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# Lessons from Allison Pickens
- URL: https://www.antoinebuteau.com/lessons-from-allison-pickens/
- Published: 2026-06-05T21:18:52.000Z
- Updated: 2026-08-16T17:12:33.000Z
- Description: Allison Pickens, former Gainsight COO and co-author of The Customer Success Economy, helped shape the customer success playbook. Her frameworks show how scaling companies can manage retention, align operations, and move teams beyond reactive support.
- Author: Antoine Buteau
- Tags: Profile, Sales, GTM & Marketing Profiles

Allison Pickens is the founder and general partner of Allison Pickens Ventures, where she invests in AI, data infrastructure, and B2B software. A former COO of Gainsight and co-author of *The Customer Success Economy*, she also serves as an independent board director at dbt Labs. Her operating frameworks cover customer success, company building, leadership, and early-stage investing.

![Visual summary of operating lessons from Allison Pickens.](https://www.antoinebuteau.com/content/images/2026/06/lessons-from-allison-pickens-profile-infographic.webp)

### Part 1: The Evolution of Customer Success

1. **On CS 1.0 vs 2.0:** "Customer success has gone from a job function to a company-wide movement. It’s no longer just about keeping customers; it’s about driving recurring revenue growth through adoption and advocacy." — [*Source: \[The New Normal*](https://allisonpickens.substack.com/)*\]*
2. **On the Customer Success Economy:** "If leaders aren't integrating their digital offerings into a philosophy of Customer Success, they will be defeated in the next decade, because technical excellence and other traditional competitive advantages are becoming too easy to imitate." — [*Source: \[The Customer Success Economy*](https://www.wiley.com/en-us/The+Customer+Success+Economy%3A+Why+Every+Aspect+of+Your+Business+Model+Needs+A+Paradigm+Shift-p-9781119639532?ref=antoinebuteau.com)*\]*
3. **On the shift in customer power:** "Customer expectations are higher, customer power is greater, and holding onto customers is harder because they have so much choice." — [*Source: \[BMC Blog*](https://www.bmc.com/blogs/customer-success-economy/?ref=antoinebuteau.com)*\]*
4. **On defensive vs. offensive posture:** Customer Success must move from a defensive posture of merely preventing churn to an offensive strategy that actively drives growth through the existing customer base. — [*Source: \[Customer Success Collective*](https://www.customersuccesscollective.com/?ref=antoinebuteau.com)*\]*
5. **On the limits of customer support:** "Is this department reactive in its nature and doesn't come into the picture unless a red flag is raised? If your answer is yes, you are looking at customer support, which is very different from customer success." — [*Source: \[The New Normal*](https://allisonpickens.substack.com/)*\]*
6. **On predictable value delivery:** The goal of modern customer success is to create methodical, repeatable processes that predictably move a customer from an at-risk state to a healthy, value-realizing state. — [*Source: \[Gainsight Pulse*](https://www.gainsight.com/pulse/?ref=antoinebuteau.com)*\]*
7. **On the end of the traditional sales funnel:** The linear sales funnel is obsolete in a subscription economy; the "end" of the funnel is actually just the beginning of the next critical growth cycle. — [*Source: \[Customer Success Collective*](https://www.customersuccesscollective.com/?ref=antoinebuteau.com)*\]*
8. **On the obsolescence of technical excellence:** Because software is easier than ever to build and imitate, exceptional product features are no longer a sufficient moat without an accompanying strategy for customer outcomes. — [*Source: \[The Customer Success Economy*](https://www.wiley.com/en-us/The+Customer+Success+Economy%3A+Why+Every+Aspect+of+Your+Business+Model+Needs+A+Paradigm+Shift-p-9781119639532?ref=antoinebuteau.com)*\]*
9. **On the vision of the field:** "The vision that people had... for where customer success could go, felt sometimes light years ahead of where we all were." — [*Source: \[Gainsight Blog*](https://www.gainsight.com/blog/?ref=antoinebuteau.com)*\]*
10. **On perfectionism:** "Perfection is the enemy of progress and waiting to implement Customer Success until it’s perfect is a guaranteed approach to losing revenue." — [*Source: \[Gainsight Blog*](https://www.gainsight.com/blog/?ref=antoinebuteau.com)*\]*

### Part 2: Core Frameworks

1. **On the Helix Model:** The traditional funnel must be replaced by a Helix Model, where successful customers continuously loop back to provide renewal revenue, expansion opportunities, and advocacy for new logos. — [*Source: \[Customer Success Collective*](https://www.customersuccesscollective.com/?ref=antoinebuteau.com)*\]*
2. **On the Customer Success Equation:** The fundamental formula for the discipline is CS = CX + CO, meaning Customer Success requires both a great Customer Experience and measurable Customer Outcomes. — [*Source: \[Chargebee*](https://www.chargebee.com/?ref=antoinebuteau.com)*\]*
3. **On checking boxes without experience:** Checking all the operational boxes to deliver a technical outcome isn't enough if the customer's subjective experience of getting there was painful and frustrating. — [*Source: \[Chargebee*](https://www.chargebee.com/?ref=antoinebuteau.com)*\]*
4. **On great experience without outcomes:** A fantastic, friendly relationship with the customer without actually delivering the hard business value they paid for will not prevent them from eventually churning. — [*Source: \[Chargebee*](https://www.chargebee.com/?ref=antoinebuteau.com)*\]*
5. **On the "Elements" of CS:** To scale effectively, companies should treat CS like a "periodic table," mastering 16 specific elements such as Lifecycle Management and Product Experience to progress along a maturity curve. — [*Source: \[Gainsight Blog*](https://www.gainsight.com/blog/?ref=antoinebuteau.com)*\]*
6. **On mapping the maturity curve:** CS organizations naturally evolve through four stages: reactive firefighting, data-driven manual actions, proactive outcome delivery, and finally, prescriptive transformation. — [*Source: \[Gainsight Pulse*](https://www.gainsight.com/pulse/?ref=antoinebuteau.com)*\]*
7. **On the three types of leads:** A highly successful customer generates three distinct leads for the business: a renewal lead to protect ARR, an expansion lead for cross-sells, and an advocacy lead for referrals. — [*Source: \[Customer Success Collective*](https://www.customersuccesscollective.com/?ref=antoinebuteau.com)*\]*
8. **On the Risk Management Framework:** Customer risk can be categorized similarly to personal life risks, broken down into Context, Bad Habits, Pessimism, and Support/Health issues. — [*Source: \[Gainsight Blog*](https://www.gainsight.com/blog/?ref=antoinebuteau.com)*\]*
9. **On Context Risk:** This occurs when a customer is "born" into a sub-optimal situation, such as having a poor internal organizational setup or lacking fundamental product fit from day one. — [*Source: \[Gainsight Blog*](https://www.gainsight.com/blog/?ref=antoinebuteau.com)*\]*
10. **On Bad Habits Risk:** Customers exhibit bad habits when they fail to use the product as designed or stop engaging in the behaviors necessary to drive their own return on investment. — [*Source: \[Gainsight Blog*](https://www.gainsight.com/blog/?ref=antoinebuteau.com)*\]*
11. **On Pairing Objectives with Key Results:** Use an objective to capture why a goal matters and a key result to measure whether it happened. Metrics alone can be achieved in ways that undermine the longer-term goal; inspiration alone may never produce enough progress. — [*COO Alliance — Integrate Your Core Values with Allison Pickens*](https://cooalliance.com/podcasts/ep-75-gainsight-coo-allison-pickens/?ref=antoinebuteau.com)

### Part 3: Operationalizing Success and Managing Risk

1. **On Pessimism Risk:** This type of risk emerges when a customer develops a negative emotional state or poor sentiment toward the vendor, regardless of the software's actual functionality. — [*Source: \[Gainsight Blog*](https://www.gainsight.com/blog/?ref=antoinebuteau.com)*\]*
2. **On Support Risk:** This is the operational risk tied to high support ticket volumes, persistent technical bugs, and issues requiring constant manual intervention from the vendor. — [*Source: \[Gainsight Blog*](https://www.gainsight.com/blog/?ref=antoinebuteau.com)*\]*
3. **On Time-to-Value (TTV):** "Obsessively improve time to value... for SaaS companies, it's the length of the subscription." — [*Source: \[The New Normal*](https://allisonpickens.substack.com/)*\]*
4. **On the trap of high-complexity use cases:** Companies often fail during onboarding by tackling the most complex, low-impact workflows first; they should instead focus on quick wins to build immediate momentum. — [*Source: \[The Customer Success Economy*](https://www.wiley.com/en-us/The+Customer+Success+Economy%3A+Why+Every+Aspect+of+Your+Business+Model+Needs+A+Paradigm+Shift-p-9781119639532?ref=antoinebuteau.com)*\]*
5. **On Scorecards and CTAs:** Teams should operationalize risk management by using automated Scorecards that trigger specific Calls to Action (CTAs) for Customer Success Managers to execute. — [*Source: \[Medium*](https://medium.com/?ref=antoinebuteau.com)*\]*
6. **On tracking specific behaviors:** To ensure predictable value delivery, companies must track specific product adoption habits that statistically signal a customer is deriving real business value. — [*Source: \[Substack*](https://allisonpickens.substack.com/)*\]*
7. **On Regrettable vs. Non-Regrettable Churn:** "It might be that you made execution mistakes... but you might decide it's not worth it to try to improve that execution based on the strategy of your company." — [*Source: \[The New Normal*](https://allisonpickens.substack.com/)*\]*
8. **On identifying root causes:** "One way in which they \[companies\] might think about it too superficially is they might note things, root causes that are outside of their control." — [*Source: \[SaaStr Podcast*](https://www.saastr.com/category/podcast/?ref=antoinebuteau.com)*\]*
9. **On payment failure leaks:** "Payment failures are the #1 cause of preventable churn. If you don't have a world-class recovery process, you're leaving massive money on the table." — [*Source: \[The New Normal*](https://allisonpickens.substack.com/)*\]*
10. **On M&A as an expansion opportunity:** "When your customer gets acquired by another company, that is not an obvious churn or like an inevitable churn reason. It might be an opportunity to expand your deployment." — [*Source: \[SaaStr Podcast*](https://www.saastr.com/category/podcast/?ref=antoinebuteau.com)*\]*

### Part 4: The Role of the Customer Success Manager

1. **On the CSM as a "quarterback":** The Customer Success Manager should act as the quarterback for the account, orchestrating the customer's journey across all internal departments. — [*Source: \[Gainsight Blog*](https://www.gainsight.com/blog/?ref=antoinebuteau.com)*\]*
2. **On consultative processes:** "Customers shouldn't just be talked at. They can bring a lot more to the table, and organizations should indulge in a consultative process with them." — [*Source: \[Chargebee*](https://www.chargebee.com/?ref=antoinebuteau.com)*\]*
3. **On being "nice and strong":** A great CSM must be both empathetic and authoritative; they must be brave enough to be prescriptive with customers rather than just acting as a helpful assistant. — [*Source: \[Gainsight Pulse*](https://www.gainsight.com/pulse/?ref=antoinebuteau.com)*\]*
4. **On the "Service" Trap:** A highly capable CS team can inadvertently hinder product development by manually patching over UX issues that should be fundamentally solved within the software itself. — [*Source: \[SaaStr Annual*](https://www.saastr.com/?ref=antoinebuteau.com)*\]*
5. **On the human element in SaaS:** "Customer Success is simply realizing that your company is made up of humans, and your customers are humans, and you're all just trying to win together." — [*Source: \[The Customer Success Economy*](https://www.wiley.com/en-us/The+Customer+Success+Economy%3A+Why+Every+Aspect+of+Your+Business+Model+Needs+A+Paradigm+Shift-p-9781119639532?ref=antoinebuteau.com)*\]*
6. **On CSMs as investigative journalists:** When diagnosing churn, CSMs must adopt the mindset of an investigative journalist, digging past the superficial reasons a customer gives to find the systemic root cause. — [*Source: \[Gainsight Gamechanger Podcast*](https://www.gainsight.com/?ref=antoinebuteau.com)*\]*
7. **On the ROI of Customer Success:** "The number-one question that keeps most VPs of Customer Success up at night is: 'What's the ROI of Customer Success?'" — [*Source: \[SaaStr Podcast*](https://www.saastr.com/category/podcast/?ref=antoinebuteau.com)*\]*
8. **On the limits of the CSM's power:** "In reality, it takes a village to renew and upsell a customer. Customer Success can't take full credit." — [*Source: \[Gainsight Blog*](https://www.gainsight.com/blog/?ref=antoinebuteau.com)*\]*
9. **On benchmarking as a tactic:** "A very successful tactic is to show a customer where they are in terms of benchmarking with other companies that are like them." — [*Source: \[The New Normal*](https://allisonpickens.substack.com/)*\]*

### Part 5: Organizational Design and Alignment

1. **On "Flipping the Org Chart":** Instead of handing customers off sequentially between siloed departments, the org chart should be rotated 90 degrees so all functions support the customer simultaneously across their journey. — [*Source: \[Chargebee*](https://www.chargebee.com/?ref=antoinebuteau.com)*\]*
2. **On CS Operations (CS Ops):** Just as Sales teams rely on Sales Ops, Customer Success teams require a dedicated CS Ops function to manage data, instrument scalable processes, and handle capacity planning. — [*Source: \[LearnExperts*](https://learnexperts.ai/?ref=antoinebuteau.com)*\]*
3. **On Customer Engineering Teams:** To prevent reinventing the wheel for every client, companies should build Customer Engineering teams to automate onboarding and ensure a highly predictable technical implementation. — [*Source: \[Customer Bliss*](https://www.customerbliss.com/?ref=antoinebuteau.com)*\]*
4. **On defining departmental charters:** Every department must operate with a clearly defined charter that dictates their specific metrics, daily activities, and cross-functional dependencies to avoid overlapping efforts. — [*Source: \[Gainsight Blog*](https://www.gainsight.com/blog/?ref=antoinebuteau.com)*\]*
5. **On the RACI Framework for CS:** To prevent dropped balls, companies must use a RACI matrix to clearly delineate ownership between Sales, Product, Engineering, and CS for every phase of the customer lifecycle. — [*Source: \[Gainsight Blog*](https://www.gainsight.com/blog/?ref=antoinebuteau.com)*\]*
6. **On the "Blame Game" around churn:** Churn should never be treated solely as a Customer Success failure; it must be viewed without fear as a company-wide learning opportunity to improve the overall product and process. — [*Source: \[SaaStr Annual*](https://www.saastr.com/?ref=antoinebuteau.com)*\]*
7. **On aligning CS with Product Marketing:** Customer Success and Product Marketing are becoming the primary drivers of growth in mature SaaS companies and must operate in lockstep. — [*Source: \[SaaStr Annual*](https://www.saastr.com/?ref=antoinebuteau.com)*\]*
8. **On shared accountability for adoption metrics:** Accountability for product adoption metrics cannot rest on CS alone; it must be shared evenly between Customer Success and Product Management. — [*Source: \[SaaStr Annual*](https://www.saastr.com/?ref=antoinebuteau.com)*\]*
9. **On breaking down data silos:** Product and CS teams must share the exact same telemetry data so that the product roadmap is directly informed by actual customer usage and friction points. — [*Source: \[The Customer Success Economy*](https://www.wiley.com/en-us/The+Customer+Success+Economy%3A+Why+Every+Aspect+of+Your+Business+Model+Needs+A+Paradigm+Shift-p-9781119639532?ref=antoinebuteau.com)*\]*
10. **On Protecting Zero-to-One Work Inside a Large Company:** Give fledgling products a small tiger team and carve the initiative into the broader OKR system so bureaucracy and mature priorities do not smother it. — [*COO Alliance — Integrate Your Core Values with Allison Pickens*](https://cooalliance.com/podcasts/ep-75-gainsight-coo-allison-pickens/?ref=antoinebuteau.com)
11. **On Designing Meetings for Preparation and Accountability:** Put a silent pre-read inside the meeting and invite only the minimally necessary people. This removes the excuse that preparation happened elsewhere and keeps ownership of follow-up actions clear. — [*COO Alliance — Integrate Your Core Values with Allison Pickens*](https://cooalliance.com/podcasts/ep-75-gainsight-coo-allison-pickens/?ref=antoinebuteau.com)

### Part 6: Go-to-Market Strategy and Category Creation

1. **On category creation as a self-fulfilling prophecy:** "Category creation becomes a self-fulfilling prophecy. When you're able to both identify the disease and deliver the cure—it creates a defensible moat." — [*Source: \[Sapphire Ventures*](https://sapphireventures.com/?ref=antoinebuteau.com)*\]*
2. **On cross-functional vision:** "Category creation requires more than a game-changing product or an interesting tagline. It takes a powerful, consistent vision that you drive throughout all aspects of your business." — [*Source: \[Sapphire Ventures*](https://sapphireventures.com/?ref=antoinebuteau.com)*\]*
3. **On "riding the wave":** "Category creation is kind of a funny term... you would hope not to have to create a category, or create a wave, but rather to see a wave coming and kind of ride it." — [*Source: \[Chargebee*](https://www.chargebee.com/?ref=antoinebuteau.com)*\]*
4. **On tracking B2B virality:** "Companies don't track virality in B2B companies. In the B2B world, we know that word of mouth is hugely impactful, but we don't track it." — [*Source: \[Chargebee*](https://www.chargebee.com/?ref=antoinebuteau.com)*\]*
5. **On when to hire the first CS lead:** A founder should hire their first dedicated Customer Success lead around the $1M ARR mark, precisely when they can no longer personally manage every customer relationship. — [*Source: \[SaaStr Annual*](https://www.saastr.com/?ref=antoinebuteau.com)*\]*
6. **On segmenting customers:** Customers should be segmented not just by their current spend, but by their potential future value, to accurately determine whether they require a High-Touch or Tech-Touch engagement model. — [*Source: \[SaaStr Annual*](https://www.saastr.com/?ref=antoinebuteau.com)*\]*
7. **On scaling and retention readiness:** "If you're growing fast but your renewal rates are low or volatile, you may not in fact have a real business." — [*Source: \[Allison Pickens Website*](https://www.allisonpickens.com/?ref=antoinebuteau.com)*\]*
8. **On strategy vs sales:** "When I think of account management, I think of commercial selling. When I think of success management, I'm thinking about advocacy and things we're doing to make the customer successful, without a focus on short-term sales." — [*Source: \[The Customer Success Economy*](https://www.wiley.com/en-us/The+Customer+Success+Economy%3A+Why+Every+Aspect+of+Your+Business+Model+Needs+A+Paradigm+Shift-p-9781119639532?ref=antoinebuteau.com)*\]*
9. **On aligning segmentation with Sales:** As an organization scales, it is critical that the segmentation model used by Customer Success aligns perfectly with the Sales team's structure to eliminate friction during handoffs. — [*Source: \[Gainsight Blog*](https://www.gainsight.com/blog/?ref=antoinebuteau.com)*\]*

### Part 7: Leadership, Culture, and Board Management

1. **On taking ownership of messaging:** "Take ownership of your messaging as the founder... downloading your brain is probably one of the most scalable things that you can do." — [*Source: \[The New Normal*](https://allisonpickens.substack.com/)*\]*
2. **On the timing of hiring a Chief of Staff:** Founders routinely make the mistake of hiring a Chief of Staff too late; this role is crucial for preparing the executive team and ensuring meetings focus on the right topics. — [*Source: \[The New Normal*](https://allisonpickens.substack.com/)*\]*
3. **On utilizing independent board members:** A highly functioning board is a secret weapon, and independent board members should be strategically utilized to help navigate thorny discussion points and resolve conflict. — [*Source: \[The New Normal*](https://allisonpickens.substack.com/)*\]*
4. **On managing employee energy:** "Ask your staff to self-identify where they get their energy from and what causes them to have lower energy. It helps you understand how you could best set them up for success." — [*Source: \[The New Normal*](https://allisonpickens.substack.com/)*\]*
5. **On humility and building trust:** "That humility \[to admit mistakes\] can really help build the trust that ends up building your business." — [*Source: \[The New Normal*](https://allisonpickens.substack.com/)*\]*
6. **On rotating metrics in meetings:** To prevent executives from running on autopilot, leaders should rotate which OKR is reviewed each week as a forcing function to trigger deeper, more critical thinking. — [*Source: \[The New Normal*](https://allisonpickens.substack.com/)*\]*
7. **On integrating values into decision-making:** "Values need not just be posters in your office walls. How can you integrate them into your decision-making process?" — [*Source: \[Allison Pickens Website*](https://www.allisonpickens.com/?ref=antoinebuteau.com)*\]*
8. **On integrity:** "Integrity is a non-negotiable aspect of any role and it's a critical criterion for assessing someone's performance." — [*Source: \[Allison Pickens Website*](https://www.allisonpickens.com/?ref=antoinebuteau.com)*\]*
9. **On practicing calm as a daily intention:** "Calm is also contagious, but it's a daily intention and practice." — [*Source: \[The New Normal*](https://allisonpickens.substack.com/)*\]*
10. **On Listening Before Proving Value:** A new COO should resist rushing to demonstrate impact. Start with a listening tour across the CEO, board, and team so that value is grounded in the company's actual context. — [*How to Be a Great COO*](https://allisonpickens.substack.com/p/the-rise-of-the-coo-role-revisited)
11. **On Playing Back What You Heard:** After a listening tour, summarize the themes back to employees before announcing solutions. Being heard builds trust even when every request cannot become an immediate priority. — [*How to Be a Great COO*](https://allisonpickens.substack.com/p/the-rise-of-the-coo-role-revisited)
12. **On Hiring Versatile Early-Stage Operators:** In a small company, reduce hiring risk by favoring generalists who draw energy from many kinds of work and stay persistent across changing needs. — [*COO Alliance — Integrate Your Core Values with Allison Pickens*](https://cooalliance.com/podcasts/ep-75-gainsight-coo-allison-pickens/?ref=antoinebuteau.com)
13. **On Structured Skip-Level Listening:** Use small cross-company roundtables and ask each participant for one concern, one pleasant surprise, or one wish. A repeatable prompt surfaces information that rarely reaches leaders through hierarchy alone. — [*COO Alliance — Integrate Your Core Values with Allison Pickens*](https://cooalliance.com/podcasts/ep-75-gainsight-coo-allison-pickens/?ref=antoinebuteau.com)

### Part 8: The "New Normal", AI, and Investing

1. **On AI as a force multiplier:** AI is fundamentally shifting Customer Success by enabling "Digital CSMs"—intelligent agents capable of executing scaled outreach and hyper-personalized proactive engagement. — [*Source: \[The New Normal*](https://allisonpickens.substack.com/)*\]*
2. **On predictive vs reactive success via AI:** The implementation of AI is accelerating the transition from a reactive posture to a truly predictive one, allowing companies to intercept customer needs before they manifest as issues. — [*Source: \[The New Normal*](https://allisonpickens.substack.com/)*\]*
3. **On continuous learning:** "The new normal is continuous learning... what a person already knows matters less than how quickly and willingly they can learn what they do not yet know." — [*Source: \[India Times*](https://indiatimes.com/?ref=antoinebuteau.com)*\]*
4. **On evaluating founders for "People-Market Fit":** Beyond product-market fit, investors must evaluate founders for People-Market Fit, looking for a unique, deeply personal connection to the problem they are attempting to solve. — [*Source: \[Substack*](https://allisonpickens.substack.com/)*\]*
5. **On Product-Outcomes Fit:** Rather than settling for basic product-market fit, successful companies achieve Product-Outcomes Fit by demonstrating clear, quantifiable return on investment for their buyers. — [*Source: \[Substack*](https://allisonpickens.substack.com/)*\]*
6. **On the CEO as a resource allocator:** "Think of a CEO's job at the end of the day as resource allocation. You're trusted by your shareholders with resources. What do you do with these resources to create the most value?" — [*Source: \[Substack*](https://allisonpickens.substack.com/)*\]*
7. **On proving ROI in the current macro environment:** "ROI is the outcome that customers are expecting. In this macro environment, every CFO is looking at the ROI they get from every software investment." — [*Source: \[Substack*](https://allisonpickens.substack.com/)*\]*
8. **On focusing on strengths:** "Don't focus on things you're not good at. Focus on the things that you are good at and keep getting better at them." — [*Source: \[Ecosystems*](https://ecosystems.io/?ref=antoinebuteau.com)*\]*
9. **On the product as a channel for delivering insights:** "The product itself is a channel to the customer... historically, companies thought insights had to be delivered via human, but if people are logging into the product every day, that’s the place to showcase ROI." — [*Source: \[Allison Pickens Website*](https://www.allisonpickens.com/?ref=antoinebuteau.com)*\]*
10. **On Treating Sustained Long Hours as a Diagnostic:** Strong metrics plus chronically long hours can conceal weak fundamentals such as poor product-market fit, bad positioning, weak systems, or organizational misalignment. — [*A Contrarian Take on Working Long Hours*](https://allisonpickens.substack.com/p/a-contrarian-take-on-working-long)
11. **On Spending the Highest-ROI Hour Building Systems:** The best hour of work often creates a scalable system that eliminates repeated effort. Rewarding visible hours and incremental wins can crowd out this less visible, higher-leverage work. — [*A Contrarian Take on Working Long Hours*](https://allisonpickens.substack.com/p/a-contrarian-take-on-working-long)
12. **On Embedding AI in Real Workflows:** The durable value of generative AI will come from purpose-built applications embedded in day-to-day work, where workflow context makes the model useful—not from novelty-driven standalone experimentation. — [*Generative AI: What's Hype and What's Real*](https://allisonpickens.substack.com/p/generative-ai-whats-hype-and-whats)