Building Revenue Engines that Scale: Lessons on Forecasting, Alignment and Multi-Product Complexity
A conversation with Jeff Perry
Executive Summary
This article unpacks the operational blueprint behind scaling a revenue org from $15M to $500M+ ARR, while steering three parallel businesses at once. It’s distilled from an in-depth conversation with Jeff Perry, Chief Revenue Officer at Carta, who brings more than two decades of GTM leadership experience across Oracle, DocuSign, and Carta.
Readers will learn:
- How Jeff’s career evolved through three distinct phases: growth, scale, and building
- What the “What’s Your Gut?” forecasting method reveals about improving accuracy
- Why cross-functional alignment is the real competitive advantage in revenue operations
- How to manage multi-product complexity with different ICPs and buying motions
- The characteristics that separate great sellers and managers from good ones
- Where AI fits (and doesn’t fit) in modern revenue operations
The Journey: Three Career Arcs That Shaped a Revenue Leader
1. Oracle: The Growth Phase
Jeff started his career at Merrill Lynch depositing physical stock certificates—ironic given he now leads Carta, the company eliminating physical certificates.
After a brief stint, he spent many years at Oracle where he learned:
- Sales fundamentals through structured training programs
- Leadership principles by observing great (and not-so-great) mentors
- Scale operations as Oracle grew from 30,000 to 120,000 employees
2. DocuSign: The Scale Phase
Jeff made what many considered a lateral or downward move: from leading 250+ AEs at Oracle to managing a 20-person SMB team at DocuSign. Why he did it: He needed to prove he could operate in a smaller, scrappier environment where:- You’re hands-on with planning and execution
- Resources aren’t automatic
- You build the machine, not just run it
3. Carta: The Building Phase
Jeff joined Carta in late 2018 when the company was at ~$15M ARR with 275 employees. Today:- $500M+ ARR
- 1,800 employees
- Three distinct businesses operating under one roof
“Sometimes you have to get one door opened up to lead to the next door. Oracle opened the DocuSign door. DocuSign opened the Carta door.” — Jeff Perry
The Multi-Product Challenge: Managing Three Companies Inside One
- Venture-backed companies
- Venture Capital firms
- Private Equity
The Growth Strategy: Classic Spreadsheet-to-Software
Carta’s playbook:- Identify a spreadsheet problem (cap tables, back office GL, ownership tracking)
- Build software to solve it
- Add adjacent products that create cross-sell and upsell opportunities
“I can’t have one AE that sells cap tables to venture-backed C-Corps and fund administration to private equity firms. We’ve built teams within that align to the ICPs” — Jeff Perry
Building Multi-Segment GTM Systems Without Chaos
Each market Carta serves has its own logic:
- Startups care about cap tables, compensation benchmarks
- Venture firms care about GL automation, fund admin
- Private equity teams want scenario modeling and ownership accuracy
The Challenge
Different products have different:
- ICPs (leading to data segmentation issues)
- Sales cycles (transactional vs. enterprise)
- Buyer journeys
- Conversion benchmarks
Example issue:
A prospect reaches out to Jeff about their product. Jeff searches the CRM. The company isn’t there.
Why? They were doing business under a different name. The data doesn’t connect.
The RevOps Implication:
As you add products with different ICPs, you can’t force unified systems. You need:
- Separate sales teams aligned to buyer personas
- Different quota structures
- Distinct sales motions (transactional vs. enterprise)
The "Don't Lose Alone" Philosophy: Why Lone Rangers Fail
- You limit your access to support and expertise
- Leadership lacks visibility to help you close
- You give yourself a lower probability of winning
- You don’t build career capital beyond the one deal
Your future relationship builders are the SDRs learning your business today. If you automate away those roles, you lose the talent pipeline that becomes your future AEs and managers.“It does no good to be at the end of a quarter and say, I delivered this X hundred K deal and be the hero. You give yourself a better chance to win by involving the right people along the way.” — Jeff Perry
Cross-Functional Alignment: The Secret Competitive Advantage
Carta’s gone from 275 employees in 2018 to ~1800 today. Alignment usually decays with scale. But Jeff argues the opposite is possible, if leaders treat every metric like a shared asset.
Marketing isn’t feeding leads to sales.
Marketing and sales are feeding the same revenue engine.
“Nicole, Carta’s CMO, doesn’t look at it as Jeff’s revenue number. She sees it as our revenue number.” — Jeff Perry
Sales + Marketing: One Team, One Number
The old model:
- Marketing owns lead generation
- Sales owns revenue
- Finger-pointing when numbers miss
New model:
- Shared pipeline ownership
- Joint accountability for closed revenue
- Integrated planning across demand gen and sales capacity
- No classic sales-marketing friction
Product isn’t building in a vacuum.
Product is reacting to customers at lightning speed.
He describes a moment at a Napa event:
Prospects gave feedback at 11am.
By evening the CPO confirmed engineers were already building on it.
That’s alignment at operational speed.
RevOps as the Connective Tissue
Jeff’s perspective on where RevOps fits: It depends on company culture and structure, but:
RevOps often has the clearest view of:
- The buyer journey
- Data flow across systems
- Change management needs
- Narrative resonance through metrics
Many CEOs include RevOps in the small leadership group for exactly these reasons.
The "What's Your Gut?" Forecasting Method
The problem with traditional forecasting is that most forecast calls involve:
- Best case scenarios
- Worst case scenarios
- Commit numbers
The result: Sandbagging, over-optimism, manager anxiety, and hidden deals.
Instead, he starts with a simple, disarming prompt:
“On January 2nd, if we sit down and we’re going to have a beer and celebrate you having a great quarter — just tell me, where do you think you land?” — Jeff Perry
It sounds casual, almost too casual for forecasting. That’s the trick. The question bypasses the usual performance armor, no pressure to justify a number. Just a grounded, human read on the quarter.
How Carta Put It Into Practice:
- Managers share their gut feel during forecast calls
- No pressure to commit to the number
- Review gut vs. actual after quarter closes
- Build pattern recognition over time
Experienced sellers have incredible intuition. Data shows trends, but gut feel reveals reality.
What Separates Good from Great
Great Sellers: The Hustle Factor
It’s not about tactics. It’s about an intangible drive. Characteristics:- Put themselves in uncomfortable situations
- Come to you with problems (and solutions in progress)
- The whole team can feel their energy
- Find ways to win, no matter what
Great Managers: Think Bigger Than Their Team
Stop being the person who only protects AEs. Start thinking about the business, the organization, and long-term impact. Many first-time managers are promoted off the team they now lead. They’re managing former peers. The instinct: Say “yes” to every AE request to maintain relationships. The requirement: Balance team advocacy with company needs. The answer can’t always be “yes.”You can’t just be the ‘I’m only and always just protecting the AEs.’ You have to think differently and bigger about the business, your team, the organization as a whole. — Jeff Perry
Deal Strategy: Multi-Threading Beats Strong Champions
The question:
What wins more — a strong champion but single-threaded, or a weak champion with multiple engaged stakeholders?
Jeff’s answer:
Weak champion with multi-threading.
Why:
- Transparency and exposure increase win rates
- Multi-threading turns weak champions into strong ones
- Single-threaded deals are vulnerable to champion departure
- More relationships = more trust = more paths to close
AI: Hype vs. Reality in Revenue Operations
Jeff’s view is grounded, not breathless.
AI will automate a lot.
AI will inform tons of decisions.
But AI cannot replace the relationship.
“The core ingredient in sales is trust and credibility. That can’t be automated.” — Jeff Perry
Enterprise buyers — especially CFOs of billion-dollar firms — don’t buy software the way people buy headphones on Amazon.
Post-sale delivery and ongoing engagement. That doesn’t happen without people.
Carta’s AI Strategy: The 3-Minute Video Rule
The problem:
AI sprawl. Different functions buying different tools with no connective strategy.
CEO Henry Ward’s mandate:
If you want to buy an AI tool, you must:
- Create a 3-minute (or less) video demo
- Explain what it does and the problem it solves
- Answer: Should we build this ourselves or buy it?
What this accomplishes:
- Weeds out low-value tools (if you won’t make the video, it’s not important)
- Prevents duplicate investments across departments
- Surfaces “snake oil” solutions quickly
- Forces build vs. buy analysis
“The amount of demos we’ve been doing with some of these AI tools—my leader’s like, get off the phone. These are things our AEs can do in an hour. They build the same formula in N8N and they’ve got it.” — Jeff Perry
Conclusion: Why These Lessons Endure
Jeff Perry’s journey from Oracle to DocuSign to Carta illustrates a fundamental truth about revenue leadership:
Success at scale requires systems, not heroics.
Whether you’re managing one product or three businesses, the principles remain:
- Forecasting that combines data with human intuition
- Alignment that breaks down silos and creates shared accountability
- Data that becomes cleaner and more actionable as you grow
- Teams built on trust, transparency, and collective success
- Technology that enhances human relationships, not replaces them
If your organization is struggling with:
- Forecast accuracy and visibility
- Multi-product or multi-segment complexity
- Cross-functional silos
- Data governance at scale
- AI tool sprawl
- Developing future revenue leaders
Then the frameworks Jeff shared aren’t optional. They’re the operating system for how you build, scale, and sustain a revenue engine that works.
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More Resources
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