -- portals, clearinghouses, any software? What happened?"
"If something could handle 80% of your insurance phone calls, what would your staff do with that time? Is the bottleneck truly phone calls, or is it something upstream?"
"Who makes purchasing decisions for your practice management and billing tools? What is the process, and what is the budget range you typically work with for a new tool?"

Quantifying the problem:

"If I sat behind your billing team for a full day and timed every insurance phone call, what would I see? How many calls, how long each, and what percentage achieve the intended result on the first try?"

Red Flags to Watch For¶

"We already have a billing company that handles that" -- Qualify whether the billing company does the phone calls or just the claims submission. Often they do not do prior auths. Push: "Does your billing company make the prior auth calls, or does your staff still do those?"
"Our EHR has a prior auth module" -- These exist but are notoriously incomplete. Push: "How well does it actually work? What percentage of your prior auths can you do through the portal vs. phone?"
"We only do 10 prior auths a month" -- Low volume means low pain. Qualify the practice type. Orthopedics, cardiology, and imaging centers do far more.
"That sounds amazing, I need that yesterday" -- Classic over-enthusiasm. Ground it: "Let me make sure I understand the problem first. Can you walk me through what happened with the last prior auth that went sideways?"
"HIPAA would never allow that" -- May be a real concern or may be a reflexive objection. Push: "What specifically about HIPAA concerns you? Let me understand your compliance review process for new vendors."

Commitment Escalation Ladder¶

Interview #	Ask For
1st call	"Could I talk to your billing person or front desk person who actually makes these calls? I want to hear what the calls are actually like."
2nd call	"Would your team be willing to log their insurance calls for one week -- just a simple spreadsheet: payer, reason, hold time, outcome? I want to quantify the problem with real data."
3rd call	"Could I listen in on (or get a recording of) 3-5 actual insurance calls? I need to hear the IVR menus, hold patterns, and the actual conversations to understand what the AI would need to handle."
4th call	"I built a prototype that can navigate [Aetna's/UnitedHealthcare's] IVR and handle eligibility verification. Would you let me run it on 10 real cases and compare the results to what your team gets?"
5th call	"The prototype handled those 10 cases in [X minutes] vs. [Y hours] for your team, with [Z%] accuracy. Would you sign up for a 60-day pilot at $500/month to handle all your eligibility calls for [payer name]?"

Where to Find These People¶

LinkedIn Search Strings: - "office manager" AND ("medical practice" OR "physician" OR "dental") AND NOT "hospital" - "practice manager" AND ("orthopedic" OR "cardiology" OR "primary care" OR "dental") - "billing manager" AND ("medical" OR "healthcare") AND ("practice" OR "clinic") - "practice owner" AND ("MD" OR "DDS" OR "DO") AND "independent"

Communities and Events: - MGMA (Medical Group Management Association) -- the definitive organization. Local chapters meet regularly. Annual conference is a goldmine. - PAHCOM (Professional Association of Health Care Office Management) -- specifically for small practice managers - AAHAM (American Association of Healthcare Administrative Management) -- billing and revenue cycle professionals - HBMA (Healthcare Billing and Management Association) -- for billing companies - State medical society practice management sections - ADA (American Dental Association) practice management track -- if targeting dental - Reddit: r/medicalbilling, r/healthcareworkers, r/medicine (practice management threads) - Facebook groups: "Medical Office Managers," "Medical Billing and Coding," "Independent Medical Practice Owners" - Doximity -- physician networking (harder to cold-message, but physicians post about practice management frustrations) - HIMSS (Health Information and Management Systems Society) -- more for larger organizations but good for networking into small practices through vendor contacts

Cold Outreach Template:

Subject: How much time does your team spend on hold with insurance?

Hi [Name],

I have been talking to office managers at independent [specialty] practices, and the consistent theme is that prior auth and eligibility calls eat 15-20 hours per week of staff time -- and half of that is just sitting on hold.

I am trying to understand whether that matches your experience or if you have found a way to reduce it. Would you have 20 minutes this week to walk me through how your team handles insurance calls? Just trying to learn -- not selling anything.

Thanks, [Name]

General Interview Best Practices (All Opportunities)¶

Before the Interview¶

Research the person and company for 10 minutes before each call. Know their role, company size, and any public information about their tech stack or challenges.
Set the frame early: "I am researching [problem space], not selling anything. I want to learn from people who actually deal with this every day. The most helpful thing you can do is tell me where I am wrong."
Record everything (with permission). You will forget the important details.
Prepare to shut up. The best interviews are 90% listening. If you are talking more than 20% of the time, you are doing it wrong.

During the Interview¶

Follow the energy. When someone gets animated or emotional about a topic, go deeper there. Abandon your script if needed.
Ask for specifics. "Tell me more about that" is your best friend. Vague answers are worthless.
When someone says "we," ask "who specifically?" Get names, titles, and roles.
When someone gives a number, validate it. "You said you spend 20 hours a week on this -- help me understand what those 20 hours look like. Walk me through a typical day."
Never pitch during a discovery interview. If they ask what you are building, give a one-sentence answer and redirect: "I can tell you more about that later, but right now the most valuable thing for me is understanding your process."

After the Interview¶

Write up notes within 1 hour. Focus on: specific facts/numbers they shared, emotional moments (frustration, resignation, excitement), exact quotes, and any commitments made.
Score each interview: Did you learn something that surprised you? If not, your questions are not good enough.
Pattern match across interviews. After 5 interviews in a segment, you should see clear patterns. If every conversation sounds different, the problem may not be universal enough.
Follow up within 24 hours with a thank-you and your commitment ask. Do not let momentum die.

Kill Signals -- When to Abandon an Opportunity¶

After 10 interviews, nobody can describe the problem costing them real money
Everyone says "that is a nice-to-have" but nobody has budget or urgency
The people with the problem do not have purchasing authority, and the people with authority do not feel the problem
Everyone has built a "good enough" workaround and shows no interest in changing
The sales cycle is longer than 6 months for a deal under $10K/year
You cannot find the buyers -- if you cannot find 10 people to interview, you cannot find 100 people to sell to