About Margin For Error: The Story of Entrepreneurs, Investors and Platform Builders
The playbook for building a business doesn't exist.
Margin for Error is where entrepreneurs, investors, and operators share what they've figured out along the way. Hosted by HelloAdvisr CEO, Ed Lee, each episode is a deep conversation with the people behind real companies, covering fundraising, growth strategy, product development, AI, pricing, PR, and the hard decisions that don't come with a manual. Whether you're raising your first round or scaling past product-market fit, this podcast gives you the insight and honesty you won't find in a pitch deck.
Stay in the loop: www.helloadvisr.com
E24 | Sameer Jagetia on Why Your Financial Model Should Run Your Business
Most founders build financial models for someone else.
An investor asks for projections. A lender wants numbers. The board needs a forecast. The spreadsheet gets built, the assumptions get polished, and once the meeting is over, the model quietly disappears.
Sameer Jagetia thinks that gets financial modeling backwards.
After starting his career analyzing companies in investment banking and hedge funds, Sameer moved to the other side of the table, founding Redbooks and Robuzz and advising early-stage companies. That experience changed how he thinks about what the numbers are actually for.
A financial model shouldn't just explain your business to investors. It should help you run it.
In this episode of Margin for Error, Sameer and I unpack what he looks for first when reviewing a startup's numbers, the assumptions founders routinely overlook, and why financial discipline becomes more important, not less, as a company grows.
We also get into a surprisingly common go-to-market mistake: selling by demo. Sameer explains why showing everything your product can do isn't the same as giving a customer a reason to buy, and what founders should focus on instead.
And we talk about AI. As building models, analyzing data, and generating forecasts become dramatically easier, the scarce skill shifts from producing the analysis to knowing what questions to ask, what assumptions to challenge, and what decisions to make.
If your financial model only comes out when an investor asks for it, this conversation may change what you think the model is actually for.
📖 Get The Last Mile of Trust, Ed Lee's bestselling guide to building pricing systems that turn value into sustainable growth: https://geni.us/TheLastMileofTrust (https://geni.us/TheLastMileofTrust)
28 Aug 2026
E23 | Clay Ostrom of Map and Fire: Why the Best Brand Strategy Starts With Customer Research
Most founders think they understand their customers. Clay Ostrom has spent more than a decade discovering how often they don't.
Clay is the founder of Map and Fire, a market research and brand strategy agency that takes a data-first approach to positioning. Instead of starting with creative ideas, features, or messaging, Clay starts by listening to the people who actually make the buying decision.
In this episode of Margin for Error, Clay explains why some of the most expensive mistakes in brand strategy begin with assumptions that nobody bothered to test.
He shares the story of a medical aesthetics company whose founders believed they understood what customers valued. Research revealed something very different. The expertise they had been downplaying was actually one of the strongest reasons customers could trust them.
That discovery changed the company's positioning.
Clay also shares his three-circle framework for positioning around customer, competition, and offering, why the offering comes last rather than first, and how founders can recognize when their positioning is no longer working.
We also explore what AI means for the future of brands. As technology makes content, features, and professional-looking execution easier to produce, Clay believes authentic human perspective becomes more valuable. The things competitors can't easily replicate are your experience, point of view, taste, and the relationship you build with customers.
In this episode:
Why customer assumptions are one of the biggest risks in brand strategy
The three circles of effective positioning: customer, competition, and offering
How customer research can reveal competitive advantages hiding in plain sight
The cost of getting positioning wrong early
How to recognize when your brand strategy or messaging is broken
Why AI may actually make strong brands more important
If your growth has plateaued, your messaging isn't landing, or the wrong customers keep showing up, the problem may not be your product.
It may be what you think you know about the people buying it.
31 Jul 2026
EP 22 | Your Competitors Launched a Sale While You Were Sleeping. This AI Caught It. | Jeff Neil, ShopVision
Most e-commerce brands are making decisions a week too late. By the time a data analyst surfaces the insight, the competitor has already moved. Jeff Neil, co-founder and CTO of ShopVision AI, built a platform to fix that — and the customer stories that came back were bigger than he expected.
In this episode of Margin for Error, Jeff breaks down how ShopVision AI became the competitive intelligence engine for brands like Arc'teryx and Herschel, what it took to build a proprietary dataset of over 2 billion e-commerce data points, and why most AI startups are building themselves straight into obsolescence. Drawing from years on the brand side at companies like the Honest Company, Jeff explains the difference between having data and actually knowing what it means — and why that gap is where e-commerce brands are losing the most ground.
Here's what's covered:
How a 500-person e-commerce company still couldn't keep up and why that became the thesis for ShopVision
The real stories behind customers who changed their entire strategy after two weeks on the platform
What "question everything" actually looks like when you throw out the startup rulebook
If you're building with AI or selling to brands that compete online, this one is worth your full attention.
📖 Get the Bestseller Book "The Last Mile of Trust" by CEO, Ed Lee: https://geni.us/TheLastMileofTrust (https://geni.us/TheLastMileofTrust)
Who has been a guest on Margin For Error: The Story of Entrepreneurs, Investors and Platform Builders
Names identified in recent episode analyses. Showing up to five guests.
Kayon Moshiri
David Tswamuno
Lawrence Kao
Olivia O’Sullivan
Min-Yi Shih
Reach and audience
Public platform figures. Ratings count people who left a rating, not total listeners.
Apple Podcasts (US)
5.0 / 5
1 ratings
Podcast Authority Score: 12 / 100
A composite of feed quality, social presence, YouTube performance and engagement. Read the methodology.
Quality
24
Social presence
0
YouTube
0
Engagement
0
Host of Margin For Error: The Story of Entrepreneurs, Investors and Platform Builders?
Claim your podcast to manage its listing and keep your show details accurate.
Pod Engine is an independent podcast discovery and analytics service and is not affiliated with or endorsed by this podcast. Artwork and show content belong to their owners. Full legal notice.
Explore this show Podcast research with Pod Engine
