Click for Takeaways: Managing Finance Behind Hollywood Stories
- The investor-to-operator shift: As an investment professional, Diya Sagar treated financial analysis as both input and output, but as a first-time CFO she learned that finance is “a driving force, but not the driving force,” with vision and creative ambition setting the direction before spreadsheets weigh in.
- The hits-driven math: In a portfolio where one breakout can change the company’s trajectory but multiple misses won’t sink it, AWA takes numerous shots each year while managing sunk costs per project, an asymmetric risk profile that mirrors venture capital more than traditional media budgeting.
- The ultimate model timeline: Every graphic novel requires upfront investment that will always exceed book sales revenue, with a two-to-four year development window before the IP reaches film or TV, meaning ROI on winners must also cover losses on projects that never make it to screen.
- The 100% IP era: Every one of 2024’s top 10 highest-grossing films in North America was based on existing intellectual property, validating AWA’s strategy of birthing original stories in graphic novels first and developing them toward Hollywood deals second.
- Creator-first economics: Creators are the first line item in every budget, with compensation and royalty shares locked in before anything else is constructed around a project, and if the deal isn’t attractive enough for the talent, the project simply doesn’t proceed.
What does entertainment FP&A look like when the company publishes graphic novels, develops film and TV properties, and bets on creative talent the way a venture fund bets on founders?
In practice, it means operating inside a studio finance model that funds ideas years before they generate meaningful returns, while managing the asymmetric upside of a hits-driven portfolio.
Diya Sagar didn’t plan to answer that question from inside the building. As an investment professional at James Murdoch’s Lupa Systems, she evaluated media companies from the outside, attended board meetings, and formed views on performance through financial analysis. When Lupa invested in AWA Studios from day one, Sagar worked on fundraising rounds and watched the business take shape from across the table. Then she crossed it.
“I decided to take the operator role because I wanted to be part of building something from the ground up. I felt that I could use my own experience to really impact the company. And because I knew the business so well, this was a case where I wasn’t going to be surprised by anything.”
She was, though. Not by the company, but by the nature of the work itself.
“As an investor, numbers are an input and an output. I would use my financial analysis to form a view on how a business was performing and what future expectations should be. As an operator, I realized that I have to be laser focused on the actions necessary to line up numbers with what’s actually achievable by the company. I feel, in some ways, like I’ve moved from abstract into reality.”
That shift in perspective reshaped how Sagar thinks about the role of finance in a creative business, a form of creative risk finance where timing, optionality, and long-tail IP value matter more than quarterly neatness. She came in believing finance should be the driving force, that a company should keep reacting to its own financial results to reach a positive outcome. She had to unlearn that.
“The vision and dreams of the company have to be tabled first. And the role of finance is to either help make that vision possible or to explain clearly why a particular idea shouldn’t be pursued.”
Creator-First Means Creators Are the First Line Item
At AWA, “creator-first” is not a brand statement. It is a budget constraint.
Every project begins with the same question: can the company offer an attractive deal to the creators involved? That means locking in compensation and royalty structures before constructing anything else around a project. “Creators are actually the first input,” Sagar said. “We have to first agree on the amounts that we can compensate every creator and how they can earn a share of royalties in success. And then everything else is constructed around that.”
If the economics don’t work for the talent, the project doesn’t proceed. Period. This is a meaningful structural choice for a company operating in an industry where the economics of intellectual property have never been more central to Hollywood’s business model. Parrot Analytics data shows that 71% of the top 66 movies to earn at least $100 million domestically over the past three years were part of established franchises. Meanwhile, every single one of 2024’s top 10 highest-grossing films in North America was based on existing IP. The appetite for source material is enormous. But for independent publishers like AWA, the question is whether you can attract and retain the creators who produce that source material in the first place.
The Portfolio Logic of a Hits-Driven Business
Sagar describes AWA as a “hits-driven business,” and the portfolio math behind that label is counterintuitive. In most industries, a few failures can threaten the company. At AWA, the asymmetry runs the other way.
“One hit can change the trajectory of our company in a drastically positive manner, but multiple ideas that fall flat don’t actually negatively impact us by nearly the same magnitude,” she said. “That gives us the ability to take multiple shots each year.”
“The analogy we often draw is like in sports where it’s always desirable to have more shots on goal as opposed to fewer.”
The caveat is sunk cost management, which sits at the heart of the studio finance model. Each project requires upfront investment for creators, physical production, and marketing, and that spend will always exceed what the company can earn from book sales alone. So the real discipline is sizing each bet appropriately.
Take AWA’s graphic novel, written by MMA fighter Ronda Rousey, who has 30 million social media followers. Or The Lost Lands of Oz, a sequel to The Wizard of Oz that carries a built-in global audience. “Because these fan bases are built in from the start, these books get a market reaction immediately, and Hollywood studios tend to enter into discussions with us quickly thereafter,” Sagar said.
The broader market validates this IP-first strategy. According to ICv2, total comics and graphic novel sales in the U.S. and Canada reached $1.94 billion in 2024, up 4% from 2023 and up 73% from pre-pandemic 2019 levels. That growth is driven in part by the transmedia feedback loop: when a live-action adaptation of an indie property premiered in late 2024, its source graphic novel surged from rank 480 to rank 7 on a major online retailer within 48 hours, according to Mordor Intelligence’s analysis of the comic book market.
The Ultimate Model: From Page to Screen Economics
The financial architecture behind AWA’s business is what Sagar calls the “ultimate model,” and it stretches years beyond the publication date of any single book.
“Every graphic novel requires an upfront investment to pay the creators and to get the books physically produced and printed, followed by ongoing marketing spend to build audience awareness,” she explained. “That investment will always exceed the revenue we can make from book sales.”
The real payoff comes two to four years later, when the story is developed into a film or TV property. This timeline is the defining feature of creative risk finance: the streams include rights fees, producer fees, and potentially a share of backend profits if the project breaks out in Hollywood.
“So the most important variables are the all-in development spend needed to get a project off the ground and the level of fees that we’re estimating it will generate several years down the line,” Sagar said. “And the ROI needs to be sufficient to also cover the losses on projects that don’t make it in Hollywood.”
“Until we deliver a big hit, we’ll likely keep spreading our bets.”
This is why AWA maintains heavy genre diversification across its publishing slate. Right now, horror and crime are performing well with audiences, so the company leans into those. But the timing of any individual project’s Hollywood payoff is, by Sagar’s own admission, the hardest variable to control. “Those graphic novels that pay off from film and TV will come frankly whenever Hollywood decides.”
The global entertainment and media industry provides a massive addressable market for that patience to play out. PwC’s Global Entertainment & Media Outlook projects the industry will reach $3.5 trillion in revenue by 2029, growing at a 3.7% compound annual growth rate, with advertising and IP-driven content leading growth across platforms.
What Boards Actually Want Under Uncertainty
Having sat on the investor side of the table before crossing to the operator side, Sagar knows exactly what her board is looking for. She also knows she can’t give it to them.
“I know that they’re constantly looking for certainty from our financial results, which is obviously the one thing I can’t give them,” she said.
Her solution is narrative transparency. Rather than trying to make financial forecasts look more certain than they are, the central tension of entertainment FP&A, she tells the story behind the numbers and makes the conditions explicit.
“If one of our hits doesn’t land on the timeline we’re expecting, the financial forecast will obviously change, but the long-term ambition of the company doesn’t. My aim is frankly just to maintain a trusting relationship with them because I know that in the short term, our financial forecast may not always reach their expectations, but that over the long term we’re relentlessly reaching for the same goals.”
Investor feedback also functions as a portfolio management signal. When investors share AWA’s belief in pursuing particular opportunities, it provides a clear mandate. When they push back, Sagar treats it as a useful warning sign to reconsider capital allocation. “It’s actually very helpful if they give us the opposite kind of feedback because it almost acts as a warning sign to reconsider how we’re allocating capital, our resources, or rethink the opportunity.”
Building Finance From Scratch (and What She’d Do Differently)
As AWA’s first-ever CFO, Sagar’s initial priority was foundational: rebuild the accounting function. She brought in specialists with early-stage experience who could clean up historical data, restate financials, and establish reliable accounting standards going forward.
Her one regret is that she didn’t wait for that foundation before trying to draw conclusions from the numbers.
“During my first few weeks as CFO, I couldn’t even trust the company’s financial statements, but I still kept wanting to see financial breakdowns, probably like a typical CFO. We just spent a lot of time creating and reviewing data that wasn’t necessarily accurate. I should honestly have just been more patient at the outset and given ourselves time to first create a single source of truth for our financials.”
One ongoing challenge is revenue recognition tied to AWA’s Kickstarter campaigns. When the company runs a campaign, funds come in upfront, but the art takes months to complete, and books take additional time to produce and ship. That gap between collecting money and fulfilling orders means deferred revenue can sit on the balance sheet across quarters or even fiscal years, and delays in the creative process push timelines further.
Sagar’s approach is to support creativity rather than force it into financial calendars. “If I know that this is a situation that the company can’t control, I always try to support creativity, and I let them drive the timeline knowing that a delay in recognizing revenue is simply that, and finance will just find a way to communicate our story differently.”
AI in a Creator-First Business
On the finance side, AWA is experimenting incrementally. The challenge, Sagar said, is data sensitivity. Creator compensation, royalties, and deal structures are confidential, and the company hasn’t yet found an AI system where it’s fully comfortable that confidential information won’t be used to train the model.
On the creative side, the lines are clearer. AWA does not use generative AI art, does not train models on creators’ work without consent, and does not replace creators in the creative process.
“It’s completely understandable and justifiable that writers and artists feel hugely threatened by AI that is training off their work and is capable of generating new imagery, videos, and text at a tremendous pace and scale.”
Where the company has found a productive use case is in animation: taking 2D characters from published books, animating them with AI tools, and releasing short videos on social media. “This is where we see AI aiding the production process and giving our creators more opportunities for their work to be seen off the comic book page.”
Where Datarails Fits
Sagar’s world is the intersection of creative uncertainty and financial rigor. She’s managing a portfolio of IP bets with two-to-four-year payoff windows, navigating deferred revenue from Kickstarter campaigns that don’t align with fiscal quarters, and communicating a financial story to investors when the most important variable is timing she can’t control. At Datarails, that is the kind of complexity our Excel-native FP&A platform was built to handle. Finance leaders in early-stage, hits-driven businesses need to consolidate data from publishing, production, and Hollywood deal pipelines into a single source of truth, build models that track both sunk costs and projected IP payoffs, and produce board-ready reporting that tells the narrative without hiding the uncertainty. Datarails lets them do all of that in the spreadsheets where they already think, while adding the automation and AI capabilities that turn a one-person finance function into a strategic operation.
This article is based on Diya Sagar’s appearance on the FP&A Today podcast.
Diya Sagar is CFO of AWA Studios (Artists, Writers & Artisans), an independent graphic novel publisher and early-stage Hollywood studio backed by James Murdoch’s Lupa Systems and Fremantle. She previously served as an investment professional at Lupa Systems, led corporate development and strategy at Endemol Shine Group, and began her career in investment banking at Deutsche Bank. She holds an MBA from the Yale School of Management. Connect with Diya on LinkedIn.
