3 strangers showed us how they made $8M, $10M, & $40M/year
3 strangers showed us how they made $8M, $10M, & $40M/year
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Note: AI-generated summary based on third-party content. Not financial advice. Read more.
Quick Insights

Investors seeking high-velocity software opportunities should monitor Daydream, an emerging leader in vertical AI automation that is pacing to surpass $10 million in ARR by year-end by capturing a 2.5% to 3.5% fee on dental practice insurance collections. In the consumer sector, Midday Squares offers significant exposure to the booming refrigerated snacking category, pacing toward $60 million in annual run-rate revenue bolstered by nationwide distribution in Costco US. However, investors evaluating food and beverage brands must account for cocoa commodity cost volatility, which previously cut Midday Squares' gross margins by 27%. In consumer hardware, Posha presents an early-stage opportunity in AI-driven kitchen automation, generating $2 million in monthly bookings for its $1,500 autonomous cooking units. Overall, private market allocations should target healthcare administrative AI and perimeter grocery CPG, both of which demonstrate strong unit economics and rapid market expansion.

Detailed Analysis

Posha (Private)

  • Posha is an early-stage robotics and consumer hardware startup building autonomous countertop cooking appliances for residential kitchens.
    • The company raised $8 million in venture funding led by Accel.
    • The appliance is priced at $1,500 per unit and handles end-to-end cooking for one-pot meals (e.g., pasta, curry, risotto) using computer vision to monitor heat, color, and ingredient consistency.
    • The company has deployed 1,000 units to date and reached a run-rate pacing of $2 million in monthly bookings.
    • Its long-term product roadmap includes miniaturized units designed for small urban apartments, followed by built-in units intended to replace traditional kitchen ranges.

Takeaways

  • AI-driven kitchen automation is gaining consumer traction: Posha's strategy mimics Tesla's data-collection model by using deployed consumer hardware to train computer vision models rather than relying solely on pre-deployment lab testing.
  • Hardware scaling remains the primary operational risk: Key bottlenecks include manufacturing throughput, supply chain logistics, and customer service infrastructure required for connected home hardware.

Midday Squares (Private)

  • Midday Squares is a fast-growing consumer packaged goods (CPG) brand producing functional, refrigerated chocolate and snack bars.
    • The brand generated $40 million in revenue over the trailing 12 months, selling roughly 60 bars per minute at a $2.49 unit retail price, and is pacing toward $60 million in annual run-rate revenue.
    • Total capital raised stands at $22 million, heavily supported by quasi-equity financing programs from the Canadian government for agricultural manufacturing.
    • Following a successful rollout in Costco Canada, the brand launched nationwide distribution with Costco US at a $19.99 price point for 12-packs.
    • The business experienced significant margin volatility due to the global cocoa supply shock, where raw cocoa butter costs jumped from $4,000/kilo to $32,000/kilo, reducing gross margins by 27%.

Takeaways

  • Refrigerated snacking is an outperforming CPG segment: The company capitalized on the broader shift in grocery retail toward perimeter and refrigerated aisles, bypassing traditional shelf-stable preservatives.
  • Commodity cost exposure is a key risk factor: Unhedged exposure to agricultural commodities like cocoa can severely compress gross margins, highlighting the importance of supply chain diversification and pricing power in high-growth CPG businesses.

Daydream (Private)

  • Daydream is an AI-powered back-office automation platform designed specifically for dental practices to manage insurance claims, appeals, and revenue cycle management.
    • The company has raised $11.5 million in venture capital and is projected to surpass $10 million in ARR by year-end, currently adding approximately $1 million in net new ARR per month.
    • The business operates on a payments-adjacent revenue model, charging a 2.5% to 3.5% fee on total cash collections processed through the platform.
    • The company initially launched by acquiring an existing manual service business with under $1 million in revenue and layering proprietary AI voice and NLP agents over the workflow to automate calls and claim submissions to insurers.
    • Target market consists of roughly 150,000 independent dental practices in the U.S., where insurance friction typically causes a 10% to 15% revenue loss for clinic owners.

Takeaways

  • Vertical AI automation offers high pricing power in fragmented markets: Independent medical and dental practices face severe administrative overhead; platforms that directly increase cash collections (by ~5%) with zero upfront friction command sticky, recurring revenue streams.
  • Service-to-software transitions provide immediate cash flow: Acquiring traditional, manual revenue cycle management agencies and replacing labor with specialized language models offers a repeatable playbook for accelerating software-level gross margins.
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Video Description
*140+ real business ideas database:* https://clickhubspot.com/dsb1 Episode 852: Sam Parr ( https://x.com/theSamParr ) and Shaan Puri ( https://x.com/ShaanVP ) ask 3 founders to tell them the juiciest number behind their businesses and get advice live. — Show Notes: (0:00) Intro (1:31) Raghav Gupta, Posha (19:30) Nick Saltarelli, Mid-Day Squares (38:25) Shreyas Parab, DayDream Dental — Links: • Posha - https://www.posha.com/ • Mid-Day Squares - https://www.middaysquares.com/ • DayDream Dental - https://www.daydream.dental/ — Check Out Sam's Stuff: • Hampton (joinhampton.com): My community for founders. Average member does $25m/year. Many of the guests are members. Get after it...apply: http://joinhampton.com/mfm — Check Out Shaan's Stuff: • Shaan's weekly email - https://www.shaanpuri.com • Visit https://www.somewhere.com/mfm to hire worldwide talent like Shaan and get $500 off for being an MFM listener. Hire developers, assistants, marketing pros, sales teams and more for 80% less than US equivalents. • Mercury - Shaan uses Mercury across all of his companies. you can too: http://mercury.com/ Mercury is a fintech company, not an FDIC-insured bank. Banking services provided by Choice Financial Group, Column, N.A., Members FDIC • I run all my newsletters on Beehiiv and you should too + we're giving away $10k to our favorite newsletter, check it out: beehiiv.com/mfm-challenge My First Million is a HubSpot Original Podcast // Brought to you by HubSpot Media // Production by Arie Desormeaux // Editing by Ezra Bakker Trupiano /
About My First Million
My First Million

My First Million

By @myfirstmillionpod

two guys, talking about business. we've done it (sold our companies), and now we talk about new ideas, opportunities, and investments. hosted by Shaan Puri & Sam Parr -- produced by Hubspot. sometimes we bring on guests ranging from billionaires to stay at home moms who've got side hustles that are bringing in $10k a month. we like to have fun, and talk about business stuff.