Liberty Energy In-Depth Research Report

Hunting ten-year five-baggers among great growth stocks — pressing the upside question: "Can it get much bigger?"

• QHow high is its market ceiling? Is it capturing a bigger slice of an existing pie, or creating an entirely new market?5/10

  A

  The ceiling is sizable but split in character: core fracturing is fighting for a slice of a mature, highly cyclical existing pie, while the real "new market" imagination comes from LPI distributed power — a high-ceiling business, but today still an unrealized option.

  Start with the boundaries of the core business. Liberty's main line is North American onshore oil and gas well completion (hydraulic fracturing, wireline perforating, proppant mining, and last-mile sand logistics), a mature, highly cyclical oilfield services market where the company itself ties demand explicitly, in its annual report, to "oil and gas supply and demand, commodity prices, and E&P capex." It is not creating new demand but competing for share within the existing completion-services pie through efficiency, sand logistics, and electrification. The only structural tailwind is rising service intensity per well: the report cites the company's own database showing sand volume per well rising from roughly 6 million pounds in 2014 to roughly 25 million pounds in 2025, meaning that even if rig count does not grow, the "content" per well is still increasing — but this thickens the existing pie rather than opening a new one. The size of the fracturing market itself is tightly bound to oil prices and North American shale capex, and in 2025 the company's full-year revenue was about $4 billion, down 7% year over year — a picture of "mature market plus cyclical downturn."

  What truly raises the ceiling is LPI (Liberty Power Innovations) — the distributed power business selling gas-fired generation sets to AI data centers, which comes close to "creating an entirely new market for Liberty." The evidence is real, signed contracts: in January 2026 the company entered a strategic partnership with Vantage Data Centers to deliver up to 1 gigawatt (GW) of power over five years, with 400 megawatts of capacity reserved for 2027; in May it signed two orders with Bergen Engines for a combined $505 million and more than 500 megawatts of generation equipment. Management further set a target of deploying about 3 gigawatts of power projects by 2029. AI compute's demand for "off-grid, dispatchable, fast-to-deploy" power is one of today's hardest-charging waves, and this TAM is far more compelling than the second-order demand behind fracturing services.

  But three points must be stated honestly. First, the scale is "large for Liberty itself," not "new to the world" — the gas-fired distributed generation space already has bigger players such as GE Vernova, Caterpillar, utilities, and independent power producers; Liberty is a new entrant, not the category definer. Second, this ceiling today is almost entirely contracts and reserved capacity, not yet converted into visible revenue and profit: the report repeatedly notes the company still reports as a single operating segment, so outside investors cannot see the power business's revenue and gross margin separately. Third, power expansion is capital-intensive — the company's 2026 guidance for the power business alone calls for $275–350 million of long-lead equipment prepayments plus $450–550 million of project spending (mostly funded by project financing) — the ceiling is high, but reaching it requires sustained cash burn and financing.

  Conclusion: measured against Baillie Gifford's yardstick of "expanding an existing pie vs. creating a new market," Liberty is a split answer — core fracturing clearly falls into the former (mature, highly cyclical, fighting for existing share), while LPI carries the imagination of the latter (a high-ceiling, genuinely new demand curve). It does have a "new-market option," but the strike price on that option is several years of heavy capital investment and execution delivery still ahead; today it cannot yet be priced as an already-open ceiling.

  Jun 10, 2026
• QCan revenue at least double over the next five years? Is growth driven mainly by volume, price, or new business?4/10

  A

  Doubling revenue in five years is not fantasy, but the probability hinges on whether LPI power can deliver — core fracturing at best contributes a cyclical recovery, and doubling on its own is unrealistic. The real incremental growth must come from "new-business volume," not from the traditional business's price or volume.

  First, lay out the base. Liberty's full-year 2025 revenue was about $4 billion, down 7% year over year, and Q1 2026 revenue was $1.02 billion, up 4% year over year. Doubling in five years means reaching roughly $8 billion in revenue by around 2030, a compound annual growth rate of about 15%. For a mature oilfield services company, this growth rate is simply not something core fracturing can deliver on its own.

  Breaking it into three drivers:

  Volume (traditional fracturing) — unreliable. Fracturing activity is a "second-order demand" tied to customer capex; the report states explicitly that demand depends on oil prices, E&P capex, and drilling and completion activity. The North American completion market is already mature, and both fleet utilization and pricing headroom are constrained by the cycle. Even if oil prices recover and utilization improves, pushing revenue from $4 billion to $8 billion is not achievable simply by fracturing a few more wells — this segment is more likely to swing between $3.5–5.0 billion depending on the cycle. The report's own neutral scenario only assumes "the fracturing business recovers from its 2025–2026 lows to a more normal level of profitability," not that it doubles.

  Price (raising prices) — even less reliable. The company states that most service pricing adjusts with market conditions and that projects are frequently won through bidding, so pricing power is weak. Price increases can only happen episodically when industry supply and demand are tight, and cannot serve as a sustainable doubling engine; the fact that 2025 operating margin was compressed to about 1.8% shows precisely that in a downturn, pricing is what hurts the company, not something the company controls to its advantage.

  New business (LPI power) — the only engine that could support doubling. This is the key variable. The company has already signed the Vantage deal for up to 1 gigawatt over five years with 400 megawatts reserved for 2027, and the Bergen equipment order of more than 500 megawatts ($505 million), and has set a target of deploying about 3 gigawatts by 2029. Distributed generation is a "sell power plus long-term service" model, with revenue per MW far higher than per-stage fracturing billing; if the 3-gigawatt target comes online as planned, it could in theory rebuild a revenue segment comparable in size to the existing fracturing business — this is the only realistic arithmetic path to "doubling in five years."

  But the probability must be discounted honestly. First, 3 gigawatts is a 2029 deployment target; translating that into revenue depends on actual commissioning, utilization, and the quality of power-pricing contracts, and both the timing and degree of realization are uncertain. Second, power expansion is extremely capital-intensive — the company's 2026 power capex guidance runs into the hundreds of millions of dollars and relies mainly on project financing, on top of roughly $1.3 billion of 0% convertible notes already issued in Q1; the growth is being "bought," accompanied by leverage and potential dilution. Third, the power business has not yet disclosed its financials separately, so outsiders cannot verify its revenue pace or gross margin.

  The lead-with-the-conclusion answer is: doubling revenue in five years is "possible," but it is a conditional proposition driven by LPI power-business volume and highly sensitive to execution and financing — not a baseline expectation that traditional fracturing can achieve through price or volume alone. In other words, betting on Liberty doubling revenue is fundamentally betting on it turning data-center power contracts into operating power plants — the engine's direction is real and orders are already signed, but delivery has not yet happened.

  Jun 10, 2026
• QFive years from now, what will take over as the next growth engine? Does this "second curve" exist today?5/10

  A

  The second curve not only exists today, it is already the core reason the market is pricing this stock — it is LPI distributed power (data-center power supply). The question is not "does it exist," but that this curve still sits at the contract-and-reserved-capacity stage and has not yet turned into visible revenue and profit.

  Baillie Gifford asks "what will take over as the next growth engine five years from now" — for Liberty the answer is unusually clear and requires no hard digging into corporate strategy documents. The company has already laid its second curve openly on the table and has restructured its capital structure around it.

  What the second curve is: LPI (Liberty Power Innovations) sells/leases natural-gas generation sets to AI data centers whose grid capacity is constrained, providing "off-grid, dispatchable, low-emission" distributed power plus long-term service. Its existence is backed by three sets of hard evidence:

  First, orders are already signed. In January 2026 the company reached a five-year, up-to-1-gigawatt power partnership with Vantage Data Centers with 400 megawatts of capacity reserved for 2027; in May it signed more than 500 megawatts of generation equipment purchases from Bergen Engines, totaling $505 million, for data-center and distributed-power projects.

  Second, the target has been quantified. Management set a target of deploying about 3 gigawatts of power projects by 2029, and in Q1 expanded LAET (Liberty Advanced Equipment Technologies) into integrated power-generation system packaging to strengthen its own engineering and system-integration capability.

  Third, the capital is already in place. In Q1 the company issued about $1.3 billion of 0% convertible notes and gave 2026 power-business capex guidance of $275–350 million of long-lead equipment prepayments plus $450–550 million of project spending — a company willing to remake its balance sheet from a "lightly levered oilfield services company" into a "transition-stage company with large long-term financing" for the sake of one business line is itself proof that this curve is a genuine strategic priority, not a slide-deck concept.

  The appeal of this second curve lies precisely in the fact that its cyclical character differs from the first curve (fracturing): data-center power involves long-term contracts and dispatchable load, and in theory can provide smoother, more predictable cash flow than per-stage-billed fracturing; the report also lists "if LPI is successfully realized, it could meaningfully improve the company's long-term growth curve and valuation framework" as a core bull-case reason. This is exactly what Baillie Gifford favors — a new engine decoupled from the old cycle, backed by structural demand.

  But the maturity of this curve must be stated honestly. First, this curve today "exists in contracts, not yet in the income statement": the company still reports as a single operating segment, so outside investors cannot see the power business's revenue, gross margin, and capital returns separately — the report explicitly lists this as one of the biggest uncertainties. Second, it is a curve "bought with heavy capital" — the 3-gigawatt target requires sustained financing and project execution to deliver, accompanied by leverage and potential dilution; 2026 is precisely the year in which core fracturing's low point plus heavy power investment combined to turn Q1 free cash flow negative. Third, the space has bigger players, and whether Liberty can turn "equipment supplier plus system integrator" into a "high-return power-asset operator" needs commissioning data from 2027–2029 to prove.

  Conclusion: this is one of the rare cases where "the answer to the second-curve question is beyond doubt" — it exists today, is already under contract, capital is already committed, and the 3-gigawatt target is already set. The real question is not whether it exists, but when, and at what rate of return, it converts from "signed MW" into "commissioned, profitable MW." Until then, the second curve is both this stock's biggest upside option and its biggest uncertainty.

  Jun 10, 2026
• QWhat is its core competitive advantage? Will this moat widen or narrow over the next three to five years?4/10

  A

  The core competitive advantage is an operational bundle of "execution plus digitalization plus integrated sand logistics/electrification," rather than a deep moat in the traditional sense; over the next three to five years this moat will most likely see "the core fracturing side hold steady to slightly narrow, while the power side has a chance to widen" — two opposing forces coexist, and the net direction depends on whether LPI can turn its engineering-integration capability into pricing power.

  First, be clear about what Liberty's advantage actually is. It is not a brand, patent, or network-effect moat, but a set of relative operational leads: its own Permian sand mine and last-mile sand logistics (reinforced by the Proppant Express acquisition to mitigate sand-supply risk), fuel-cost and downtime advantages from dual-fuel/electric-drive fracturing, the FracTrends database and internal analytics software, and the safety, efficiency, and continuous-improvement culture the company has long emphasized. The report's own moat scoring here is fairly restrained: brand is "weak to moderate," switching costs are "weak," network effects are "essentially none," and patents and regulatory barriers are "weak" — only cost, scale, data, and corporate culture land at "moderate" to "moderate to fairly strong." This is "a company with relatively strong execution in a difficult industry," not "a company with pricing power in a good industry."

  Why this moat is not deep — the evidence is solid. First, pricing power is weak — the company states that most service pricing adjusts with market conditions and projects are frequently won through bidding. Second, it can be replicated — the report infers that competitors could typically catch up on core fracturing capability within two to four years given capital, an equipment supply chain, and customer relationships. Third, the cycle can puncture the execution advantage — the company posted a loss in 2021, and 2025 operating margin was compressed to about 1.8% with full-year revenue down 7% year over year, showing that even strong execution cannot keep it stably profitable in a trough. Named competitors include Halliburton, Patterson-UTI, ProFrac, and ProPetro, in an industry that is a highly competitive market of a few large players plus a number of regional players, without a stable oligopolistic pricing structure.

  Over the next three to five years, two opposing forces are at work simultaneously:

  The narrowing force (core fracturing side). Electrification is shifting from "Liberty's point of differentiation" to "an industry-wide standard," so the first-mover efficiency premium will compress as peers catch up; in cyclical downturns, price wars still squeeze gross margin, and execution advantage struggles to convert into sustained excess profit. This side of the moat is more likely to be "steady to slightly narrowing."

  The widening force (power side). What could genuinely widen the moat is LPI bundling "generation sets plus system integration plus intelligent load management plus long-term O&M" into an integrated capability that data centers find hard to replicate in-house. Evidence: in Q1 the company expanded LAET into integrated power-generation system packaging, strengthening its own engineering and system integration, and locked in the Vantage up-to-1-gigawatt, five-year partnership and more than 500 megawatts of Bergen equipment capacity. Long-term power contracts plus high-switching-cost, on-site power systems could, in theory, be stickier than per-stage-billed fracturing — if the 3-gigawatt target is realized, this side of the moat could genuinely widen.

  But it must be stated honestly that the "widening" on the power side is still potential rather than proven. The report explicitly notes LPI has not yet formed a "proven, high-return moat," and the distributed-power space faces competition from bigger players such as GE Vernova, Caterpillar, utilities, and independent power producers; locking in capacity first does not equal locking in pricing power first. Whether this moat widens depends on project-level returns and contract quality after commissioning in 2027–2029.

  Conclusion: Liberty's moat is a shallow, "operationally driven" moat — the core fracturing side is more likely to hold steady to slightly narrow over the next three to five years, and the only lever that could genuinely widen the overall moat is LPI power's integration capability. This is a question whose direction has not yet been settled — the optimistic case is that widening on the power side outweighs narrowing on the fracturing side for a net widening, but today's evidence only supports "this is possible," not "this has already happened."

  Jun 10, 2026
• QIf the core business were disrupted, does it have the genes to reinvent itself? How does it treat mistakes and bad news?4/10

  A

  Self-reinvention genes: moderate to fairly strong — Liberty has proven, by actively opening up a second curve, that it is unwilling to sit and wait out the oilfield-services cycle. Its handling of mistakes and bad news is relatively candid and transparently disclosed, but its "reinvention" so far has been an expansionary reinvention riding a favorable cycle, and it has not yet been tested by a true life-or-death crisis.

  The implicit premise of this Baillie Gifford question is: when the core business is disrupted, does the company have the genes to "cut off a limb to survive and rebuild," and does it face bad news head-on or cover it up? For Liberty, this needs to be examined in two layers.

  Evidence of self-reinvention — proactive, not reactive. Oilfield services is an industry classically buffeted by cycles and technology, and Liberty has not sat on its fracturing laurels — instead it has proactively rebuilt itself into a dual-engine "energy services plus power" company: its own sand mine, last-mile logistics, dual-fuel/electric-drive fracturing, and now LPI distributed power, each step patching a vulnerability in the core business. The strongest evidence is that it has remade its balance sheet for the sake of this new curve — in Q1 it issued about $1.3 billion of 0% convertible notes, locked in the Vantage up-to-1-gigawatt, five-year data-center power partnership, and expanded LAET into integrated power-generation system packaging. A company willing to bet on an entirely new arena while its core business can still function proves, at minimum, that it has the will and organizational capacity for "proactive evolution" — exactly what Baillie Gifford values as regenerative ability. The report also treats "digitalization, electric drive, sand logistics, and distributed power positioning" as its most credible point of differentiation.

  How it treats mistakes and bad news — relatively candid, transparent disclosure. This is where genes show up more clearly, and Liberty's reporting tends toward honesty: in its 2025 annual report and reconciliations, the company proactively stripped about $160 million of Oklo, Tamboran, and other fair-value investment gains out of Adjusted EBITDA, rather than using a one-off investment gain to dress up core operations — a positive signal of "not hiding bad news." It also explicitly discloses industry cyclicality, market-adjusted pricing, project bidding, and customer concentration (two customers each accounted for 11% of 2025 revenue) — unfavorable facts it does not shy away from. The report accordingly finds "no obvious governance red flags." There is also evidence of a succession plan in governance: after former Chairman and CEO Christopher Wright resigned in 2025 to become U.S. Secretary of Energy, the company handed the reins smoothly to Ron Gusek under its established succession plan, without ad hoc disorder.

  But three caveats must be stated honestly. First, its "reinvention" is expansionary and pro-cyclical — leveraging up to open a new arena while riding the AI power tailwind is a different thing from "the core business being truly disrupted and forced into an amputate-and-rebuild rebirth"; Liberty's regenerative genes have not yet been tested by a true survival crisis that would prove their resilience. Second, expansionary reinvention itself buries new risk: the report notes that if "fracturing recovery is weak, power-project returns are low, and dilution rises," today's convertible-note financing could become a shareholder burden in years to come — proactive change can also become a proactive misstep. Third, what is visible so far on "how it treats mistakes" is mostly "honest disclosure of existing risks," with much less evidence yet of "publicly reviewing a major decision failure," simply because the transition has only just begun.

  The lead-with-the-conclusion answer is: Liberty has moderately-to-fairly-strong self-reinvention genes — it is proactive, not complacent, and dares to put its balance sheet behind a second curve, while its financial reporting is relatively transparent and does not hide bad news. But the true grade of these genes will only be settled once the LPI bet has run through a full cycle, particularly how it corrects course when facing headwinds. What can be confirmed today is "it is willing to change and willing to disclose" — not yet "it can change gracefully under adversity."

  Jun 10, 2026
• QDoes management (especially the founder) hold a long-term view, with interests deeply bound to the company? Are they willing to sacrifice today's profit for five to ten years from now?5/10

  A

  Management's long-term orientation and alignment of interests are "moderate to fairly strong, but not founder-controlled": executive ownership is not low, incentives are strongly tied to ROCE, and management has clearly been willing to sacrifice current free cash flow for the power business's five-to-ten-year payoff. But the founder's imprint has faded with Christopher Wright's departure — today this is a credible professional-management team rather than "a founder whose fate is deeply bound to the company."

  First, address the sub-question Baillie Gifford cares about most — is the founder deeply bound to the company. Liberty's founder and driving figure, Christopher Wright, resigned from the company in February 2025 to become U.S. Secretary of Energy, and under the established succession plan, long-tenured internal executive Ron Gusek took over as CEO, with William Kimble as Non-Executive Chairman. This means the Baillie Gifford ideal model of "a heavily invested founder personally at the helm" no longer holds here — a smooth transition is a plus, but it genuinely dilutes the "founder deeply bound to the company" element.

  Next, look at the current team's alignment of interests — the evidence leans positive but is not controlling-level. The report cites the proxy statement: CEO Ron Gusek holds about 1.352 million shares, CFO Michael Stock about 782,000 shares, and current directors and executives collectively about 3.182 million shares. Against the company's roughly 162 million basic shares outstanding / 166 million diluted shares in Q1, executive ownership overall is under 2% — "not low for professional managers, but far from controlling ownership." Another layer of alignment comes from incentive design: executive compensation places considerable emphasis on ROCE, comparative ROCE, and adjusted pre-tax EPS, and in 2025, half of certain executives' long-term equity incentives were tied to three-year Comparative ROCE — putting return on capital, rather than pure scale, into compensation is a discipline signal Baillie Gifford would welcome.

  On "are they willing to sacrifice today's profit for five to ten years from now" — Liberty's answer is quite clear and is its management's most notable evidence of long-termism. Rather than choosing to "sit back and harvest cash, maximizing near-term dividends" at a cyclical low, the company instead did the opposite, pouring today's cash flow into a decade-scale power bet: in Q1 it issued about $1.3 billion of 0% convertible notes and gave 2026 power-business capex guidance of $275–350 million of long-lead equipment prepayments plus $450–550 million of project spending, targeting about 3 gigawatts deployed by 2029. The cost was that the present was sacrificed — Q1 2026 free cash flow turned negative. This is a textbook case of "sacrificing today's profit for five to ten years from now," fully aligned with what Baillie Gifford favors.

  The historical capital-allocation record also supports a "credible" judgment: the company has paid a continuous dividend since December 2022, repurchased about $203 million/$127 million/$24 million of stock in 2023/2024/2025, at average buyback prices of about $14.82/$20.16/$15.50, which look disciplined against today's roughly $31.57 share price; basic share count fell from 184.3 million shares in 2022 to 161.9 million shares in 2025, a reduction of about 12%.

  But two risks must be stated honestly. First, "sacrificing today for the long term" is a double-edged sword — the same action turns from "long-termism" into "capital misallocation" if LPI's returns fall short of expectations; the report explicitly warns that this convertible-note financing could become a shareholder burden in the years ahead, and the initial conversion prices of about $34.50 and $37.44 bring potential dilution upon conversion (though partly cushioned by the capped calls). Second, the founder's departure plus executive ownership under 2% means the team's "shared fate" with the company is lower than Baillie Gifford's founder-company ideal; incentives are tied to ROCE, but near-term ROCE has already pulled back from its 2023 peak to about 12% in 2025, and long-term delivery still needs to be watched.

  Conclusion: this is an honest, professional, capital-return-focused management team that has genuinely been willing to sacrifice the present for the distant future — it scores well on both "long-term view" and "willing to make a big bet." But it is no longer a founder-controlled company; the alignment of interests sits at a "fairly strong professional-manager level" rather than "founder deeply sharing the company's fate," and it is proactively steering the company into a heavily capital-intensive phase with as-yet-unproven returns. The ultimate test of credibility is whether, over the next three years, it can turn the "power story" into "power cash flow."

  Jun 10, 2026
• QIf it disappeared tomorrow, how much would customers miss it? Is its mode of growth sustainable, without relying on harming society or regulation?4/10

  A

  If Liberty disappeared tomorrow, customers would be "inconvenienced in the short term but able to substitute in the medium term" — it is a leading-tier supplier, not an irreplaceable choke point. Its mode of growth is clearly under pressure on "social and regulatory sustainability," which is precisely the biggest concern outside its moat. On Baillie Gifford's dual yardstick — indispensability plus not relying on harming society/regulation — Liberty scores only moderate-to-weak on both counts.

  First yardstick: indispensability — limited. Objectively, Liberty is one of the leading North American completion service providers, with broad presence in major basins like the Permian, and its own sand mine and electric-drive fleet give it a lead in efficiency and fuel cost, so key customers would genuinely "miss" its capacity and on-site coordination ability in the short run. But "missing it" is far from "unable to replace it": the company itself discloses that projects are mainly won through bidding and pricing adjusts with market conditions, and the report directly names comparable rivals such as Halliburton, Patterson-UTI, ProFrac, and ProPetro, inferring that competitors could catch up on its core fracturing capability within two to four years. Customers care more about price, efficiency, and safety record and are not strongly locked in; switching costs are rated "weak" by the report. In other words, if Liberty disappeared tomorrow, North American shale developers would go through a period of capacity tightness and re-bidding, but completion services would not grind to a halt — a fundamentally different situation from a true choke-point company whose customers' operations would be paralyzed if it disappeared.

  The one area moving toward "more indispensable" is LPI power: once a data center's on-site power system is built and commissioned, the cost of switching suppliers is far higher than swapping out a fracturing crew, and the Vantage five-year, up-to-1-gigawatt partnership already carries this kind of stickiness. But this segment is still under construction today and has not yet formed established indispensability.

  Second yardstick: social and regulatory sustainability — clearly under pressure, and a genuine deduction. This is where Liberty diverges most from the Baillie Gifford ideal of "growth driven by value creation rather than externalities." The report explicitly lists the regulatory and public-opinion pressures the company itself discloses: water resources, wastewater disposal, methane emissions, climate policy, PFAS, seismic risk, and restrictions on federal land development. Fracturing itself sits at the center of environmental and climate debates, and the industry's "social license" is not secure — the report accordingly lists regulatory and social-license risk as one of the top-tier risks, and notes that ESG-related financing pullback could also affect the company's access to capital. This is the opposite of "the world would truly mourn its disappearance": fracturing's social image is neutral to slightly negative.

  It's worth adding a fair, offsetting footnote: LPI's new curve of selling gas-fired power to AI data centers has a more positive social narrative than pure fracturing — it addresses the real public pain point of "insufficient grid capacity, power-starved compute," and the company claims its gas-fired units outperform traditional diesel solutions on fuel efficiency and emissions. But it is still fossil-fuel power generation at the end of the day, and it too will face carbon constraints and climate-policy uncertainty over the long run — it cannot be called "clean, sustainable growth."

  But it would be unfair to overstate the negative: Liberty provides a genuinely necessary service for shale oil and gas development, customer payment cycles are normal (the company discloses that the vast majority of customer payment terms are within 45 days), and it is not growing through regulatory arbitrage or harming customers — its mode of growth is genuine service competition; it is simply that the environmental externalities and regulatory fragility of its industry are naturally high.

  The lead-with-the-conclusion answer is: measured against Baillie Gifford's dual yardstick, Liberty's "indispensability" is limited (leading-tier but replaceable, with stickiness only likely to rise once LPI is commissioned), and its "social and regulatory sustainability" is clearly under pressure (fracturing is constrained by multiple regulatory fronts — water resources/methane/PFAS/climate policy — with a socially neutral-to-negative image and growth dependent on a licensing environment that could tighten). It is not the kind of scarce name that "the world would genuinely mourn if it disappeared, with growth built entirely on value creation" — and this is precisely one of the fundamental reasons it is hard to fit into Baillie Gifford's "great growth stock" narrative.

  Jun 10, 2026
• QWhat are this business's unit economics (gross margin, incremental returns) like? Does it get better or worse as it scales? Where does the money it earns go?4/10

  A

  Unit economics fall into the weaker category of "asset-heavy, shallow moat, cycle devours cash": core fracturing's incremental returns swing sharply with the cycle, and scaling up does not necessarily make things better; money earned in the past went to dividends and buybacks (a plus), while today it almost entirely funds power expansion (returns unproven). This is not the Baillie Gifford-favored business of "the bigger it gets, the more profitable it becomes, with high incremental returns."

  First, look at the real range of gross margin and profitability. Liberty's earnings swing sharply with the cycle: operating margin was about 16% in 2023, about 9% in 2024, and compressed to about 1.8% in 2025. Full-year 2025 revenue was about $4 billion, and Adjusted EBITDA was about $634 million, down 31% year over year. A margin curve that runs "double digits in good years, near zero in bad years" itself shows that its unit economics lack a moat to fall back on — pricing adjusts with the market, projects are won through bidding, and the company has not converted scale into stable pricing power.

  Next, look at "does it get better or worse as it scales" — this is the crux for Baillie Gifford. The evidence leans negative: Liberty is an asset-heavy model that needs continual capex, equipment upgrades, and working-capital investment to maintain competitiveness. The report highlights a key data point — Q1 2026 operating cash flow was only $8.4 million, with quarterly free cash flow turning clearly negative, one important reason being that receivables plus unbilled revenue rose from about $605 million at the end of 2025 to about $729 million in Q1 — in other words, as revenue rose, working capital instead ate into cash. This is the opposite of the Baillie Gifford ideal "scale-leveraged" business (where incremental revenue needs almost no additional capital and incremental returns are extremely high): Liberty is closer to a type that "needs more capital the more it grows," with incremental returns eroded by both the cycle and working capital.

  The return-on-capital figures need honest cross-checking. On the management-defined basis, Adjusted Pre-Tax ROCE looks genuinely impressive in good years — about 17% in 2024 and pulling back to about 12% in 2025 (the report cites the proxy-statement basis of about 42.9% in 2023, about 22.7% in 2024, and about 12.3% in 2025). But the report cautions that a rough estimate based on GAAP operating income and the current capital base shows true operating ROIC in 2025 had already fallen to a fairly ordinary level. In other words, the high end of ROCE reflects a cyclical windfall combined with execution leadership rather than structurally high incremental returns — in trough years its capital returns become "nothing special."

  "Where does the money it earns go" — Liberty has gone through a clear phase shift here:

  • Past (2022–2025): favored shareholder returns, with continuous dividends plus cumulative buybacks — repurchases of about $203 million/$127 million/$24 million in 2023/2024/2025, with basic share count falling from 184.3 million to 161.9 million (about -12%). This phase of capital allocation was a plus.
  • Now (from 2026): almost entirely redirected to power expansion. The company has given 2026 power capex guidance of $275–350 million of long-lead equipment prepayments plus $450–550 million of project spending, and issued about $1.3 billion of 0% convertible notes to finance it. Where the capital is going is clear, but whether it can generate returns above the cost of capital has not yet been proven.

  A fair, offsetting footnote must be given to the power business: LPI's unit economics could theoretically be better than fracturing's — long-term power service contracts offer smoother, more predictable cash flow than per-stage billing, and if the 3-gigawatt target (2029) is realized with solid project returns, the company's overall incremental-return structure could improve. But this segment has not yet disclosed gross margin or capital returns separately, so it cannot be confirmed — it can only be counted as "a potential unit-economics upgrade."

  The lead-with-the-conclusion answer is: measured against Baillie Gifford's yardstick of "unit economics plus incremental returns plus scale effects," Liberty's core business falls into the weaker category — asset-heavy, shallow moat, with both the cycle and working capital devouring cash, and scaling up does not bring better incremental returns. In the past, it put its money in the right place (low-price buybacks); now it has put almost all of its firepower into a power bet whose returns have not yet been proven. Judging whether its unit economics will improve is essentially equivalent to judging whether LPI can succeed — until then, the evidence on hand supports the conclusion that "the existing business's unit economics are not excellent."

  Jun 10, 2026
• QWhat conditions must all hold simultaneously for it to rise fivefold in ten years? Are those conditions realistic? What expectations does today's share price already imply?3/10

  A

  A fivefold, ten-year gain requires a fairly demanding set of conditions to hold simultaneously: cyclical recovery in core fracturing, large-scale, high-return delivery from LPI power, no compression of the valuation multiple, and dilution kept under effective control. None of these conditions looks outlandish on its own, but all of them must stack together, so the realistic probability is low. And today's price of about $31.57 (market cap of about $5.15 billion) already implies an optimistic expectation that "LPI is at least partly successful," leaving an inadequate margin of safety.

  First, translate "fivefold in ten years" into hard constraints. Current market cap is about $5.15 billion; a fivefold gain implies a market cap of about $25 billion ten years from now. This requires the following conditions to hold simultaneously:

  First, a substantive recovery in core fracturing from the trough. In 2025 operating margin was compressed to about 1.8% and full-year revenue fell 7% year over year; returning to a double-digit margin level requires oil prices to recover, North American completion activity to pick up, and fleet utilization to tighten — these are cyclical variables the company cannot control on its own.

  Second, and most critical — LPI power must go from "signed MW" to "large-scale, high-return, commissioned power plants." The company's target is to deploy about 3 gigawatts by 2029, having already locked in the Vantage up-to-1-gigawatt deal and the Bergen equipment order of more than 500 megawatts ($505 million). This segment needs to be commissioned on schedule, land high-quality long-term power-pricing contracts, and deliver project-level returns significantly above the cost of capital — if 3 gigawatts is achieved, it is almost equivalent to rebuilding another Liberty, and is the biggest piece of the "fivefold" arithmetic puzzle.

  Third, the valuation multiple must not compress materially. Today's trailing P/E is about 35x (the report's own figure is about 36.4x), already significantly above oilfield-services peers (the report cites SLB at about 25x). The market is clearly not pricing it as a "cyclical oilfield services stock," but is granting it a power-optionality premium. A fivefold, ten-year gain requires this premium to at least hold, or even expand as power delivery materializes; if the market ever reverts to pricing it purely as a cyclical oilfield-services stock, multiple compression would directly eat into any earnings growth.

  Fourth, dilution must be kept under control. In Q1 the company issued about $1.3 billion of 0% convertible notes, with initial conversion prices of about $34.50 and $37.44 and capped-call caps of about $65.10/$72.00. If the share price rises enough to trigger conversion, the portion above the capped call still dilutes; and the power expansion itself has already been flagged by the company as potentially requiring more debt or even equity financing in the future. The per-share return over a fivefold, ten-year run must be achieved without being significantly diluted away by issuance and conversion.

  Multiplying these four together — cyclical recovery (moderate probability) × large-scale, high-return LPI delivery (uncertain) × no multiple compression (tight) × controlled dilution (variable) — the joint probability is clearly low. This is precisely why it is hard to fit into Baillie Gifford's "fivefold in ten years, great-growth-stock" model: Baillie Gifford's fivefold cases typically come from a single strong engine's nonlinear scaling, whereas Liberty's fivefold requires four independent conditions to align at once — if any one breaks down, the return slides from "fivefold" toward "mediocre or even a loss."

  What expectations does today's price already imply? The key judgment. The report's Owner Earnings discounting gives three tiers of intrinsic value: conservative $9–12, neutral $22–28, optimistic $35–45, with an ideal buy range of $16–22. At about $31.57, the current price sits in the "above neutral, not yet optimistic" zone — meaning the market has already priced in the somewhat optimistic assumption that "fracturing recovers from its lows and LPI at least partly delivers." On an Owner Earnings basis, the report estimates the current roughly $5.15 billion market cap is equivalent to about 37 to 55 times conservative Owner Earnings; EV/EBITDA is about 9.6–10.3x. For a highly cyclical, shallow-moat company entering a heavier capital-intensive phase, this price already implies a fairly demanding set of expectations.

  The lead-with-the-conclusion answer is: a fivefold gain in ten years is not impossible, but it requires four conditions to hold simultaneously — a "grand-slam-or-nothing" proposition with high difficulty; and today's price has already made you pay in advance for at least "partial power success plus cyclical recovery," leaving thin margin of safety for the upside. A Baillie Gifford-style bet asks "are the odds symmetric" — here, the probability of the downside (fracturing staying weak plus power returns falling short plus dilution) is not low, while the upside has already been partly priced in, so the odds are not attractive.

  Jun 10, 2026
• QWhy hasn't the market caught on to all this yet? Does it not understand, not respect, or not see far enough — and what would become the "narrative inflection point"?3/10

  A

  This is a reverse-framed question — the market has not "failed to catch on" to Liberty's strengths; quite the opposite, the market may have already "caught on early, even over-imagined" the LPI power story. Today's price contains almost no "undiscovered undervaluation." The real tension is that bulls see an AI power option, while bears see a cyclical oilfield services stock dressed up by investment gains. The narrative inflection point will be set by whether LPI separately discloses the power business's true returns.

  Baillie Gifford's usual purpose with this question is to find undervalued opportunities caused by the market "not understanding / not respecting / not seeing far enough." But honestly applying it to Liberty, the premise itself does not quite hold — today it looks more like "fully priced, partly overvalued" than "an overlooked, dust-covered stock."

  Why it is not "undervalued": The evidence is the valuation itself. Current trailing P/E is about 35x, market cap is about $5.15 billion, the report's own figure is about 36.4x, and this is significantly above oilfield-services comparables (SLB at about 25x), with EV/EBITDA around 9.6–10.3x. The stock has run from a 52-week low of $9.90 all the way up to a recent price of about $31.57, close to its 52-week high of $34.48 — and this has happened precisely against a backdrop of only single-digit Q1 revenue growth, negative free cash flow, and an operating margin still at only about 2%. The market is clearly not paying up for a "cheap cash cow" but is re-rating for an "AI data-center power option." The report accordingly judges that the current price sits in the "above neutral, not yet optimistic" zone, and that the market is more likely trading "recovery plus power imagination."

  So what exactly is the market "not seeing clearly"? It is not that it fails to see the good in the company — the two sides interpret the same set of facts in opposite ways, and that is where the real cognitive tension actually lies:

  • The bull read (optimism about "not seeing far enough" turned on its head): views Liberty as a transformation winner riding the AI power wave — the Vantage up-to-1-gigawatt, five-year partnership, the Bergen order for more than 500 megawatts of equipment, and the 3-gigawatt-by-2029 target — and grants it a power premium on that basis.
  • The bear read (skepticism that sees through the narrative): believes it is still fundamentally a highly cyclical oilfield services stock, and that the most eye-catching part of 2025 was not core operations but the roughly $160 million of Oklo, Tamboran, and other fair-value investment gains that boosted GAAP profit; strip that out, add in equipment refresh and growth capex, and real free cash flow does not look attractive. The report considers this bear case "serious, not emotional."

  So the "market disagreement" here is not undervaluation but a fight over pricing rights — the bulls' power premium versus the bears' cyclical discount, with bulls currently having the upper hand (reflected in the relatively high valuation). This means the more likely direction of any "cognitive-gap correction" is downward (the narrative being disproven and the premium unwinding), rather than the upward direction Baillie Gifford typically hunts for (value being discovered).

  What would become the narrative inflection point? This question has a fairly clear answer, and the report points right at the core of it: the inflection point depends on whether, and when, LPI proves the "power story" into "power cash flow." Specific trigger facts include —

  • Upside inflection (confirmation): LPI genuinely discloses the power business's revenue, gross margin, and project-level capital returns by segment, and proves its returns are far above traditional oilfield services; the 400 megawatts of Vantage capacity reserved for 2027 comes online as planned, with signed MW continuing to convert into executable contracts. The report is explicit: this is "the key fact that would change the valuation anchor."
  • Downside inflection (disconfirmation): operating margin remains stuck in the low single digits even as oil prices/completion activity recover; LPI projects are delayed, run over cost, or deliver low returns; net debt keeps expanding while free cash flow does not improve; convertible-note conversion or new issuance causes material dilution (conversion prices of about $34.50/$37.44). If any of these occur, the power premium would unwind.

  The lead-with-the-conclusion answer is: viewed through Baillie Gifford's "not understanding / not respecting / not seeing far enough" framework, Liberty's answer is inverted — the market has not overlooked it; if anything, it may have already paid up in advance for its power dream. There is no clear positive cognitive gap in today's price; what remains genuinely undecided is the bull-bear pricing battle over "should the power premium be granted at all." The narrative inflection point will not come from the market "finally understanding" — it will come from the company using separately disclosed power-business financials to settle who, bulls or bears, is right. Until that data appears, today's price looks more like an option on an optimistic narrative than a margin-of-safety value discovery.

  Jun 10, 2026