Compare moats
Up to three covered companies, band by band. Every call is a curated editorial judgment, never a disclosed figure — and every band carries its cited basis.
| Cipher Mining | MiniMax | Baidu | |
|---|---|---|---|
| Moat rating | none Cipher (renamed Cipher Digital Inc. on 20 February 2026) holds signed, credit-supported leases but has not yet shown that they amount to a durable advantage. Its 2025 Form 10-K (filed 2026-02-24) says "Through the end of 2025, our revenue has been derived from mining bitcoin". Its Q2 2026 business update (2026-08-04, Exhibit 99.1, https://www.sec.gov/Archives/edgar/data/1819989/000181998926000038/q226_earningsxprxdraftxvf.htm) reported "Q2 2026 Revenue of $25 million", and its first HPC rent began only in August 2026 at Black Pearl. The 10-K's own risk factors describe a contested market. They say "There has been an increasing number of businesses constructing HPC data centers, which has resulted in increasing competition and pricing pressure that may cause us to reduce our pricing in order to remain competitive", that "our data centers are single-tenant properties", and that lessees "will have the right to terminate the lease if there are significant delays in the completion of construction". At Barber Lake, where the 10-K targeted Phase I delivery "by September 30, 2026", a September 2026 amendment, made "In connection with change orders and the continued evolution of tenant requirements", moved data-hall deliveries to the fourth quarter of 2026 through the first quarter of 2027. Under it, Cipher "will bear the first $359.3 million of costs in excess of the initial budgeted amount" (2026-09-25). There is real counter-evidence: a 15-year Amazon lease, a Google-backstopped Fluidstack lease whose contracted life a "leading AI lab" extended to 20 years, and a third lease with an investment-grade hyperscale tenant. Until that capacity is delivered and paying rent, though, a moat is not shown, so the band is none. | none MiniMax is growing fast at a heavy loss, with nothing yet shown to protect its position. Its interim results announcement for the six months to 2026-06-30 reports revenue of US$116.6 million, up 283.1%, against a loss for the period of US$358.0 million and research and development expenses of US$296.9 million, with gross profit margin at 17.9%. Its prospectus (https://www1.hkexnews.hk/listedco/listconews/sehk/2025/1231/2025123100025.pdf) warns that competition may make it "more difficult for us to differentiate our products, maintain pricing power, and achieve sustainable profitability". Independent trackers show its standing has to be won again with each release. The prospectus says MiniMax-M2 became "a top three foundation model worldwide by daily token usage on OpenRouter" within the first week of its October 2025 launch, yet OpenRouter's rankings (https://openrouter.ai/rankings, as read 2026-10-10, usage data through Oct 9, 2026) list no MiniMax model among the top 20 by weekly usage. Artificial Analysis's leaderboard (https://artificialanalysis.ai/leaderboards/models, read 2026-10-10) scores MiniMax-M3 at 29 on its Intelligence Index, against 45 for Z AI's GLM-5.3 (max) and 44 for Kimi K3 (max). A loss-making developer whose usage rank resets with each model cycle has no moat yet. | eroding Baidu's search franchise still leads, but it earns less each year and the company has written part of it down. Its 2025 annual report on Form 20-F (https://www.sec.gov/Archives/edgar/data/1329099/000119312526109289/d38065d20f.htm) says revenue from online marketing services "declined in 2024 and 2025, primarily due to our ongoing AI transformation, which impacted the monetization approach, as well as unfavorable macroeconomic conditions", and that "the increasing prevalence of AI-powered search engines and virtual assistants is fundamentally altering user behavior", so that users "may have less need to click on traditional search results or sponsored links". In 2025 it recognised RMB16.2 billion of impairment losses on its Core asset group after a recoverability test it attributes to "fluctuations in the external environment, in particular the rapid iteration of AI technology, and changes in our internal operations", and reported an operating loss of RMB5.8 billion (operating income of RMB10.4 billion excluding the impairment). The decline continued into 2026: the second-quarter results (https://ir.baidu.com/news-releases/news-release-details/baidu-announces-second-quarter-2026-results, 2026-08-18) show what Baidu calls Legacy Business revenue at RMB10.4 billion, down 23% year over year, and the CEO says "our online marketing business remains under pressure". The lead itself is still large by an independent count, with StatCounter putting Baidu at 46.65% of China's search engine market in September 2026. A lead that monetises less each year, and has needed an impairment, is an eroding moat. |
| Moat type | none No moat source is demonstrated yet. Switching costs are the most likely candidate, since the leases are long (15 years at Black Pearl; Barber Lake now a 20-year contracted life) and each site has a single tenant. But the 10-K says tenant guarantees "will only be effective after rent commencement under such leases and are subject to certain limitations", and by August 2026 rent had begun at only one site. The advantages the 10-K claims are the company's own. It speaks of "industry-leading expertise in originating and securing industrial-scale, greenfield data center sites" and of securing West Texas land "on more favorable terms than in more established data center markets". The same document says "there is significant competition for power capacity and energized facilities". Intellectual property is modest: "four granted United States patents and one issued patent in Taiwan". With 66 full-time employees, Cipher has no scale advantage over the competitors it names: CoreWeave, Digital Realty, Equinix, Vantage Data Centers and Aligned Data Centers. | none None of the usual sources of a moat is established in the record. Much of the technology is published: the prospectus says MiniMax makes "certain of our models and products available on an open-source basis", which allows "third parties, including competitors, to access, use, modify, or redistribute them, which could limit our ability to commercialize those technologies or differentiate ourselves in the marketplace", and the interim results say MiniMax H3 was released "with open weights". On Artificial Analysis's video leaderboard (https://artificialanalysis.ai/video/leaderboard/text-to-video, read 2026-10-10), the entry ranked just below MiniMax's own H3 is "MiniMax H3 Max", listed under the creator Fal and marked "Based on MiniMax H3". On the API side, KrASIA's report on IDC data (https://kr-asia.com/how-bytedances-volcano-engine-holds-nearly-half-of-chinas-maas-market, 2026-05-13) notes that "In theory, developers only needed to change a few lines of code to replace the underlying model or switch cloud platforms", though it reports that the market leader, ByteDance's Volcano Engine, held its share in 2025, at 49.5%; it does not name MiniMax. Scale belongs to others: CIC, the industry consultant MiniMax commissioned, ranked it tenth among global foundation model companies by 2024 model-based revenue, "with a market share of 0.3%", and the prospectus concedes that many competitors have "greater access to data, talent, and computing infrastructure". | network effects The moat Baidu is losing is a traffic-driven network. The 20-F says it competes for users and customers "on the basis of user traffic, cyber security, quality (relevance) of search (and other marketing and advertising) results, availability and user experience of products and services, distribution channels and the number of associated third-party websites", and that its content ecosystem depends on attracting creators "by leveraging our user traffic and enhance user engagement through the provision of attractive content, so as to create a virtuous cycle". Advertisers use its P4P platform "to bid for priority placement of paid sponsored links and reach users who search for information related to their products or services", and Baidu Union partners carry its search engine and ads on their own properties. AI answers are weakening that loop: the same filing warns that conversational tools risk "reducing traffic to our platforms and diminishing the inventory and effectiveness of our search-based advertising", and Baidu App's monthly active users were 644 million in June 2026 (second-quarter results) against 679 million in December 2025 (20-F). |
| Leadership | fast follower No independent share or rank was found. The 10-K names CoreWeave, Digital Realty, Equinix, Vantage Data Centers and Aligned Data Centers as competitors, along with miners that have "signed leases with hyperscalers and HPC tenants": Hut 8, IREN, TeraWulf, Core Scientific and Applied Digital. Cipher has signed hyperscale-grade tenants (Amazon; Fluidstack with a Google backstop; a third investment-grade hyperscaler) but delivered its first HPC capacity only in August 2026 (Q2 2026 update). That makes it a fast follower. Its self-description as "a leading developer, owner, and operator of industrial-scale data centers" is the company's own claim and is not counted. | behind Independent rankings put MiniMax behind the leading Chinese labs in language and speech, and near the front only in video. Artificial Analysis's text-to-video leaderboard (https://artificialanalysis.ai/video/leaderboard/text-to-video, read 2026-10-10) shows MiniMax H3 (768p) fourth with an Elo of 1137, against 1156 for Alibaba's Wan 3.0. Its language-model leaderboard (https://artificialanalysis.ai/leaderboards/models, read 2026-10-10) scores MiniMax-M3 at 29 on the Intelligence Index, against 46 for Xiaomi's MiMo-V2.6-Pro, 45 for Z AI's GLM-5.3 (max) and Alibaba's Qwen3.8 Max (0902), 44 for Kimi K3 (max) and 39 for DeepSeek V4.1 Flash (max), and its text-to-speech leaderboard, read the same day, ranks Speech 2.8 HD 19th. OpenRouter's top 20 models by weekly usage, as read 2026-10-10 (usage data through Oct 9, 2026; https://openrouter.ai/rankings), include models from DeepSeek, Z.ai, Xiaomi, Tencent, Moonshot AI and StepFun, but none from MiniMax. The only revenue ranking is commissioned: CIC put MiniMax tenth among foundation model companies globally by 2024 model-based revenue, "with a market share of 0.3%", and fourth among pureplay foundation model companies. One near-front video model does not offset a language model scoring 29 against 44 to 46 for the best Chinese rivals, no top-20 usage, a 19th-ranked speech model and a 0.3% revenue share: MiniMax is behind the leaders, not at parity with them. | co leader Baidu leads search by an independent count, but not the AI businesses that now make up half of its core revenue. StatCounter (https://gs.statcounter.com/search-engine-market-share/all/china, September 2026 figures) puts Baidu at 46.65% of China's search engine market across all platforms, against 21.76% for Bing, and at 60.15% on mobile, though on desktop it shows Bing ahead at 41.27% to Baidu's 28.32%. In AI cloud, the 20-F cites IDC's ranking of Baidu AI Cloud as "the No.1 AI cloud provider for the sixth consecutive year" in China's AI public cloud market for 2024, but that figure is relayed by Baidu and covers 2024, and IDC data reported by KrASIA (https://kr-asia.com/how-bytedances-volcano-engine-holds-nearly-half-of-chinas-maas-market, 2026-05-13) put ByteDance's Volcano Engine at 49.5% of China's model-as-a-service market in 2025. In models, Artificial Analysis's leaderboard (https://artificialanalysis.ai/leaderboards/models, read 2026-10-10) gives ERNIE 5.0 Thinking Preview an estimated Intelligence Index of 14, against 45 for Alibaba's Qwen3.8 Max (0902) and Z AI's GLM-5.3 (max). A clear lead in search alongside a contested AI cloud position and a lagging model family makes Baidu a co-leader rather than a clear leader. |
| Pricing power | weak The 10-K says competition "has resulted in increasing competition and pricing pressure that may cause us to reduce our pricing in order to remain competitive". It adds that if customers cut usage "we may be compelled to lower our prices or risk losing a significant customer". At Barber Lake, Cipher agreed to absorb "the first $359.3 million of costs in excess of the initial budgeted amount", with the tenant reimbursing "50% of any such costs above that amount" (2026-09-25, Exhibit 99.1, https://www.sec.gov/Archives/edgar/data/1819989/000181998926000043/barberlakeleaseamendmentpr.htm). Its one input-cost edge is specific to mining: Odessa's power costs about 2.8 c/kWh under the Luminant contract, available "until at least July 2027". A landlord that concedes cost overruns to its tenants has weak pricing power. | weak MiniMax competes on price and its margin is thin. Gross profit margin was 17.9% in the six months to 2026-06-30, up from 12.1%, which the interim results put down to "improving infrastructure efficiency". Its annual results announcement (https://www1.hkexnews.hk/listedco/listconews/sehk/2026/0302/2026030202837.pdf) sells M2.5 on cost, saying that running it "continuously for one hour at an output speed of 100 tokens per second costs only one U.S. dollar". Artificial Analysis's video leaderboard, as read 2026-10-10, lists API pricing of $4.80 per minute for MiniMax H3 (768p), against $12.00 for Wan 3.0 and $34.12 for Dreamina Seedance 2.5. The prospectus says "our models' competitiveness, is directly related to our models' market pricing and demand" and warns that "we may be required to reduce our prices or offer alternative pricing models", and the July 2026 placing announcement says "prices of high-performance computing hardware have continued to rise". | weak Costs are rising faster than revenue, and Baidu has been cutting model prices. In 2025, per the 20-F, Baidu General Business revenue fell 2% to RMB102.5 billion while its cost of revenues rose 15% from RMB44.8 billion to RMB51.5 billion, "mainly related to development of cloud services", and the filing warns of "downward pressure on our operating margin". Online marketing revenue fell in both 2024 and 2025, and Legacy Business revenue was down 23% year over year in the second quarter of 2026. Baidu says it released ERNIE 4.5 Turbo and ERNIE X1 Turbo "delivering improved performance at significantly lower pricing, making them among the most cost-effective options on the market", and IDC data reported by KrASIA says the model-as-a-service leader Volcano Engine's "per-token price was below the industry average". The one premium claim, that AI-native marketing customers are "willing to pay a premium", is Baidu's own, and that line's revenue was "approximately flat year over year" in the second quarter of 2026. |
| Summary | Cipher built bitcoin mining data centres in Texas and is now developing single-tenant AI and HPC campuses for lease to hyperscalers. Its 10-K reports a portfolio of "4.2 gigawatts ("GW") of capacity across 10 sites". It lists a 15-year Amazon Web Services lease for about 300 MW of turnkey capacity at Black Pearl and a Fluidstack lease at Barber Lake (300 MW gross) under which Google "has agreed to backstop certain obligations of Fluidstack". It describes bitcoin mining at Odessa on a Luminant power contract at about 2.8 c/kWh. In 2026 it signed a third campus lease "with an investment-grade Hyperscale tenant" (Q1 2026 update, 2026-05-05), delivered first Black Pearl capacity in August "two months ahead of the original schedule" with rent commenced, and fully funded its Stingray development with a bond (Q2 2026 update). On 2026-09-25 it said Barber Lake's contracted life was extended from 10 to 20 years, taking contracted revenue at the site "from $3.8 billion to over $9 billion". The 10-K says Odessa was "the first bitcoin mining data center awarded the Management and Operations, or M&O, Stamp of Approval award from the Uptime Institute", which is independent recognition of how the company operates. Against this, the latest quarter's revenue was still bitcoin mining and fell to $25 million. The 10-K describes growing "competition and pricing pressure", single-tenant concentration, and termination rights for construction delays. The Barber Lake schedule was reset, and Cipher absorbs the first $359.3 million of cost overruns. Cipher's contracted pipeline is substantial, but a competitive advantage is not yet demonstrated, so it is rated as having no moat. That could change to narrow once its leased campuses are delivered and paying rent. | MiniMax develops models across language, video, speech and music and sells them through its Open Platform and its own consumer apps, including MiniMax Agent, Hailuo AI, Talkie and Xingye; it listed in Hong Kong in January 2026 as a Specialist Technology Company under Chapter 18C of the Listing Rules. Growth has been steep. Per its interim results announcement, revenue in the six months to 2026-06-30 was US$116.6 million, more than its US$79.0 million for all of 2025; Open Platform and other AI-based enterprise services revenue rose 703.1% to US$73.9 million, 63.4% of the total, on API call volumes and "the rapid adoption of our Token Plan"; and 60.8% of revenue came from outside Chinese mainland. Independent trackers show a mixed technical position. On Artificial Analysis's text-to-video leaderboard (read 2026-10-10), MiniMax H3 (768p) ranks fourth with an Elo of 1137, behind Alibaba's Wan 3.0, Utopai X and ByteDance Seed's Dreamina Seedance 2.5. In its text-to-speech leaderboard, read the same day, MiniMax's highest-ranked model, Speech 2.8 HD, is 19th. On its language-model Intelligence Index, also read 2026-10-10, MiniMax-M3 scores 29, behind the latest models from Z AI, Kimi, Alibaba, Xiaomi and DeepSeek, and OpenRouter's top 20 models by weekly usage, as read 2026-10-10 (usage data through Oct 9, 2026), include none from MiniMax. The economics remain heavy: a loss of US$358.0 million in the half, research and development spending of US$296.9 million driven mainly by cloud services for training, and a July 2026 placing of new shares alongside a convertible bond issue, whose announcement says "prices of high-performance computing hardware have continued to rise amid industry-wide supply constraints in 2026". MiniMax is a fast-growing multimodal lab without a moat: its best ranking is in video, where it publishes the weights, and its language models trail Chinese rivals. | Baidu was founded as a search engine business in 2000 and now describes itself as "a leading AI company with strong Internet foundation". Its 2025 revenue was RMB129.1 billion, down 3%, as online marketing revenue fell and cloud revenue grew (20-F); Baidu General Business revenue fell 2% to RMB102.5 billion and iQIYI's fell 7% to RMB27.3 billion. By the second quarter of 2026 (results, 2026-08-18), Baidu Core AI-powered Business revenue of RMB12.5 billion was half of Baidu General Business revenue: AI Cloud Infra grew 50% to RMB7.3 billion, with GPU Cloud revenue up 283%, while Legacy Business revenue fell 23% to RMB10.4 billion and Baidu General Business revenue fell 4% to RMB25.2 billion. The search position is still large by an independent count, at 46.65% of China's search engine market in September 2026 per StatCounter, but it is earning less: online marketing revenue fell in 2024 and 2025, Baidu booked RMB16.2 billion of impairment on its Core asset group in 2025 citing "fluctuations in the external environment, in particular the rapid iteration of AI technology, and changes in our internal operations", and Baidu App's monthly active users went from 679 million in December 2025 to 644 million in June 2026. The growth businesses face strong rivals. IDC, as cited in the 20-F, ranked Baidu AI Cloud first in China's AI public cloud market for 2024, but IDC data reported by KrASIA put ByteDance's Volcano Engine at 49.5% of China's model-as-a-service market in 2025, and Artificial Analysis's leaderboard, as read 2026-10-10, gives the newest ERNIE model it lists an estimated Intelligence Index of 14, against 45 for the latest models from Z AI and Alibaba. Apollo Go runs a fully driverless ride-hailing service and had reached 28 cities by the second-quarter results. Baidu's search moat is real but eroding, and its AI businesses are growing without, as yet, a moat of their own. |
| Chain position | Cipher develops single-tenant, powered data-centre campuses for hyperscale and AI tenants: Amazon at Black Pearl, Fluidstack (backstopped by Google) at Barber Lake, and an unnamed investment-grade hyperscaler at a third campus. Meanwhile it winds down bitcoin mining. | MiniMax is a model layer that rents its compute. The prospectus defines its AI infrastructure as mainly "computing services purchased from third-party cloud service providers, namely computing power, storage and network capacity that we rent from external cloud platforms instead of building and owning all the servers ourselves", and says its "upstream ecosystem includes major cloud service providers and infrastructure vendors". Downstream it sells model access to enterprises and developers through its Open Platform and runs consumer apps; 60.8% of revenue in the first half of 2026 came from outside Chinese mainland. | Baidu spans several layers of China's AI stack. Its 20-F describes "a full AI stack of four layers, including cloud infrastructure, deep learning framework developed in-house, foundation models, and applications", with AI infrastructure "powered by a diverse mix of domestic and international high-performance computing resources, including our own self-developed AI computing architecture" and its own Baidu AI Chip. It sells GPU Cloud capacity and Qianfan model services to enterprises and the public sector, with a Qianfan model library that includes "leading third-party and open-sourced models" as well as ERNIE, and it funds this largely from online marketing sold to advertisers through search and feed. |
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| Long-horizon vote | -0.06 at weight 0.20 · swarm bearish Editorial prior, not backtested. | -0.20 at weight 0.20 · swarm bullish Editorial prior, not backtested. | -0.17 at weight 0.20 · swarm bearish Editorial prior, not backtested. |