Apr 17, 2017 · 20m · top-founders

632: Recursion enzyme company raises $23M, launched in 2013 now 40 people with drugs ready for market with CEO Christopher Gibson

Nathan Latka · 9m spoken Chris Gibson · 8m spoken
0:00 / 0:00

gold bands on the timeline = statements, start to end. Hover to read, click to jump. CC turns on captions

In this episode of "The Top," host Nathan Latka interviews Chris Gibson, co-founder and CEO of Recursion Pharmaceuticals, exploring how the company leverages artificial intelligence, robotics, and strategic biotech partnerships to disrupt traditional drug discovery. Gibson details Recursion's capital structure, deal economics, and rapid scaling from an academic spinout into an advanced clinical-stage biotech platform.

How this conversation actually went

Every chapter scored 0–10 on four independent dynamics. Hover any point for the reasoning behind the score. Nathan holds 51.4% of the talking time here. How this is scored →

Nathan as informed peer 2.4 Guest teaching 2.4 Guest disagreement 1.2 Nathan pushing back 1.8
05100:0010:0020:001:13–4:38 · Nathan as informed peer 3/10 Preview of Episode 632 and Recursion Pharmaceuticals Nathan introduces the company and asks basic questions about why historical drug candidates stall. Chris gently clarifies that failures are driven by complex human target biology rather than simple bureaucratic delays.4:38–9:22 · Nathan as informed peer 4/10 Structuring Multi-Million Dollar Biotech Partnerships and Royalties Nathan pushes for concrete financial numbers on pharma partnerships. Chris maintains confidentiality on specific client contracts but educates Nathan on prototype deal terms including upfront payments, milestones, and perpetual royalties.9:22–13:54 · Nathan as informed peer 3/10 Scaling Team, Navigating Tech VC Valuation, and Setting 2017 Goals Nathan investigates fundraising totals, valuation mechanics, and early revenue. Chris corrects Nathan on debt versus equity figures, explains how tech VCs view platform biology versus traditional single-asset biotech valuation, and deflects giving precise top-line revenue.13:58–16:05 · Nathan as informed peer 0/10 Mid-Roll Sponsorships: Clipfolio Analytics and FreshBooks Invoicing Mid-roll sponsor advertisement read by the host for Clipfolio and FreshBooks.16:07–18:10 · Nathan as informed peer 2/10 The Famous Five Rapid-Fire Questions with Chris Gibson Standard rapid-fire questions where Nathan lightly prods Chris for specific numbers on sleep and software tools before wrapping up the interview.1:13–4:38 · Guest teaching 4/10 Preview of Episode 632 and Recursion Pharmaceuticals Nathan introduces the company and asks basic questions about why historical drug candidates stall. Chris gently clarifies that failures are driven by complex human target biology rather than simple bureaucratic delays.4:38–9:22 · Guest teaching 4/10 Structuring Multi-Million Dollar Biotech Partnerships and Royalties Nathan pushes for concrete financial numbers on pharma partnerships. Chris maintains confidentiality on specific client contracts but educates Nathan on prototype deal terms including upfront payments, milestones, and perpetual royalties.9:22–13:54 · Guest teaching 4/10 Scaling Team, Navigating Tech VC Valuation, and Setting 2017 Goals Nathan investigates fundraising totals, valuation mechanics, and early revenue. Chris corrects Nathan on debt versus equity figures, explains how tech VCs view platform biology versus traditional single-asset biotech valuation, and deflects giving precise top-line revenue.13:58–16:05 · Guest teaching 0/10 Mid-Roll Sponsorships: Clipfolio Analytics and FreshBooks Invoicing Mid-roll sponsor advertisement read by the host for Clipfolio and FreshBooks.16:07–18:10 · Guest teaching 0/10 The Famous Five Rapid-Fire Questions with Chris Gibson Standard rapid-fire questions where Nathan lightly prods Chris for specific numbers on sleep and software tools before wrapping up the interview.1:13–4:38 · Guest disagreement 1/10 Preview of Episode 632 and Recursion Pharmaceuticals Nathan introduces the company and asks basic questions about why historical drug candidates stall. Chris gently clarifies that failures are driven by complex human target biology rather than simple bureaucratic delays.4:38–9:22 · Guest disagreement 2/10 Structuring Multi-Million Dollar Biotech Partnerships and Royalties Nathan pushes for concrete financial numbers on pharma partnerships. Chris maintains confidentiality on specific client contracts but educates Nathan on prototype deal terms including upfront payments, milestones, and perpetual royalties.9:22–13:54 · Guest disagreement 2/10 Scaling Team, Navigating Tech VC Valuation, and Setting 2017 Goals Nathan investigates fundraising totals, valuation mechanics, and early revenue. Chris corrects Nathan on debt versus equity figures, explains how tech VCs view platform biology versus traditional single-asset biotech valuation, and deflects giving precise top-line revenue.13:58–16:05 · Guest disagreement 0/10 Mid-Roll Sponsorships: Clipfolio Analytics and FreshBooks Invoicing Mid-roll sponsor advertisement read by the host for Clipfolio and FreshBooks.16:07–18:10 · Guest disagreement 1/10 The Famous Five Rapid-Fire Questions with Chris Gibson Standard rapid-fire questions where Nathan lightly prods Chris for specific numbers on sleep and software tools before wrapping up the interview.1:13–4:38 · Nathan pushing back 1/10 Preview of Episode 632 and Recursion Pharmaceuticals Nathan introduces the company and asks basic questions about why historical drug candidates stall. Chris gently clarifies that failures are driven by complex human target biology rather than simple bureaucratic delays.4:38–9:22 · Nathan pushing back 3/10 Structuring Multi-Million Dollar Biotech Partnerships and Royalties Nathan pushes for concrete financial numbers on pharma partnerships. Chris maintains confidentiality on specific client contracts but educates Nathan on prototype deal terms including upfront payments, milestones, and perpetual royalties.9:22–13:54 · Nathan pushing back 3/10 Scaling Team, Navigating Tech VC Valuation, and Setting 2017 Goals Nathan investigates fundraising totals, valuation mechanics, and early revenue. Chris corrects Nathan on debt versus equity figures, explains how tech VCs view platform biology versus traditional single-asset biotech valuation, and deflects giving precise top-line revenue.13:58–16:05 · Nathan pushing back 0/10 Mid-Roll Sponsorships: Clipfolio Analytics and FreshBooks Invoicing Mid-roll sponsor advertisement read by the host for Clipfolio and FreshBooks.16:07–18:10 · Nathan pushing back 2/10 The Famous Five Rapid-Fire Questions with Chris Gibson Standard rapid-fire questions where Nathan lightly prods Chris for specific numbers on sleep and software tools before wrapping up the interview.

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

0:00 · Nathan 69.4% · guest 30.6%0:00 · Nathan 69.4% · guest 30.6%3:00 · Nathan 19.3% · guest 80.7%3:00 · Nathan 19.3% · guest 80.7%6:00 · Nathan 31.3% · guest 68.7%6:00 · Nathan 31.3% · guest 68.7%9:00 · Nathan 21.3% · guest 78.7%9:00 · Nathan 21.3% · guest 78.7%12:00 · Nathan 65.1% · guest 34.9%12:00 · Nathan 65.1% · guest 34.9%15:00 · Nathan 81.6% · guest 18.4%15:00 · Nathan 81.6% · guest 18.4%18:00 · Nathan 98.5% · guest 1.5%18:00 · Nathan 98.5% · guest 1.5%
Sharpest disagreement ▶ 12:54 Pushing back on revealing exact revenue and deal characterization

Chris firmly declines to disclose specific first-year revenue numbers and directly refutes Nathan's premise that their early partnerships were wonky, piecemeal arrangements.

Hardest push from Nathan ▶ 10:49 Dissecting fundraising totals between debt and equity

Nathan refuses to let the capital raise figures remain vague, questioning whether debt was double-counted in the equity round and calculating the combined total.

Biggest teaching moment ▶ 3:03 Clarifying biological complexity versus bureaucracy

When Nathan asks whether abandoned drug assets were held up by bureaucracy, Chris explains the biological realities of target-based drug discovery and how in-human biology often diverges from target expectations.

Nathan holds their own ▶ 7:02 Nathan estimates the operational scale of eight-figure contracts

Nathan synthesizes the variables discussed to accurately estimate that an eight-figure upfront contract represents over a million experiments and a dedicated team of scientists over multiple months.

the scores for every segment, with the reasoning behind each
ChapterTopicNathan as informed peerGuest teachingGuest disagreementNathan pushing backWhy
Preview of Episode 632 and Recursion Pharmaceuticals 3411 Nathan introduces the company and asks basic questions about why historical drug candidates stall. Chris gently clarifies that failures are driven by complex human target biology rather than simple bureaucratic delays.
Structuring Multi-Million Dollar Biotech Partnerships and Royalties 4423 Nathan pushes for concrete financial numbers on pharma partnerships. Chris maintains confidentiality on specific client contracts but educates Nathan on prototype deal terms including upfront payments, milestones, and perpetual royalties.
Scaling Team, Navigating Tech VC Valuation, and Setting 2017 Goals 3423 Nathan investigates fundraising totals, valuation mechanics, and early revenue. Chris corrects Nathan on debt versus equity figures, explains how tech VCs view platform biology versus traditional single-asset biotech valuation, and deflects giving precise top-line revenue.
Mid-Roll Sponsorships: Clipfolio Analytics and FreshBooks Invoicing 0000 Mid-roll sponsor advertisement read by the host for Clipfolio and FreshBooks.
The Famous Five Rapid-Fire Questions with Chris Gibson 2012 Standard rapid-fire questions where Nathan lightly prods Chris for specific numbers on sleep and software tools before wrapping up the interview.

Statements from this episode (5)

Disclosure
Gibson: Recursion partnered with Sanofi Genzyme to repurpose shelved drugs
“We've announced, for example, a partnership with Sanofi Genzyme, and in that particular case, we have drugs that, that they spent decades working on in many cases, and those drugs never ended up making it to patients, not because they're bad drugs, just becaus…”
Chris Gibson Apr 17, 2017 ▶ 2:44
Disclosure
Gibson: Recursion is eight months from clinical trials for CCM
“We also have an internal pipeline of drugs that we're developing ourselves one of those is just about eight months away from clinical trials now for a disease called cerebral cavernous malformation.”
Chris Gibson Apr 17, 2017 ▶ 4:20
Disclosure
Gibson: Recursion is negotiating eight-figure upfront biotech partnership deals
“And then there's partnerships we're negotiating now that are eight figures upfront.”
Chris Gibson Apr 17, 2017 ▶ 6:34
Assertion Supported
Gibson: Recursion raised $19M in equity and $5-6M in non-dilutive grants
“Yeah, we've raised about nineteen million dollars in, in equity financing, and then another five or six million in sort of non-dilutive funds from small business grants from the NIH, and then a number of private foundations as well.”
Chris Gibson Apr 17, 2017 ▶ 10:36
Insight
Gibson: Traditional life sciences investors value single assets over platforms
“So we are a platform company, and in our particular space, that's in life sciences, that's actually not the language that people speak in terms of value. They speak in terms of assets. And so that was one of the real challenges for us in terms of raising money…”
Chris Gibson Apr 17, 2017 ▶ 11:27
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