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Is Chalk.ai the ‘Next Databricks’? + Tollbit’s Bot Paywall for AI Agents | E2167

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Manage episode 501434642 series 3371599
Content provided by Jason Calacanis. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Jason Calacanis or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://podcastplayer.com/legal.

Today’s show:

In this TWiST 500 double feature, Alex sits down with two breakout founders: Chalk’s Marc Freed-Finnegan & Tollbit’s Toshit Panigrahi!

First, Chalk’s CEO Marc Freed-Finnegan is tackling one of AI’s biggest bottlenecks—data freshness. Instead of relying on stale batch jobs, Chalk delivers real-time pipelines for inference compute, automatically transpiling Python into C++/Rust so it can run blazing fast in production. Investors are calling it the ‘next Databricks’—and after hearing this convo, you’ll see why.

Then, Tollbit’s CEO Toshit Panigrahi returns after raising a $24M Series A and signing up 1,400+ publishers. With RAG traffic exploding and robots.txt losing its teeth, their ‘bot paywall’ could reshape how AI agents pay for the content they consume. Are we heading for a Spotify moment for data licensing?

A must-watch if you care about the economics of AI, from data pipelines to publisher monetization.

Timestamps:

(0:00) Intro + sponsors

(1:03) Alex tees up two Twist 500 interviews: Chalk & Tolbert

(2:47) Why AI is shifting from training compute to inference compute

(4:41) Data freshness & real-time inference explained

(10:43) Squarespace - Use offer code TWIST to save 10% off your first purchase of a website or domain at https://www.Squarespace.com/TWIST

(12:00) How Chalk transpiles Python into C++/Rust for speed

(18:52) Chalk’s business model, margins & $500M valuation

(20:11) Lemon.io - Get 15% off your first 4 weeks of developer time at https://Lemon.io/twist

(21:24) Show Continues…

(28:02) Tollbit returns: $24M Series A & the rise of RAG bot traffic

(30:37) .TECH: Say it without saying it. Head to get.tech/twist or your favorite registrar to get a clean, sharp .tech domain today.

(31:41) Show Continues…

(36:53) Robots.txt losing relevance & the case for bot paywalls

(39:19)Publishers, AI agents & the future economics of the web


Subscribe to the TWiST500 newsletter: https://ticker.thisweekinstartups.com

Check out the TWIST500: https://www.twist500.com

Subscribe to This Week in Startups on Apple: https://rb.gy/v19fcp


Follow Lon:

X: https://x.com/lons


Follow Alex:

X: https://x.com/alex

LinkedIn: ⁠https://www.linkedin.com/in/alexwilhelm


Follow Jason:

X: https://twitter.com/Jason

LinkedIn: https://www.linkedin.com/in/jasoncalacanis


Thank you to our partners:

(10:43) Squarespace - Use offer code TWIST to save 10% off your first purchase of a website or domain at https://www.Squarespace.com/TWIST

(20:11) Lemon.io - Get 15% off your first 4 weeks of developer time at https://Lemon.io/twist

(30:37) .TECH: Say it without saying it. Head to get.tech/twist or your favorite registrar to get a clean, sharp .tech domain today.


Great TWIST interviews: Will Guidara, Eoghan McCabe, Steve Huffman, Brian Chesky, Bob Moesta, Aaron Levie, Sophia Amoruso, Reid Hoffman, Frank Slootman, Billy McFarland


Check out Jason’s suite of newsletters: https://substack.com/@calacanis


Follow TWiST:

Twitter: https://twitter.com/TWiStartups

YouTube: https://www.youtube.com/thisweekin

Instagram: https://www.instagram.com/thisweekinstartups

TikTok: https://www.tiktok.com/@thisweekinstartups

Substack: https://twistartups.substack.com


Subscribe to the Founder University Podcast: https://www.youtube.com/@founderuniversity1916

  continue reading

1294 episodes

Artwork
iconShare
 
Manage episode 501434642 series 3371599
Content provided by Jason Calacanis. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Jason Calacanis or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://podcastplayer.com/legal.

Today’s show:

In this TWiST 500 double feature, Alex sits down with two breakout founders: Chalk’s Marc Freed-Finnegan & Tollbit’s Toshit Panigrahi!

First, Chalk’s CEO Marc Freed-Finnegan is tackling one of AI’s biggest bottlenecks—data freshness. Instead of relying on stale batch jobs, Chalk delivers real-time pipelines for inference compute, automatically transpiling Python into C++/Rust so it can run blazing fast in production. Investors are calling it the ‘next Databricks’—and after hearing this convo, you’ll see why.

Then, Tollbit’s CEO Toshit Panigrahi returns after raising a $24M Series A and signing up 1,400+ publishers. With RAG traffic exploding and robots.txt losing its teeth, their ‘bot paywall’ could reshape how AI agents pay for the content they consume. Are we heading for a Spotify moment for data licensing?

A must-watch if you care about the economics of AI, from data pipelines to publisher monetization.

Timestamps:

(0:00) Intro + sponsors

(1:03) Alex tees up two Twist 500 interviews: Chalk & Tolbert

(2:47) Why AI is shifting from training compute to inference compute

(4:41) Data freshness & real-time inference explained

(10:43) Squarespace - Use offer code TWIST to save 10% off your first purchase of a website or domain at https://www.Squarespace.com/TWIST

(12:00) How Chalk transpiles Python into C++/Rust for speed

(18:52) Chalk’s business model, margins & $500M valuation

(20:11) Lemon.io - Get 15% off your first 4 weeks of developer time at https://Lemon.io/twist

(21:24) Show Continues…

(28:02) Tollbit returns: $24M Series A & the rise of RAG bot traffic

(30:37) .TECH: Say it without saying it. Head to get.tech/twist or your favorite registrar to get a clean, sharp .tech domain today.

(31:41) Show Continues…

(36:53) Robots.txt losing relevance & the case for bot paywalls

(39:19)Publishers, AI agents & the future economics of the web


Subscribe to the TWiST500 newsletter: https://ticker.thisweekinstartups.com

Check out the TWIST500: https://www.twist500.com

Subscribe to This Week in Startups on Apple: https://rb.gy/v19fcp


Follow Lon:

X: https://x.com/lons


Follow Alex:

X: https://x.com/alex

LinkedIn: ⁠https://www.linkedin.com/in/alexwilhelm


Follow Jason:

X: https://twitter.com/Jason

LinkedIn: https://www.linkedin.com/in/jasoncalacanis


Thank you to our partners:

(10:43) Squarespace - Use offer code TWIST to save 10% off your first purchase of a website or domain at https://www.Squarespace.com/TWIST

(20:11) Lemon.io - Get 15% off your first 4 weeks of developer time at https://Lemon.io/twist

(30:37) .TECH: Say it without saying it. Head to get.tech/twist or your favorite registrar to get a clean, sharp .tech domain today.


Great TWIST interviews: Will Guidara, Eoghan McCabe, Steve Huffman, Brian Chesky, Bob Moesta, Aaron Levie, Sophia Amoruso, Reid Hoffman, Frank Slootman, Billy McFarland


Check out Jason’s suite of newsletters: https://substack.com/@calacanis


Follow TWiST:

Twitter: https://twitter.com/TWiStartups

YouTube: https://www.youtube.com/thisweekin

Instagram: https://www.instagram.com/thisweekinstartups

TikTok: https://www.tiktok.com/@thisweekinstartups

Substack: https://twistartups.substack.com


Subscribe to the Founder University Podcast: https://www.youtube.com/@founderuniversity1916

  continue reading

1294 episodes

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