Dec 26, 2023 · 12m · a16z

Big Ideas 2024: New Applications for Computer Vision and Video Intelligence with Kimberly Tan

Kimberly Tan · 7m spoken
0:00 / 0:00
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gold bands on the timeline = statements, start to end. Hover to read, click to jump. CC turns on captions

As part of Andreessen Horowitz's Big Ideas 2024 series, investing partner Kimberly Tan explores how advances in computer vision, edge computing, and vision transformers are unlocking actionable video intelligence across physical industries like transportation, industrials, and agriculture. She details the technological catalysts, key commercial applications, privacy considerations, and macro drivers making 2024 a pivotal opportunity for founders building software for the physical world.

How this conversation actually went

Every chapter scored 0–10 on four independent dynamics. Hover any point for the reasoning behind the score. How this is scored →

The host as informed peer 2.0 Guest teaching 2.8 Guest disagreement 0.3 The host pushing back 0.5
05100:0010:000:00–3:03 · The host as informed peer 0/10 Big Ideas 2024: Retrospective and Announcement This segment consists of promotional voiceover disclosures followed by a monologue where Kimberly Tan outlines her thesis on computer vision and video intelligence. The host does not actively interview or challenge the guest during this section.3:03–6:39 · The host as informed peer 3/10 Software Eating the Physical World The host provides a clean conceptual hook by framing the topic as software eating the physical world. Kimberly expands systematically on cost drivers, edge computing, and vision transformers while maintaining a completely collaborative tone.6:39–10:00 · The host as informed peer 4/10 Real-World Industry Applications The host proactively presses Kimberly on potential Big Brother privacy concerns and regulatory hurdles. Kimberly educates on specific technological and operational safeguards like object tracking versus individual monitoring.10:00–11:20 · The host as informed peer 1/10 Why 2024 is the Tipping Point for Builders The host asks a standard wrap-up question about why 2024 is the tipping point for builders. Kimberly outlines labor shortages and existing success models before the segment concludes with standard promotional outro text.0:00–3:03 · Guest teaching 1/10 Big Ideas 2024: Retrospective and Announcement This segment consists of promotional voiceover disclosures followed by a monologue where Kimberly Tan outlines her thesis on computer vision and video intelligence. The host does not actively interview or challenge the guest during this section.3:03–6:39 · Guest teaching 4/10 Software Eating the Physical World The host provides a clean conceptual hook by framing the topic as software eating the physical world. Kimberly expands systematically on cost drivers, edge computing, and vision transformers while maintaining a completely collaborative tone.6:39–10:00 · Guest teaching 4/10 Real-World Industry Applications The host proactively presses Kimberly on potential Big Brother privacy concerns and regulatory hurdles. Kimberly educates on specific technological and operational safeguards like object tracking versus individual monitoring.10:00–11:20 · Guest teaching 2/10 Why 2024 is the Tipping Point for Builders The host asks a standard wrap-up question about why 2024 is the tipping point for builders. Kimberly outlines labor shortages and existing success models before the segment concludes with standard promotional outro text.0:00–3:03 · Guest disagreement 0/10 Big Ideas 2024: Retrospective and Announcement This segment consists of promotional voiceover disclosures followed by a monologue where Kimberly Tan outlines her thesis on computer vision and video intelligence. The host does not actively interview or challenge the guest during this section.3:03–6:39 · Guest disagreement 0/10 Software Eating the Physical World The host provides a clean conceptual hook by framing the topic as software eating the physical world. Kimberly expands systematically on cost drivers, edge computing, and vision transformers while maintaining a completely collaborative tone.6:39–10:00 · Guest disagreement 1/10 Real-World Industry Applications The host proactively presses Kimberly on potential Big Brother privacy concerns and regulatory hurdles. Kimberly educates on specific technological and operational safeguards like object tracking versus individual monitoring.10:00–11:20 · Guest disagreement 0/10 Why 2024 is the Tipping Point for Builders The host asks a standard wrap-up question about why 2024 is the tipping point for builders. Kimberly outlines labor shortages and existing success models before the segment concludes with standard promotional outro text.0:00–3:03 · The host pushing back 0/10 Big Ideas 2024: Retrospective and Announcement This segment consists of promotional voiceover disclosures followed by a monologue where Kimberly Tan outlines her thesis on computer vision and video intelligence. The host does not actively interview or challenge the guest during this section.3:03–6:39 · The host pushing back 0/10 Software Eating the Physical World The host provides a clean conceptual hook by framing the topic as software eating the physical world. Kimberly expands systematically on cost drivers, edge computing, and vision transformers while maintaining a completely collaborative tone.6:39–10:00 · The host pushing back 2/10 Real-World Industry Applications The host proactively presses Kimberly on potential Big Brother privacy concerns and regulatory hurdles. Kimberly educates on specific technological and operational safeguards like object tracking versus individual monitoring.10:00–11:20 · The host pushing back 0/10 Why 2024 is the Tipping Point for Builders The host asks a standard wrap-up question about why 2024 is the tipping point for builders. Kimberly outlines labor shortages and existing success models before the segment concludes with standard promotional outro text.

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

0:00 · the host 0% · guest 100%0:00 · the host 0% · guest 100%3:00 · the host 0% · guest 100%3:00 · the host 0% · guest 100%6:00 · the host 0% · guest 100%6:00 · the host 0% · guest 100%9:00 · the host 0% · guest 100%9:00 · the host 0% · guest 100%12:00 · the host 0% · guest 0%12:00 · the host 0% · guest 0%
Sharpest disagreement ▶ 3:40 Mild thesis reframe on data utilization

In a very low-conflict conversation, Kimberly gently reframes the host's question about raw data volume to focus on how much data is actively processed versus passively existing.

Hardest push from the host ▶ 8:40 Challenging video intelligence on privacy risks

The host introduces the key friction point of the episode, asking how to avoid a slippery slope into a Big Brother scenario as video intelligence becomes ubiquitous.

Biggest teaching moment ▶ 4:30 Explaining the technical tipping points

Kimberly details the precise technical developments, such as cloud cost reductions, edge computing chips, and vision transformers, that make video intelligence commercially viable.

The host holds their own ▶ 3:03 Synthesizing thesis into thematic framing

The host connects Kimberly's computer vision thesis to the broader firm narrative of software eating the physical world, which the guest explicitly praises.

the scores for every segment, with the reasoning behind each
ChapterTopicThe host as informed peerGuest teachingGuest disagreementThe host pushing backWhy
Big Ideas 2024: Retrospective and Announcement 0100 This segment consists of promotional voiceover disclosures followed by a monologue where Kimberly Tan outlines her thesis on computer vision and video intelligence. The host does not actively interview or challenge the guest during this section.
Software Eating the Physical World 3400 The host provides a clean conceptual hook by framing the topic as software eating the physical world. Kimberly expands systematically on cost drivers, edge computing, and vision transformers while maintaining a completely collaborative tone.
Real-World Industry Applications 4412 The host proactively presses Kimberly on potential Big Brother privacy concerns and regulatory hurdles. Kimberly educates on specific technological and operational safeguards like object tracking versus individual monitoring.
Why 2024 is the Tipping Point for Builders 1200 The host asks a standard wrap-up question about why 2024 is the tipping point for builders. Kimberly outlines labor shortages and existing success models before the segment concludes with standard promotional outro text.

Statements from this episode (3)

Prediction Not checkable as stated
Tan: Video hardware-software models will succeed in heavy physical industries
“And we think that the same success could be found in other industries. Such as, for example, transportation, industrials, agriculture, mining.”
Kimberly Tan Dec 26, 2023 ▶ 2:56
Insight
Tan: Flock Safety proved software sales models in difficult physical verticals
“I also think there's just like a business model understanding question, which a lot of people thought for a long time that selling into these Difficult verticals was tough. And I think now that we have companies like flock safety and proving that it is possibl…”
Kimberly Tan Dec 26, 2023 ▶ 6:23
Assertion Not checkable as stated
Tan: Labor shortages force legacy physical industries to adopt software innovations
“I think there's a little bit of like a labor element of labor shortages in a lot of the industries that we were talking about that maybe opened the door to software innovation where people were not as used to buying software in the past.”
Kimberly Tan Dec 26, 2023 ▶ 10:29
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