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Mar 4, 2025 · 33m · the-pitch

#107 Terrascope: A Computer Vision Tale

Josh Muccio · 5m spoken Mac Conwell · 2m spoken Elizabeth Yin · 2m spoken Jillian Manus · 1m spoken Charles Hudson · 1m spoken Neal Sales-Griffin · 1m spoken
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gold bands on the timeline = statements, start to end. Hover to read, click to jump. CC turns on captions

Founder Keihan pitches Terrascope, a computer vision startup for rural real estate, to venture capitalists on The Pitch, where critical feedback regarding poor consumer sales traction pushes him to successfully pivot toward enterprise and government contracts.

How this conversation actually went

Every chapter scored 0–10 on four independent dynamics. Hover any point for the reasoning behind the score. Josh holds 22.7% of the talking time here. How this is scored →

Josh as informed peer 4.4 Guest teaching 2.7 Guest disagreement 1.9 Josh pushing back 4.1
05100:0010:0020:0030:001:43–5:16 · Josh as informed peer 3/10 Keihan Pitches Terrascope and Rural Search Keihan introduces Terrascope and presents a printout demonstrating his computer vision technology tagging satellite imagery. The room engages positively with the demo without contentious debate.5:16–10:14 · Josh as informed peer 6/10 Addressing Potential Competition from Zillow Mac and Jillian drill down on why Terrascope has only closed one transaction in 18 months despite 500 leads. Keihan pushes back by arguing rural real estate requires specialized data that Zillow cannot easily replicate.10:18–12:27 · Josh as informed peer 4/10 Mid-Show Recap and Break The segment features Josh's mid-show recap followed by Elizabeth and Jillian exploring B2B and insurance use cases for the computer vision models.12:27–14:54 · Josh as informed peer 7/10 Debating Product Roadmap Versus Customer Acquisition Mac and Elizabeth strongly urge Keihan to halt product feature expansions and focus entirely on lead conversion and customer acquisition.14:55–19:32 · Josh as informed peer 6/10 Investor Decisions and Final Feedback All five investors pass, citing a solution in search of a problem and lack of commercial execution, while Keihan promises to prove them wrong in the future.19:36–21:46 · Josh as informed peer 0/10 Post-Pitch Investor Discussion An investor-only debrief segment after Keihan leaves the room; host-side interaction scores are zeroed out for panel discussion.21:59–26:17 · Josh as informed peer 5/10 One-Month Follow-Up and the Customer Challenge Josh follows up one month later to hear Keihan is manually labeling data rather than selling, prompting Josh to issue a challenge to secure a paying customer before airtime.1:43–5:16 · Guest teaching 4/10 Keihan Pitches Terrascope and Rural Search Keihan introduces Terrascope and presents a printout demonstrating his computer vision technology tagging satellite imagery. The room engages positively with the demo without contentious debate.5:16–10:14 · Guest teaching 3/10 Addressing Potential Competition from Zillow Mac and Jillian drill down on why Terrascope has only closed one transaction in 18 months despite 500 leads. Keihan pushes back by arguing rural real estate requires specialized data that Zillow cannot easily replicate.10:18–12:27 · Guest teaching 4/10 Mid-Show Recap and Break The segment features Josh's mid-show recap followed by Elizabeth and Jillian exploring B2B and insurance use cases for the computer vision models.12:27–14:54 · Guest teaching 3/10 Debating Product Roadmap Versus Customer Acquisition Mac and Elizabeth strongly urge Keihan to halt product feature expansions and focus entirely on lead conversion and customer acquisition.14:55–19:32 · Guest teaching 2/10 Investor Decisions and Final Feedback All five investors pass, citing a solution in search of a problem and lack of commercial execution, while Keihan promises to prove them wrong in the future.19:36–21:46 · Guest teaching 0/10 Post-Pitch Investor Discussion An investor-only debrief segment after Keihan leaves the room; host-side interaction scores are zeroed out for panel discussion.21:59–26:17 · Guest teaching 3/10 One-Month Follow-Up and the Customer Challenge Josh follows up one month later to hear Keihan is manually labeling data rather than selling, prompting Josh to issue a challenge to secure a paying customer before airtime.1:43–5:16 · Guest disagreement 1/10 Keihan Pitches Terrascope and Rural Search Keihan introduces Terrascope and presents a printout demonstrating his computer vision technology tagging satellite imagery. The room engages positively with the demo without contentious debate.5:16–10:14 · Guest disagreement 4/10 Addressing Potential Competition from Zillow Mac and Jillian drill down on why Terrascope has only closed one transaction in 18 months despite 500 leads. Keihan pushes back by arguing rural real estate requires specialized data that Zillow cannot easily replicate.10:18–12:27 · Guest disagreement 1/10 Mid-Show Recap and Break The segment features Josh's mid-show recap followed by Elizabeth and Jillian exploring B2B and insurance use cases for the computer vision models.12:27–14:54 · Guest disagreement 2/10 Debating Product Roadmap Versus Customer Acquisition Mac and Elizabeth strongly urge Keihan to halt product feature expansions and focus entirely on lead conversion and customer acquisition.14:55–19:32 · Guest disagreement 3/10 Investor Decisions and Final Feedback All five investors pass, citing a solution in search of a problem and lack of commercial execution, while Keihan promises to prove them wrong in the future.19:36–21:46 · Guest disagreement 0/10 Post-Pitch Investor Discussion An investor-only debrief segment after Keihan leaves the room; host-side interaction scores are zeroed out for panel discussion.21:59–26:17 · Guest disagreement 2/10 One-Month Follow-Up and the Customer Challenge Josh follows up one month later to hear Keihan is manually labeling data rather than selling, prompting Josh to issue a challenge to secure a paying customer before airtime.1:43–5:16 · Josh pushing back 2/10 Keihan Pitches Terrascope and Rural Search Keihan introduces Terrascope and presents a printout demonstrating his computer vision technology tagging satellite imagery. The room engages positively with the demo without contentious debate.5:16–10:14 · Josh pushing back 7/10 Addressing Potential Competition from Zillow Mac and Jillian drill down on why Terrascope has only closed one transaction in 18 months despite 500 leads. Keihan pushes back by arguing rural real estate requires specialized data that Zillow cannot easily replicate.10:18–12:27 · Josh pushing back 2/10 Mid-Show Recap and Break The segment features Josh's mid-show recap followed by Elizabeth and Jillian exploring B2B and insurance use cases for the computer vision models.12:27–14:54 · Josh pushing back 7/10 Debating Product Roadmap Versus Customer Acquisition Mac and Elizabeth strongly urge Keihan to halt product feature expansions and focus entirely on lead conversion and customer acquisition.14:55–19:32 · Josh pushing back 6/10 Investor Decisions and Final Feedback All five investors pass, citing a solution in search of a problem and lack of commercial execution, while Keihan promises to prove them wrong in the future.19:36–21:46 · Josh pushing back 0/10 Post-Pitch Investor Discussion An investor-only debrief segment after Keihan leaves the room; host-side interaction scores are zeroed out for panel discussion.21:59–26:17 · Josh pushing back 5/10 One-Month Follow-Up and the Customer Challenge Josh follows up one month later to hear Keihan is manually labeling data rather than selling, prompting Josh to issue a challenge to secure a paying customer before airtime.

speaking balance: gold is Josh, purple is the guest (3 minute bins)

0:00 · Josh 46.9% · guest 53.1%0:00 · Josh 46.9% · guest 53.1%3:00 · Josh 8.5% · guest 91.5%3:00 · Josh 8.5% · guest 91.5%6:00 · Josh 0% · guest 100%6:00 · Josh 0% · guest 100%9:00 · Josh 18.8% · guest 81.2%9:00 · Josh 18.8% · guest 81.2%12:00 · Josh 0% · guest 100%12:00 · Josh 0% · guest 100%15:00 · Josh 0% · guest 100%15:00 · Josh 0% · guest 100%18:00 · Josh 0% · guest 100%18:00 · Josh 0% · guest 100%21:00 · Josh 42.2% · guest 57.8%21:00 · Josh 42.2% · guest 57.8%24:00 · Josh 38.6% · guest 61.4%24:00 · Josh 38.6% · guest 61.4%27:00 · Josh 11.4% · guest 88.6%27:00 · Josh 11.4% · guest 88.6%30:00 · Josh 87.4% · guest 12.6%30:00 · Josh 87.4% · guest 12.6%33:00 · Josh 100% · guest 0%33:00 · Josh 100% · guest 0%
Sharpest disagreement ▶ 5:39 Defending against the Zillow copycat threat

Keihan directly rejects Mac's premise that Zillow could easily copy him, asserting Zillow is focused on urban defense and changing search infrastructure would be prohibitive.

 Hardest push from Josh ▶ 7:37 Pressing on eight months of stagnant sales

Mac bluntly confronts Keihan on generating 500 leads but having only one closed sale over an eight-month span, pressing him to change strategy.

 Biggest teaching moment ▶ 9:34 Educating the panel on Landwatch and rural market size

Keihan highlights that 20% of US real estate is rural and cites Landwatch's acquisition and growth to demonstrate the massive valuation potential of an outdated incumbent.

 Josh holds their own ▶ 16:47 Mac diagnosing technical versus commercial imbalance

Mac delivers a crisp venture critique explaining that Keihan is doubling down on technical strengths while avoiding commercial problem-solving.
the scores for every segment, with the reasoning behind each
ChapterTopicJosh as informed peerGuest teachingGuest disagreementJosh pushing backWhy
Keihan Pitches Terrascope and Rural Search 3412 Keihan introduces Terrascope and presents a printout demonstrating his computer vision technology tagging satellite imagery. The room engages positively with the demo without contentious debate.
Addressing Potential Competition from Zillow 6347 Mac and Jillian drill down on why Terrascope has only closed one transaction in 18 months despite 500 leads. Keihan pushes back by arguing rural real estate requires specialized data that Zillow cannot easily replicate.
Mid-Show Recap and Break 4412 The segment features Josh's mid-show recap followed by Elizabeth and Jillian exploring B2B and insurance use cases for the computer vision models.
Debating Product Roadmap Versus Customer Acquisition 7327 Mac and Elizabeth strongly urge Keihan to halt product feature expansions and focus entirely on lead conversion and customer acquisition.
Investor Decisions and Final Feedback 6236 All five investors pass, citing a solution in search of a problem and lack of commercial execution, while Keihan promises to prove them wrong in the future.
Post-Pitch Investor Discussion 0000 An investor-only debrief segment after Keihan leaves the room; host-side interaction scores are zeroed out for panel discussion.
One-Month Follow-Up and the Customer Challenge 5325 Josh follows up one month later to hear Keihan is manually labeling data rather than selling, prompting Josh to issue a challenge to secure a paying customer before airtime.

Statements from this episode (8)

Disclosure
Terrascope has raised $330K to date
“330 K.”
Mac Conwell Mar 4, 2025 ▶ 12:35
Opinion
Yin: Existing land platforms are terrible; Terrascope is good enough
“In looking at some of these other land platforms, they are terrible. So I think on a relative basis, actually, I think what you have is, is good enough to stay ahead of those, at least for now.”
Elizabeth Yin Mar 4, 2025 ▶ 13:53
Assertion Not checkable as stated
Yin: Terrascope has only closed one transaction
“You have one transaction.”
Elizabeth Yin Mar 4, 2025 ▶ 14:14
Prediction Not checkable as stated
Hudson: A commercial competitor with worse tech could beat Terrascope
“I think you've got a lead, but I worry without tilting the energy of the company in that direction. Somebody more commercial with a less good product might come to market and beat you to the punch.”
Charles Hudson Mar 4, 2025 ▶ 15:34
Insight
Manus: Terrascope's real value is B2B data licensing, not consumer search
“I think licensing this to industries that are trying to assess these rural properties. From liabilities in terms of, for fire liabilities, right, for building road infrastructure, for urban planning, for, I mean, there are just so many different applications f…”
Jillian Manus Mar 4, 2025 ▶ 18:20
Opinion
Conwell: After 18 months, Terrascope's founder still does not know his customer
“He didn't know how to sell it. He didn't know who he's selling it to. And having been doing this for a year and a half, that's a problem.”
Mac Conwell Mar 4, 2025 ▶ 19:54
Opinion
Yin: Terrascope founder Keihan lacks hustle
“He doesn't have hustle.”
Elizabeth Yin Mar 4, 2025 ▶ 20:47
Assertion Supported
Muccio: Terrascope officially signed its enterprise government contract
“Right before we published this episode, we heard from Kayhan. That contract he was talking about earlier, it's signed.”
Josh Muccio Mar 4, 2025 ▶ 30:12
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