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Nov 27, 2024 · 28m · green-blueprint

The risk of scaling 100x

Shreya Dave · 19m spoken Lara Pierpoint · 6m spoken
0:00 / 0:00

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In this episode of The Green Blueprint, host Lara Pierpoint interviews Via Separations CEO Shreya Dave on the operational, strategic, and financial hurdles of scaling industrial membrane technology 100x at an Alberta pulp mill. The discussion offers critical insights into navigating first-of-a-kind hardware deployments, managing construction risks, and closing climate tech financing gaps.

How this conversation actually went

Every chapter scored 0–10 on four independent dynamics. Hover any point for the reasoning behind the score. The hosts hold 25.2% of the talking time here. How this is scored →

The hosts as informed peer 4.6 Guest teaching 2.6 Guest disagreement 0.3 The hosts pushing back 0.3
05100:0010:0020:000:02–2:08 · The hosts as informed peer 3/10 Prologue: The High-Stakes Build in Grand Prairie, Alberta Lara introduces the cold open setting up the high-stakes build in Alberta, while Shreya recounts the intense team toll and self-doubt of building a first-of-a-kind system under tight seasonal deadlines.2:11–5:25 · The hosts as informed peer 5/10 Introduction to The Green Blueprint and Tough Tech Scaling Lara and Shreya collaboratively explain industrial separations using the accessible pasta strainer and diaper manufacturing analogies to illustrate energy-intensive evaporation.5:29–8:10 · The hosts as informed peer 4/10 From Academic Lab to Site Selection in Alberta Shreya explains transitioning from an MIT academic lab to commercial field trials, detailing the strategic rationale for choosing a distant but enthusiastic partner site in Alberta.8:11–11:00 · The hosts as informed peer 5/10 The Strategic Boardroom Decision: Scaling 10x vs. 100x Lara prompts Shreya to break down boardroom deliberations around 10x versus 100x scaling; Shreya explains why identical component lead times and fixed tie-in costs favored jumping straight to commercial scale.11:00–13:45 · The hosts as informed peer 5/10 Financing First-of-a-Kind Climate Tech Infrastructure Lara probes the financing strategy for a FOAK project; Shreya outlines discovering that traditional project finance was unavailable, necessitating an innovative blend of grants, equipment debt, and venture equity.13:46–17:12 · The hosts as informed peer 5/10 Operating as General Contractor and Design-Build Delivery Lara asks about EPC decisions, and Shreya details the deliberate choice to act as their own general contractor using design-build to accelerate delivery despite taking on cost overrun risks.17:21–20:57 · The hosts as informed peer 3/10 Overcoming Remote Logistics, Labor Costs, and Founder Doubt Shreya elaborates on unanticipated remote oil-sands labor dynamics, travel fatigue, and winter logistics, openly detailing the emotional strain on the startup team.21:03–23:48 · The hosts as informed peer 7/10 Addressing the Capital Stack Gap for Heavy Industry Lara demonstrates deep sector knowledge discussing structural capital stack deficiencies and repeatability across tech verticals, while Shreya notes the lack of unified vocabulary across diverse industrial offtakes.23:48–27:18 · The hosts as informed peer 4/10 Operational Milestone: 2,000 Operating Hours and Future Plans Lara asks about key takeaways and future trajectory; Shreya shares operational success surpassing 2,000 hours with zero percent yield loss and plans to standardize through traditional FEL and EPC partners.0:02–2:08 · Guest teaching 1/10 Prologue: The High-Stakes Build in Grand Prairie, Alberta Lara introduces the cold open setting up the high-stakes build in Alberta, while Shreya recounts the intense team toll and self-doubt of building a first-of-a-kind system under tight seasonal deadlines.2:11–5:25 · Guest teaching 2/10 Introduction to The Green Blueprint and Tough Tech Scaling Lara and Shreya collaboratively explain industrial separations using the accessible pasta strainer and diaper manufacturing analogies to illustrate energy-intensive evaporation.5:29–8:10 · Guest teaching 2/10 From Academic Lab to Site Selection in Alberta Shreya explains transitioning from an MIT academic lab to commercial field trials, detailing the strategic rationale for choosing a distant but enthusiastic partner site in Alberta.8:11–11:00 · Guest teaching 4/10 The Strategic Boardroom Decision: Scaling 10x vs. 100x Lara prompts Shreya to break down boardroom deliberations around 10x versus 100x scaling; Shreya explains why identical component lead times and fixed tie-in costs favored jumping straight to commercial scale.11:00–13:45 · Guest teaching 4/10 Financing First-of-a-Kind Climate Tech Infrastructure Lara probes the financing strategy for a FOAK project; Shreya outlines discovering that traditional project finance was unavailable, necessitating an innovative blend of grants, equipment debt, and venture equity.13:46–17:12 · Guest teaching 3/10 Operating as General Contractor and Design-Build Delivery Lara asks about EPC decisions, and Shreya details the deliberate choice to act as their own general contractor using design-build to accelerate delivery despite taking on cost overrun risks.17:21–20:57 · Guest teaching 2/10 Overcoming Remote Logistics, Labor Costs, and Founder Doubt Shreya elaborates on unanticipated remote oil-sands labor dynamics, travel fatigue, and winter logistics, openly detailing the emotional strain on the startup team.21:03–23:48 · Guest teaching 3/10 Addressing the Capital Stack Gap for Heavy Industry Lara demonstrates deep sector knowledge discussing structural capital stack deficiencies and repeatability across tech verticals, while Shreya notes the lack of unified vocabulary across diverse industrial offtakes.23:48–27:18 · Guest teaching 2/10 Operational Milestone: 2,000 Operating Hours and Future Plans Lara asks about key takeaways and future trajectory; Shreya shares operational success surpassing 2,000 hours with zero percent yield loss and plans to standardize through traditional FEL and EPC partners.0:02–2:08 · Guest disagreement 1/10 Prologue: The High-Stakes Build in Grand Prairie, Alberta Lara introduces the cold open setting up the high-stakes build in Alberta, while Shreya recounts the intense team toll and self-doubt of building a first-of-a-kind system under tight seasonal deadlines.2:11–5:25 · Guest disagreement 0/10 Introduction to The Green Blueprint and Tough Tech Scaling Lara and Shreya collaboratively explain industrial separations using the accessible pasta strainer and diaper manufacturing analogies to illustrate energy-intensive evaporation.5:29–8:10 · Guest disagreement 0/10 From Academic Lab to Site Selection in Alberta Shreya explains transitioning from an MIT academic lab to commercial field trials, detailing the strategic rationale for choosing a distant but enthusiastic partner site in Alberta.8:11–11:00 · Guest disagreement 1/10 The Strategic Boardroom Decision: Scaling 10x vs. 100x Lara prompts Shreya to break down boardroom deliberations around 10x versus 100x scaling; Shreya explains why identical component lead times and fixed tie-in costs favored jumping straight to commercial scale.11:00–13:45 · Guest disagreement 0/10 Financing First-of-a-Kind Climate Tech Infrastructure Lara probes the financing strategy for a FOAK project; Shreya outlines discovering that traditional project finance was unavailable, necessitating an innovative blend of grants, equipment debt, and venture equity.13:46–17:12 · Guest disagreement 0/10 Operating as General Contractor and Design-Build Delivery Lara asks about EPC decisions, and Shreya details the deliberate choice to act as their own general contractor using design-build to accelerate delivery despite taking on cost overrun risks.17:21–20:57 · Guest disagreement 0/10 Overcoming Remote Logistics, Labor Costs, and Founder Doubt Shreya elaborates on unanticipated remote oil-sands labor dynamics, travel fatigue, and winter logistics, openly detailing the emotional strain on the startup team.21:03–23:48 · Guest disagreement 1/10 Addressing the Capital Stack Gap for Heavy Industry Lara demonstrates deep sector knowledge discussing structural capital stack deficiencies and repeatability across tech verticals, while Shreya notes the lack of unified vocabulary across diverse industrial offtakes.23:48–27:18 · Guest disagreement 0/10 Operational Milestone: 2,000 Operating Hours and Future Plans Lara asks about key takeaways and future trajectory; Shreya shares operational success surpassing 2,000 hours with zero percent yield loss and plans to standardize through traditional FEL and EPC partners.0:02–2:08 · The hosts pushing back 0/10 Prologue: The High-Stakes Build in Grand Prairie, Alberta Lara introduces the cold open setting up the high-stakes build in Alberta, while Shreya recounts the intense team toll and self-doubt of building a first-of-a-kind system under tight seasonal deadlines.2:11–5:25 · The hosts pushing back 0/10 Introduction to The Green Blueprint and Tough Tech Scaling Lara and Shreya collaboratively explain industrial separations using the accessible pasta strainer and diaper manufacturing analogies to illustrate energy-intensive evaporation.5:29–8:10 · The hosts pushing back 0/10 From Academic Lab to Site Selection in Alberta Shreya explains transitioning from an MIT academic lab to commercial field trials, detailing the strategic rationale for choosing a distant but enthusiastic partner site in Alberta.8:11–11:00 · The hosts pushing back 1/10 The Strategic Boardroom Decision: Scaling 10x vs. 100x Lara prompts Shreya to break down boardroom deliberations around 10x versus 100x scaling; Shreya explains why identical component lead times and fixed tie-in costs favored jumping straight to commercial scale.11:00–13:45 · The hosts pushing back 1/10 Financing First-of-a-Kind Climate Tech Infrastructure Lara probes the financing strategy for a FOAK project; Shreya outlines discovering that traditional project finance was unavailable, necessitating an innovative blend of grants, equipment debt, and venture equity.13:46–17:12 · The hosts pushing back 0/10 Operating as General Contractor and Design-Build Delivery Lara asks about EPC decisions, and Shreya details the deliberate choice to act as their own general contractor using design-build to accelerate delivery despite taking on cost overrun risks.17:21–20:57 · The hosts pushing back 0/10 Overcoming Remote Logistics, Labor Costs, and Founder Doubt Shreya elaborates on unanticipated remote oil-sands labor dynamics, travel fatigue, and winter logistics, openly detailing the emotional strain on the startup team.21:03–23:48 · The hosts pushing back 1/10 Addressing the Capital Stack Gap for Heavy Industry Lara demonstrates deep sector knowledge discussing structural capital stack deficiencies and repeatability across tech verticals, while Shreya notes the lack of unified vocabulary across diverse industrial offtakes.23:48–27:18 · The hosts pushing back 0/10 Operational Milestone: 2,000 Operating Hours and Future Plans Lara asks about key takeaways and future trajectory; Shreya shares operational success surpassing 2,000 hours with zero percent yield loss and plans to standardize through traditional FEL and EPC partners.

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

0:00 · the hosts 42.8% · guest 57.2%0:00 · the hosts 42.8% · guest 57.2%3:00 · the hosts 55.5% · guest 44.5%3:00 · the hosts 55.5% · guest 44.5%6:00 · the hosts 22.1% · guest 77.9%6:00 · the hosts 22.1% · guest 77.9%9:00 · the hosts 15.5% · guest 84.5%9:00 · the hosts 15.5% · guest 84.5%12:00 · the hosts 11.5% · guest 88.5%12:00 · the hosts 11.5% · guest 88.5%15:00 · the hosts 10.2% · guest 89.8%15:00 · the hosts 10.2% · guest 89.8%18:00 · the hosts 8.2% · guest 91.8%18:00 · the hosts 8.2% · guest 91.8%21:00 · the hosts 42.1% · guest 57.9%21:00 · the hosts 42.1% · guest 57.9%24:00 · the hosts 6.5% · guest 93.5%24:00 · the hosts 6.5% · guest 93.5%27:00 · the hosts 68.9% · guest 31.1%27:00 · the hosts 68.9% · guest 31.1%
Sharpest disagreement ▶ 0:13 Reframing the premise of failure to value and emotional toll

Shreya gently reframes Lara's query about whether the build was going to crash down, asserting the true core dilemma was whether the personal toll and heavy capital expenditure were worth the risk.

 Hardest push from the hosts ▶ 13:35 Probing precise capital structure allocation

Lara pushes Shreya to move beyond high-level financing descriptions and provide exact percentage breakdowns between grants, equity, and debt.

 Biggest teaching moment ▶ 9:30 Explaining the identical lead times and fixed costs of scaling 10x vs 100x

Shreya educates the host on industrial project engineering realities, demonstrating why intermediate 10x scaling carries the same timeline and fixed tie-in costs without delivering revenue.

 The host holds their own ▶ 21:55 Synthesizing the systemic FOAK capital stack challenge

Lara demonstrates her domain expertise by analyzing the tension between venture capital and FOAK project finance and questioning the repeatability of complex financial stacks across sectors.
the scores for every segment, with the reasoning behind each
ChapterTopicThe hosts as informed peerGuest teachingGuest disagreementThe hosts pushing backWhy
Prologue: The High-Stakes Build in Grand Prairie, Alberta 3110 Lara introduces the cold open setting up the high-stakes build in Alberta, while Shreya recounts the intense team toll and self-doubt of building a first-of-a-kind system under tight seasonal deadlines.
Introduction to The Green Blueprint and Tough Tech Scaling 5200 Lara and Shreya collaboratively explain industrial separations using the accessible pasta strainer and diaper manufacturing analogies to illustrate energy-intensive evaporation.
From Academic Lab to Site Selection in Alberta 4200 Shreya explains transitioning from an MIT academic lab to commercial field trials, detailing the strategic rationale for choosing a distant but enthusiastic partner site in Alberta.
The Strategic Boardroom Decision: Scaling 10x vs. 100x 5411 Lara prompts Shreya to break down boardroom deliberations around 10x versus 100x scaling; Shreya explains why identical component lead times and fixed tie-in costs favored jumping straight to commercial scale.
Financing First-of-a-Kind Climate Tech Infrastructure 5401 Lara probes the financing strategy for a FOAK project; Shreya outlines discovering that traditional project finance was unavailable, necessitating an innovative blend of grants, equipment debt, and venture equity.
Operating as General Contractor and Design-Build Delivery 5300 Lara asks about EPC decisions, and Shreya details the deliberate choice to act as their own general contractor using design-build to accelerate delivery despite taking on cost overrun risks.
Overcoming Remote Logistics, Labor Costs, and Founder Doubt 3200 Shreya elaborates on unanticipated remote oil-sands labor dynamics, travel fatigue, and winter logistics, openly detailing the emotional strain on the startup team.
Addressing the Capital Stack Gap for Heavy Industry 7311 Lara demonstrates deep sector knowledge discussing structural capital stack deficiencies and repeatability across tech verticals, while Shreya notes the lack of unified vocabulary across diverse industrial offtakes.
Operational Milestone: 2,000 Operating Hours and Future Plans 4200 Lara asks about key takeaways and future trajectory; Shreya shares operational success surpassing 2,000 hours with zero percent yield loss and plans to standardize through traditional FEL and EPC partners.

Statements from this episode (10)

Assertion Supported
Dave: Separation steps account for 70% of chemical production costs
“So about 70% of the cost of producing a raw material or chemical is the separation step, and largely because of the energy that it consumes.”
Shreya Dave Nov 27, 2024 ▶ 3:53
Assertion Supported
Dave: Via Separations membrane cuts industrial separation energy use by 90%
“Which at the industrial scale is 90% lower energy, fully electrifiable, and more modular and therefore demand responsive.”
Shreya Dave Nov 27, 2024 ▶ 5:17
Insight
Dave: Hardware startups must be upfront about first-of-a-kind deployment risks
“When we were negotiating that contract, it was very Explicit to all of us that this was a first commercial system, that this was the first, that, that we'd never done this before, that we'd never delivered a project before. And some might look at that and say,…”
Shreya Dave Nov 27, 2024 ▶ 7:41
Insight
Dave: Component lead times make 10x scaling take as long as 100x
“The 10 X step, though, easier engineering was going to take just as long as getting to a hundred X because our lead time was defined by system components. When you purchase an electrical box or purchase a pump or purchase a component that has a long lead time,…”
Shreya Dave Nov 27, 2024 ▶ 10:15
Assertion Not checkable as stated
Dave: Hypothesized project finance for FOAK systems did not exist in 2022
“What I learned was that the project finance that I had hypothesized was out there for first of a kind systems was not.”
Shreya Dave Nov 27, 2024 ▶ 11:47
Disclosure
Dave: Via funded FOAK plant with 10% grants, loans, and equity
“The grant was roughly ten-ish percent and then it was roughly a fifty-fifty split after that.”
Shreya Dave Nov 27, 2024 ▶ 13:39
Disclosure
Dave: Via Separations acted as its own general contractor
“Well, we decided to be our own general contractor so that we could stay very close to the engineering, the EPC, the engineering procurement and construction phases of the project.”
Shreya Dave Nov 27, 2024 ▶ 14:03
Disclosure
Dave: Via Separations took on cost overage risk using time-and-materials contracts
“We didn't have a firm fixed price contract. So we were working on a time and materials basis with a number of different partners, all who contributed very important things to the project, which also left us as the sort of general contractor exposed to cost ove…”
Shreya Dave Nov 27, 2024 ▶ 16:27
Assertion Not checkable as stated
Dave: Very few climate tech companies operate at commercial scale
“There are very few climate tech companies who can say they're operating at commercial scale and that the customer is accepting the product.”
Shreya Dave Nov 27, 2024 ▶ 20:42
Opinion
Dave: Climate Finance Lacks Offtake Frameworks Beyond Solar and Wind
“We are starting to build the vocabulary and the talking points, but we're not quite there yet because we've historically really only done solar and wind.”
Shreya Dave Nov 27, 2024 ▶ 23:35
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