“ai use cases” — answered here“ai product ideas” — answered here“ai workflows in construction” — answered here“restaurant pain points” — answered here“ai in hospitality” — answered here“what should i build with ai” — answered here“ai in health and wellness” — answered here“m&a ai use cases” — answered here“ai use cases” — answered here“ai product ideas” — answered here“ai workflows in construction” — answered here“restaurant pain points” — answered here“ai in hospitality” — answered here“what should i build with ai” — answered here“ai in health and wellness” — answered here“m&a ai use cases” — answered here
ARTIFICIALREALITY
Work with Galina

Cross-industry hub

The same problem, different industries.

AI product requests raised by operators in two or more unrelated industries. These are markets, not anecdotes — each sourced to the interviews that surfaced it.

Who named what, and in which industry

OpportunityOperators who named it
Client Memory and Preference Intelligence CRM
  • Jennifer Kerum · Owner, Anchor Croatia and Luxury Yacht Rentals · Yacht CharterWants deep client profiles that remember locations sailed, wines poured, and family details across charters.
  • Sofiane Ghorbel · CEO, AL Hospitality Group · HospitalityWants preference profiles the client owns and controls, so personalization never costs them privacy.
  • Chrissy McDannell · Owner, The Magnolia Firm · M&A AdvisoryWants her whole network tracked and enriched automatically instead of manual LinkedIn and iMessage exports into a spreadsheet.
  • Sam Polstein · Director, HAUS · Public RelationsWants journalist and client context remembered and the most relevant news flagged, instead of hand-built media lists.
  • Dr. Nikki Siso · Founder & Holistic Health Practitioner, Conscious Kitchen · Health and WellnessWants each client's history and daily check-in scores surfaced so she is prompted exactly when someone goes off track.
  • Chris Madden · Founder, Good Future Media and Cliptastic · CreativeWants one AI brain that holds all of his company's context instead of a master file he rewrites when the memory drifts.
  • Sara Rojas & Luisa Ramirez · Co-owner, Charcuterie by Bohemian Picnics · Retail & EventsWants the AI to keep straight which of her two businesses she's asking about, instead of losing that context over time.
Natural, Low-Latency Voice Intake Agent
  • Chrissy McDannell · Owner, The Magnolia Firm · M&A AdvisoryWants a phone agent with no awkward pauses and instant escalation to a human before she lets it answer client calls.
  • Dr. Nikki Siso · Holistic health practitioner, Conscious Kitchen · Health and WellnessWants real-time dialogue in her own voice; the current five-to-eight-second delay is too jerky to use with clients.
  • Sofiane Ghorbel · CEO, AL Hospitality Group · HospitalityWants the inquiry step captured with guest history and taste already attached, so the first conversation is informed.
  • Jennifer Kerum · Owner, Anchor Croatia and Luxury Yacht Rentals · Yacht CharterWants the long back-and-forth of an initial charter inquiry captured and structured instead of re-taught by hand.
Verification and Trust Layer for AI Output
  • Sam Polstein · Director, HAUS · Public RelationsWants NDA-bound client information kept out of model training and the public domain.
  • Dr. Nikki Siso · Owner, Conscious Kitchen · RestaurantsWants verified, step-by-step guidance instead of confident wrong answers that cost her $30,000.
  • Sofiane Ghorbel · CEO, AL Hospitality Group · HospitalitySells trust, not rooms — wants AI output checked before it reaches a guest and damages the relationship.
  • Chrissy McDannell · Owner, The Magnolia Firm · M&A AdvisoryWants valuation math verified before it reaches a client, after AI produced a five-million valuation on $125,000 of net profit.
One Pipeline Instead of Copy-Paste Between AI Tools
  • Chris Madden · Founder, Good Future Media and Cliptastic · CreativeWants his scriptwriting models and his voice tool in one flow instead of copy-pasting between three apps.
  • Sara Rojas & Luisa Ramirez · Co-owner, Charcuterie by Bohemian Picnics · Retail & EventsWants proposal text and design assembled in one place instead of two to three days of hand-building in Canva.
  • Annija Eizenarma · Founder, investor, and legacy industry adviser, AE Bridges · ConstructionWants one platform where the data actually speaks together so decisions aren't guesswork.

Horizontal AI opportunities, ranked by corroboration

CORROBORATED · 7 operators01

Client Memory and Preference Intelligence CRM

A memory layer that keeps every detail an operator learns about a person — trips taken, wines poured, people met, which journalist covers what — and resurfaces it automatically, instead of living in spreadsheets, manual exports, hand-built media lists and someone's head.

"“I really want to integrate AI into creating really informative like client profiles for everybody.”"
Jennifer Kerum · How a Luxury Yacht Company Is Using AI Without Losing the Personal Touch
"the future belongs to systems that allow personalization, privacy and client ownership data."
Sofiane Ghorbel · Why AI Keeps Failing in Luxury Hospitality (And the $Billion Opportunity Behind the Scenes)
"I want to put everybody on a spreadsheet and track them because I want to put a lot of effort into like keeping those friendships, like going through that list and being like, I should like invite them to brunch or these events."
Chrissy McDannell · How She Cut Her Payroll by 83% Using This One AI Agent
"if I had a tool that was really powerful with really recent information and could also connect that to the context of my clients and flag the most relevant pieces for me, even if it's not in the newsletters that I read or the outlets that are my go-tos, that would be very helpful."
Sam Polstein · He Runs PR for Deep Tech Startups. If Your Agency Isn't Using AI, They're Robbing You.
"Can just see whether or not where you're off track and check in when I can see that... if they check a score of like feeling really tired today, I know okay, they're going through their detox symptoms have started and I can check in on them... all of that can be automated that I get the prompt when they need me."
Dr. Nikki Siso · How a Non-Tech Founder Built a 15-Agent AI Health & Wellness Business on Claude
"the context, going back to just giving AI all of your context, all of your information and having that in one place for your businesses so that there's like an AI brain of your business."
Chris Madden · The Man Behind All In's Viral Clips Says AI Will Never Replace His Editors
"It's now kind of tailored into what I look at and it really embodies like when I need charcuterie information and when I need bohemian information. So it kind of replies in its way."
Sara Rojas · The Secret AI Strategy This Small NYC Business Uses to Save Thousands

Named by 7 operators

  • Jennifer Kerum · Owner, Anchor Croatia and Luxury Yacht Rentals · Yacht Charter
  • Sofiane Ghorbel · CEO, AL Hospitality Group · Hospitality
  • Chrissy McDannell · Owner, The Magnolia Firm · M&A Advisory
  • Sam Polstein · Director, HAUS · Public Relations
  • Dr. Nikki Siso · Founder & Holistic Health Practitioner, Conscious Kitchen · Health and Wellness
  • Chris Madden · Founder, Good Future Media and Cliptastic · Creative
  • Sara Rojas & Luisa Ramirez · Co-owner, Charcuterie by Bohemian Picnics · Retail & Events
Persona
Yacht charter broker (Jennifer Kerum) building client profiles, luxury hospitality CEO (Sofiane Ghorbel) who wants clients to own their preference data, M&A advisor (Chrissy McDannell) tracking her network in spreadsheets, PR director (Sam Polstein) who wants journalist and client context remembered for him, holistic health coach (Dr. Nikki Siso) who wants each client's history and daily signals surfaced, video agency founder (Chris Madden) who wants an AI brain that holds his whole business context, and a retail co-owner (Sara Rojas) whose assistant has to keep two businesses straight.
Yacht Charter · cross-industryOpen spec →
CORROBORATED · 4 operators02

Natural, Low-Latency Voice Intake Agent

A voice agent that runs the first structured conversation with a client — intake, qualification, guided assessment — without the robotic latency operators say kills trust today.

"The latency though still is not is the and I'm gonna play it for you guys. So the latency is versus awkward long pauses. Like those are annoying."
Chrissy McDannell · How She Cut Her Payroll by 83% Using This One AI Agent
"I would love if AI could actually use my voice in real time to have a dialogue with someone."
Dr. Nikki Siso · How a Non-Tech Founder Built a 15-Agent AI Health & Wellness Business on Claude
"when someone ⁓ inquire or requests a trip for example, it would be great to have already all the preferences and the the the guest ⁓ history of this client, his taste"
Sofiane Ghorbel · Why AI Keeps Failing in Luxury Hospitality (And the $Billion Opportunity Behind the Scenes)
"So it's bit it's it's a lot of back and forth, you know, that initial transaction. You know, someone goes, I need a jacuzzi, I need five staff, I need everything, I want to be below deck, I need this and this and this, and I'm like, Okay, great, two hundred and fifty thousand."
Jennifer Kerum · How a Luxury Yacht Company Is Using AI Without Losing the Personal Touch

Named by 4 operators

  • Chrissy McDannell · Owner, The Magnolia Firm · M&A Advisory
  • Dr. Nikki Siso · Holistic health practitioner, Conscious Kitchen · Health and Wellness
  • Sofiane Ghorbel · CEO, AL Hospitality Group · Hospitality
  • Jennifer Kerum · Owner, Anchor Croatia and Luxury Yacht Rentals · Yacht Charter
Persona
M&A advisory firm owner (Chrissy McDannell) qualifying buyers and sellers, holistic health practitioner (Dr. Nikki Siso) running client intake, luxury hospitality CEO (Sofiane Ghorbel) capturing trip inquiries, and yacht charter broker (Jennifer Kerum) handling the first back-and-forth with charter clients.
M&A Advisory · cross-industryOpen spec →
CORROBORATED · 4 operators03

Verification and Trust Layer for AI Output

A layer that checks AI output against authoritative sources and enterprise privacy rules before anyone acts on it — after operators in PR, hospitality, M&A and restaurants each described confident, wrong AI answers costing them money, credibility or a client relationship.

"we sign NDAs with our clients and we've got information that we don't want to be used to train models and don't want to be in the public domain because it's incredibly important."
Sam Polstein · He Runs PR for Deep Tech Startups. If Your Agency Isn't Using AI, They're Robbing You.
"AI was missing the step-by-step guidance that I really needed."
Dr. Nikki Siso · I Trusted AI To Build My Restaurant, It Cost Me $30,000
"in luxury hospitality we don't sell rooms. We don't sell cruisers, we don't sell flights, we sell trust."
Sofiane Ghorbel · Why AI Keeps Failing in Luxury Hospitality (And the $Billion Opportunity Behind the Scenes)
"It's happened more than once. five million valuation on 125,000 net profit. I reached out"
Chrissy McDannell · How She Cut Her Payroll by 83% Using This One AI Agent

Named by 4 operators

  • Sam Polstein · Director, HAUS · Public Relations
  • Dr. Nikki Siso · Owner, Conscious Kitchen · Restaurants
  • Sofiane Ghorbel · CEO, AL Hospitality Group · Hospitality
  • Chrissy McDannell · Owner, The Magnolia Firm · M&A Advisory
Persona
PR director (Sam Polstein) protecting NDA and defense-tech material, luxury hospitality CEO (Sofiane Ghorbel) for whom one wrong AI recommendation is relational damage, M&A advisor (Chrissy McDannell) cleaning up wildly wrong AI valuations, and restaurant owner (Dr. Nikki Siso) who paid for confidently wrong permitting advice.
Public Relations · cross-industryOpen spec →
CORROBORATED · 3 operators04

One Pipeline Instead of Copy-Paste Between AI Tools

Operators generate the words in one AI tool, then hand-move everything into a second tool to get a finished deliverable — a proposal, a flyer, a narrated video. They want the text model, the design surface and the delivery step in one flow.

"It's ChatGPT plus Claude plus 11 Labs that is able to deliver the system... maybe putting the two LLMs plus 11 Labs in one cohesive solution would just be so much easier than you copy and pasting between the three."
Chris Madden · The Man Behind All In's Viral Clips Says AI Will Never Replace His Editors
"I would have to go through all these different rental places, look for the sofa, look for the flower arrangements, jump into Canva, start moving everything... ChatGPT does help me with streamlining what I should write in the proposal, but it doesn't really put things together. So I wish there was something that can take all the ideas and put it in a proposal."
Sara Rojas · The Secret AI Strategy This Small NYC Business Uses to Save Thousands
"I hope that they can upgrade their system with some sort of combination or collaboration with Canva... I hope that one day they can just combine everything to make it easier so that you don't have to go from Sintra to Canva. It will just be in one place."
Luisa Ramirez · The Secret AI Strategy This Small NYC Business Uses to Save Thousands
"they can't make data driven decisions because there's no united platform where all of the data speaks together"
Annija Eizenarma · They Do $20M a Year on Sticky Notes. Why Your AI Still Can't Close Them.

Named by 3 operators

  • Chris Madden · Founder, Good Future Media and Cliptastic · Creative
  • Sara Rojas & Luisa Ramirez · Co-owner, Charcuterie by Bohemian Picnics · Retail & Events
  • Annija Eizenarma · Founder, investor, and legacy industry adviser, AE Bridges · Construction
Persona
Video agency founder (Chris Madden) stitching two language models and a voice tool by hand, event and retail co-owners (Sara Rojas, Luisa Ramirez) rebuilding AI-written proposals and flyers in Canva, and a construction adviser (Annija Eizenarma) whose data never speaks together in one platform.
Creative · cross-industryOpen spec →

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I'm Galina Fendikevich. I host the Artificial Reality podcast and work with a small number of teams on distribution, positioning, and warm introductions to the operators I interview. Tell me which opportunity you're solving.

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