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May 18, 2026

The Rebuild Moment: Why Most SaaS CEOs Are Sequencing AI Wrong | Tom Scott, Wrike

Proof of Work — Episode 097
Why Most AI Spending Never Reaches the P&L
Jimmy Bijlani, AI Momentum Partners
00:00
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Tom Scott, CEO of Wrike, joins Stu Willson to walk through what he calls "the rebuild moment" — the actual operating playbook for a $250M+ ARR SaaS company navigating the AI transition from inside the seat. The conversation covers what's actually defensible in enterprise software when coding agents can clone a UI in a weekend, why most CEOs are sequencing the AI rebuild incorrectly, how Tom reversed his own delegation model to consolidate decision-making for speed, and what diligence questions PE investors should be asking that almost none are. Tom also walks through the J-curve of AI transformation inside Wrike's own engineering and marketing functions, including a marketing case study with concrete numbers (3x article output, 87% faster account research, 50–75% faster gated-asset production).

Keywords: Stu Willson, Stuart Willson, Just Curious, Pluris, Tom Scott, Wrike, SaaS AI, enterprise software AI, AI transformation, work management AI, AI agents enterprise, system of agency, MCP infrastructure, governance AI, J-curve AI, seat-based pricing, AI pricing models, PE software AI, private equity software, CEO playbook AI, AI rebuild, personal disruption, subtract before add, mid-market SaaS

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chapters
19 marks
00:00
Intro
01:00
Who is Tom Scott / what is Wrike
02:11
Should SaaS CEOs be bearish on SaaS in an AI world?
05:11
Commoditization: what AI flattens vs. what survives
07:01
What's actually defensible: "Know your customer"
08:51
System of record vs. system of agency
11:02
Accruing memory: where the value of agent training accrues
12:39
What Wrike is doing internally: agency, MCP, governance investments
15:27
Will Microsoft / OpenAI / Anthropic just own this layer?
17:50
The future of seat-based pricing (and Apex)
20:25
What "rebuild the company" actually means
23:43
What happens to companies that don't rebuild
25:08
Why hands-on personal disruption is non-negotiable
28:56
The first thing Tom changed: his own approach
31:29
The 5-step rebuild playbook
35:37
AI's impact on engineering velocity (25% Q4 lift)
36:36
Where most CEOs get the sequence wrong
38:30
Inside Wrike's marketing transformation: real numbers
41:26
Advice for $100M–$250M+ company CEOs starting today
42:51
The leader asking you to slow down: how Tom responds
44:46
Failure of imagination and the real source of resistance
47:30
The PE playbook under pressure: new diligence questions
51:25
ROI timeline and the J-curve in practice
54:39
Offense vs. defense in an AI-disrupted category
56:02
What separates the winners from the deconstructed
57:07
Advice for CEOs over the next 12 months
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