Nebius growth playbook

Add a "Compare total cost, not just GPU-hours" panel to /prices: the three SemiAnalysis results, the Revolut TCO figures and the fleet MTBF/MTTR from the homepage, a link to the study, and a simple estimator (GPUs, months, expected utilization, downtime cost) that shows cost per completed job. Offer the full study and a TCO review with a solutions architect as the next step, and track it as an enterprise lead source.

Price pages get the highest-intent traffic on any cloud site. Showing the total-cost argument there turns a rate comparison Nebius may lose on headline price into one it wins, and gives sales a link for every procurement conversation.

[ ] Headline: compare total cost, not GPU-hours
[ ] Three SemiAnalysis results with footnote
[ ] Revolut: 43% (fine-tuning), 112% (inference) better TCO vs AWS
[ ] Fleet MTBF and MTTR
[ ] Estimator: GPUs, months, utilization, downtime cost
[ ] Link to full study
[ ] Book a TCO review with an SA

• Competitors dispute the numbers

  Cite the method and date; link the independent study.

• Estimator oversimplifies

  Show ranges and offer an SA review for real workloads.

• Your websiteTCO study page: "GPU-hour pricing is the most visible metric in AI infrastructure - and often the most misleading." Nebius commissioned SemiAnalysis to model three workloads: "Across all three scenarios, Nebius delivered the lowest TCO. AWS was 9% more expensive on a TCO-adjusted basis when GPU-hour pricing was held constant, and up to 113% more expensive" on real-world pricing. The full study is behind a form; neither the homepage nor the pricing page links to this page.Source
• Your websitePricing page: on-demand GPU-hour rates (HGX H100 $4.50, H200 $5.40, B200 $8.50, B300 $9.50; preemptible from $0.79), "Commitment discounts" via sales, free egress and ingress, free managed Kubernetes and Soperator. The page does not link the TCO study and does not mention SLAs or reliability.Source
• Your websiteHomepage: "The Ultimate AI Cloud"; "Free white-glove PoC", "24/7 support by default", "500+ AI experts"; the Revolut panel cites "43% better TCO for fine-tuning vs. AWS", "112% better TCO for inference vs. AWS", "56.6 hrs mean time between failures for 3,000 GPUs" and "12 min mean time to resolution"; Shopify appears as a video; a banner notes SemiAnalysis rated Nebius Platinum in ClusterMAX 3.0.Source
• HiringPrincipal Product Marketing Manager - Enterprise (United States, posted October 14, 2026): owns "the 6-18-month enterprise buying cycle" for "CIOs, CTOs, Chief Data/AI Officers, CISOs, VPs of Infrastructure, security and procurement teams"; builds the business case on "total cost of ownership, reliability and SLAs, security and compliance, data sovereignty and residency, migration risk, and vendor lock-in"; delivers "ROI/TCO tools" and "competitive positioning against hyperscalers and neoclouds"; works with ABM platforms "such as 6sense or Demandbase"; measured in "win rates, pipeline influenced, and field adoption, not assets shipped".Source

Build /enterprise with one section per buying-committee concern, each linking proof: the TCO study, reliability numbers, Trust Center certifications, regions and residency, the migration offer, open-model portability, and enterprise stories. Add a role switcher (CIO, CISO, procurement) and a "talk to an enterprise architect" path.

Committee buyers each need their own answer; one page that answers them all shortens evaluation and arms the champion inside the account.

• Generic copy

  Every claim links a proof page.

• HiringPrincipal Product Marketing Manager - Enterprise (United States, posted October 14, 2026): owns "the 6-18-month enterprise buying cycle" for "CIOs, CTOs, Chief Data/AI Officers, CISOs, VPs of Infrastructure, security and procurement teams"; builds the business case on "total cost of ownership, reliability and SLAs, security and compliance, data sovereignty and residency, migration risk, and vendor lock-in"; delivers "ROI/TCO tools" and "competitive positioning against hyperscalers and neoclouds"; works with ABM platforms "such as 6sense or Demandbase"; measured in "win rates, pipeline influenced, and field adoption, not assets shipped".Source
• Your websiteSitemap (818 marketing URLs, read October 21, 2026): solution pages for financial services, healthcare, retail, media, physical AI, agents, vision and more; no enterprise page (nebius.com/enterprise returns 404), no migration program page and no comparison pages against hyperscalers. The financial services, retail, media, physical AI, document intelligence, Token Factory and startups pages all reuse the homepage meta description "Build and scale faster on the purpose-built AI cloud, engineered from silicon to API."Source
• Your websiteTrust Center: SOC 2, SOC 3, ISO 27001, 27018, 27701, 27799 (health information), 22301, 42001 (AI management), CSA STAR, NIS2 and DORA. The DORA page says Nebius "qualifies as an ICT third-party service provider under DORA" and offers "Nebius B.V. DORA confirmation letter" from an external auditor.Source
• Competitor researchRivals' own sites: CoreWeave, "The Essential Cloud for AI", publishes an "AI cloud TCO pricing comparison" report and a "zero-egress migration program"; Lambda, on-demand and reserved GPU clusters, has an /enterprise page; Crusoe, "The AI factory company" with an energy-first approach; Together AI, "The AI Native Cloud" for inference, fine-tuning and clusters.See the research Source

Write a specific description for every solution and product page (who it is for, the workload, one proof point), and add a check so new pages cannot ship with the default.

Distinct descriptions lift click-through on industry searches and make shared links clear.

• Small effect alone

  Pair with page title updates.

• Your websiteSitemap (818 marketing URLs, read October 21, 2026): solution pages for financial services, healthcare, retail, media, physical AI, agents, vision and more; no enterprise page (nebius.com/enterprise returns 404), no migration program page and no comparison pages against hyperscalers. The financial services, retail, media, physical AI, document intelligence, Token Factory and startups pages all reuse the homepage meta description "Build and scale faster on the purpose-built AI cloud, engineered from silicon to API."Source
• HiringSolution Marketing Lead, Financial Services (United States, posted October 14, 2026): positioning for "quantitative research, financial model training and fine-tuning, risk and portfolio modeling, research copilots, fraud and financial-crime detection, trade surveillance, document intelligence"; "customer proof points"; "industry-influencer programs"; joint marketing with NVIDIA and ISVs; "building from 0 to 1"; deep capital-markets expertise.Source
• Your websiteFinancial services page: use cases for capital markets, quant research, banking and insurance; "metrics backed by SLAs"; workloads kept "in-region for data-residency rules"; a DORA badge image but no link to the Trust Center DORA page or its auditor confirmation letter; Revolut is the only customer story; three NVIDIA blueprints (portfolio optimization, signal discovery, model distillation).Source

Add a "Compliance for regulated finance" block: DORA and NIS2 with the letter, SOC 2/3, ISO 27001 and 42001, data residency regions, customer-managed keys and audit logs, each linked. Offer a compliance pack request for vendor-risk teams.

Vendor-risk review is a gate in every financial deal; making the evidence one click away removes weeks.

• Over-claiming compliance

  Use the auditor's wording exactly.

• Your websiteFinancial services page: use cases for capital markets, quant research, banking and insurance; "metrics backed by SLAs"; workloads kept "in-region for data-residency rules"; a DORA badge image but no link to the Trust Center DORA page or its auditor confirmation letter; Revolut is the only customer story; three NVIDIA blueprints (portfolio optimization, signal discovery, model distillation).Source
• Your websiteTrust Center: SOC 2, SOC 3, ISO 27001, 27018, 27701, 27799 (health information), 22301, 42001 (AI management), CSA STAR, NIS2 and DORA. The DORA page says Nebius "qualifies as an ICT third-party service provider under DORA" and offers "Nebius B.V. DORA confirmation letter" from an external auditor.Source
• HiringSolution Marketing Lead, Financial Services (United States, posted October 14, 2026): positioning for "quantitative research, financial model training and fine-tuning, risk and portfolio modeling, research copilots, fraud and financial-crime detection, trade surveillance, document intelligence"; "customer proof points"; "industry-influencer programs"; joint marketing with NVIDIA and ISVs; "building from 0 to 1"; deep capital-markets expertise.Source

Write the Shopify story from the video, then add four enterprise stories by industry (finance, healthcare, retail, media) with outcomes on TCO, reliability and time to production. Tag them "Enterprise" in the segment filter.

Peer proof is the strongest content in a long enterprise cycle, and written stories are indexable and forwardable.

• Enterprises decline to be named

  Offer anonymised stories with verified numbers.

• Your websiteCustomer stories: 37 stories filterable by industry, workload, segment and region; most are AI-native startups, research groups and open-source projects (vLLM, SGLang, Stanford CRISPR-GPT); Revolut is the only bank and Sword Health the main healthcare company; Shopify, featured on the homepage, has no written story page in the sitemap.Source
• Your websiteHomepage: "The Ultimate AI Cloud"; "Free white-glove PoC", "24/7 support by default", "500+ AI experts"; the Revolut panel cites "43% better TCO for fine-tuning vs. AWS", "112% better TCO for inference vs. AWS", "56.6 hrs mean time between failures for 3,000 GPUs" and "12 min mean time to resolution"; Shopify appears as a video; a banner notes SemiAnalysis rated Nebius Platinum in ClusterMAX 3.0.Source
• HiringPrincipal Product Marketing Manager - Enterprise (United States, posted October 14, 2026): owns "the 6-18-month enterprise buying cycle" for "CIOs, CTOs, Chief Data/AI Officers, CISOs, VPs of Infrastructure, security and procurement teams"; builds the business case on "total cost of ownership, reliability and SLAs, security and compliance, data sovereignty and residency, migration risk, and vendor lock-in"; delivers "ROI/TCO tools" and "competitive positioning against hyperscalers and neoclouds"; works with ABM platforms "such as 6sense or Demandbase"; measured in "win rates, pipeline influenced, and field adoption, not assets shipped".Source

Launch a migration program page: free data transfer in, migration credits for committed customers, an SA-led plan, SkyPilot and object-storage tools, and open-model portability. Run it as a campaign at accounts on hyperscalers.

A named offer gives sellers a reason to call and lowers the perceived switching risk.

• Credits used without commitment

  Tie credits to signed commitments.

• Your websitePricing page: on-demand GPU-hour rates (HGX H100 $4.50, H200 $5.40, B200 $8.50, B300 $9.50; preemptible from $0.79), "Commitment discounts" via sales, free egress and ingress, free managed Kubernetes and Soperator. The page does not link the TCO study and does not mention SLAs or reliability.Source
• Competitor researchRivals' own sites: CoreWeave, "The Essential Cloud for AI", publishes an "AI cloud TCO pricing comparison" report and a "zero-egress migration program"; Lambda, on-demand and reserved GPU clusters, has an /enterprise page; Crusoe, "The AI factory company" with an energy-first approach; Together AI, "The AI Native Cloud" for inference, fine-tuning and clusters.See the research Source
• HiringPrincipal Product Marketing Manager - Enterprise (United States, posted October 14, 2026): owns "the 6-18-month enterprise buying cycle" for "CIOs, CTOs, Chief Data/AI Officers, CISOs, VPs of Infrastructure, security and procurement teams"; builds the business case on "total cost of ownership, reliability and SLAs, security and compliance, data sovereignty and residency, migration risk, and vendor lock-in"; delivers "ROI/TCO tools" and "competitive positioning against hyperscalers and neoclouds"; works with ABM platforms "such as 6sense or Demandbase"; measured in "win rates, pipeline influenced, and field adoption, not assets shipped".Source

Publish comparison pages for training and inference: TCO, reliability, GPU availability, managed tools, support and egress, with sources and dates. Use the same content as competitor comparisons.

Comparison searches are high intent and AI assistants quote well-sourced tables.

• Stale numbers

  Date every table and refresh quarterly.

• Your websiteTCO study page: "GPU-hour pricing is the most visible metric in AI infrastructure - and often the most misleading." Nebius commissioned SemiAnalysis to model three workloads: "Across all three scenarios, Nebius delivered the lowest TCO. AWS was 9% more expensive on a TCO-adjusted basis when GPU-hour pricing was held constant, and up to 113% more expensive" on real-world pricing. The full study is behind a form; neither the homepage nor the pricing page links to this page.Source
• HiringPrincipal Product Marketing Manager - Enterprise (United States, posted October 14, 2026): owns "the 6-18-month enterprise buying cycle" for "CIOs, CTOs, Chief Data/AI Officers, CISOs, VPs of Infrastructure, security and procurement teams"; builds the business case on "total cost of ownership, reliability and SLAs, security and compliance, data sovereignty and residency, migration risk, and vendor lock-in"; delivers "ROI/TCO tools" and "competitive positioning against hyperscalers and neoclouds"; works with ABM platforms "such as 6sense or Demandbase"; measured in "win rates, pipeline influenced, and field adoption, not assets shipped".Source
• Competitor researchRivals' own sites: CoreWeave, "The Essential Cloud for AI", publishes an "AI cloud TCO pricing comparison" report and a "zero-egress migration program"; Lambda, on-demand and reserved GPU clusters, has an /enterprise page; Crusoe, "The AI factory company" with an energy-first approach; Together AI, "The AI Native Cloud" for inference, fine-tuning and clusters.See the research Source

Map content to stages: awareness (TCO study, benchmarks), evaluation (free white-glove PoC, comparison pages), decision (compliance packs, enterprise stories), expansion (Token Factory, certification). Trigger plays by intent signals for 200 target accounts.

Sequenced plays raise win rates in long cycles and show pipeline influenced, the role's own metric.

• Too many accounts

  Start with 50 and expand.

• HiringPrincipal Product Marketing Manager - Enterprise (United States, posted October 14, 2026): owns "the 6-18-month enterprise buying cycle" for "CIOs, CTOs, Chief Data/AI Officers, CISOs, VPs of Infrastructure, security and procurement teams"; builds the business case on "total cost of ownership, reliability and SLAs, security and compliance, data sovereignty and residency, migration risk, and vendor lock-in"; delivers "ROI/TCO tools" and "competitive positioning against hyperscalers and neoclouds"; works with ABM platforms "such as 6sense or Demandbase"; measured in "win rates, pipeline influenced, and field adoption, not assets shipped".Source
• Your websiteHomepage: "The Ultimate AI Cloud"; "Free white-glove PoC", "24/7 support by default", "500+ AI experts"; the Revolut panel cites "43% better TCO for fine-tuning vs. AWS", "112% better TCO for inference vs. AWS", "56.6 hrs mean time between failures for 3,000 GPUs" and "12 min mean time to resolution"; Shopify appears as a video; a banner notes SemiAnalysis rated Nebius Platinum in ClusterMAX 3.0.Source
• Your websiteTrust Center: SOC 2, SOC 3, ISO 27001, 27018, 27701, 27799 (health information), 22301, 42001 (AI management), CSA STAR, NIS2 and DORA. The DORA page says Nebius "qualifies as an ICT third-party service provider under DORA" and offers "Nebius B.V. DORA confirmation letter" from an external auditor.Source

Build a public calculator: model, traffic, context length and latency target in; cost per million tokens on serverless vs dedicated, and the break-even point, out. Publish the method and a weekly "inference economics" post.

Developers choose platforms before procurement does; a tool they bookmark brings them back at decision time.

• Estimates differ from bills

  Show ranges and link to real usage data.

• HiringDeveloper hiring: a Builder Community Manager for APJ (Singapore, posted September 30, 2026) to run meetups and hackathons and turn events into "ambassador programs, recurring meetups, builder cohorts"; a DevRel Communications Designer (October 19): "builders decide which platforms win", across dev.nebius.com and the AI Builder Program, turning "benchmarks, GPU specs, pricing" into shareable visuals; a Senior Developer Advocate for Token Factory whose builders ask "What does this cost per million tokens at my traffic?" and "When do I move from a serverless endpoint to a dedicated one".Source
• HiringToken Factory go-to-market: a Product Marketing Manager (positioning for "agentic AI, multimodal AI, reasoning models, and fine-tuning", "case studies"), a Head of Sales Engineering, Principal, Senior and Manager ML Solutions Architects and a Senior Sales Engineer, all for Token Factory.Source

Package each blueprint as a one-click environment with sample market data and research credits for qualified firms, then follow up with an SA. Run a quant hackathon in New York and London.

Hands-on trials create proof and qualified pipeline in a segment where Nebius has one story.

• Data licensing

  Use public or synthetic market data.

• Your websiteFinancial services page: use cases for capital markets, quant research, banking and insurance; "metrics backed by SLAs"; workloads kept "in-region for data-residency rules"; a DORA badge image but no link to the Trust Center DORA page or its auditor confirmation letter; Revolut is the only customer story; three NVIDIA blueprints (portfolio optimization, signal discovery, model distillation).Source
• HiringSolution Marketing Lead, Financial Services (United States, posted October 14, 2026): positioning for "quantitative research, financial model training and fine-tuning, risk and portfolio modeling, research copilots, fraud and financial-crime detection, trade surveillance, document intelligence"; "customer proof points"; "industry-influencer programs"; joint marketing with NVIDIA and ISVs; "building from 0 to 1"; deep capital-markets expertise.Source
• Your websiteChannels: 191 event pages (APJ events include SuperAI Singapore 2025, AI Summit Singapore and an Antler event in Singapore); 259 blog posts, the newest "AI Builder Program in Europe" (October 19, 2026); YouTube with 8,430 subscribers, 211 videos and 24.7 million views; certification tracks (AI Cloud Ops, Agentic AI, AI Leader, Physical AI) with Nebius Academy; a live spot-price page updated as often as every 15 minutes.Source

Create a hub with a map and, for each site, the same facts: power, water, jobs, timeline, local contacts, FAQs and updates. Reuse the format for each new site.

Consistent, open information builds trust with residents, officials and investors, and speeds approvals.

• Commitments change

  Date every update.

• Your websiteData center community pages for Independence (Missouri), Birmingham (Alabama), Vineland (New Jersey), Schuylkill County (Pennsylvania) and Lappeenranta (Finland). The Independence page promises "No increase to residential power rates", annual water use like "an average restaurant" and "more than a thousand construction jobs". The sitemap shows no page that brings the sites together.Source
• HiringSenior Product Marketing Manager - Data Center and Community Engagement (US, posted August 26, 2026): community-facing "fact sheets, FAQs, town-hall content, local economic-impact and jobs stories that address concerns about energy, grid, water, noise, and land"; "Build the proof library"; sustainability proof points "that stand up to scrutiny from customers, investors, regulators, and communities".Source
• News coverageQ2 2026: revenue of $582 million, up 454% year over year; 2026 revenue guidance kept at $3.0-3.4 billion; a $27 billion contract with Meta signed in May 2026.Source

Launch a quarterly cohort in Singapore: 30 builders, credits, mentor office hours, a demo day, and ambassadors who run local meetups in other APJ cities.

Cohorts turn event attendees into repeat users and advocates, and give the region a story.

• Credit-only users

  Select teams with production plans.

• HiringDeveloper hiring: a Builder Community Manager for APJ (Singapore, posted September 30, 2026) to run meetups and hackathons and turn events into "ambassador programs, recurring meetups, builder cohorts"; a DevRel Communications Designer (October 19): "builders decide which platforms win", across dev.nebius.com and the AI Builder Program, turning "benchmarks, GPU specs, pricing" into shareable visuals; a Senior Developer Advocate for Token Factory whose builders ask "What does this cost per million tokens at my traffic?" and "When do I move from a serverless endpoint to a dedicated one".Source
• Your websiteChannels: 191 event pages (APJ events include SuperAI Singapore 2025, AI Summit Singapore and an Antler event in Singapore); 259 blog posts, the newest "AI Builder Program in Europe" (October 19, 2026); YouTube with 8,430 subscribers, 211 videos and 24.7 million views; certification tracks (AI Cloud Ops, Agentic AI, AI Leader, Physical AI) with Nebius Academy; a live spot-price page updated as often as every 15 minutes.Source

Create three kits from existing solution pages (document intelligence, agentic search with Tavily, fraud detection): reference architecture, pricing guide, demo, delivery playbook and co-selling terms. Launch with two GSIs and three regional SIs.

SIs carry enterprise relationships; a packaged offer is easy to put in front of clients.

• SIs favour hyperscalers

  Offer margin and joint funding.

• HiringPartner and industry hiring: a Senior Director of GSI and Regional SI Partnerships to "build and scale our global systems integrator program from the ground up" with "services-led, repeatable solutions that partners sell"; a Partner Field Sales Manager and Partner Solutions Architects (October 14); a Head of Strategic Partnerships for Tavily ("search infrastructure for the agentic AI era", OEM and co-selling); a Healthcare Solutions Partner (Digital Health, Medical Devices, Medical Imaging); an Influencer Marketing Manager for Nebius Academy certification.Source
• Your websiteSitemap (818 marketing URLs, read October 21, 2026): solution pages for financial services, healthcare, retail, media, physical AI, agents, vision and more; no enterprise page (nebius.com/enterprise returns 404), no migration program page and no comparison pages against hyperscalers. The financial services, retail, media, physical AI, document intelligence, Token Factory and startups pages all reuse the homepage meta description "Build and scale faster on the purpose-built AI cloud, engineered from silicon to API."Source
• HiringPrincipal Product Marketing Manager - Enterprise (United States, posted October 14, 2026): owns "the 6-18-month enterprise buying cycle" for "CIOs, CTOs, Chief Data/AI Officers, CISOs, VPs of Infrastructure, security and procurement teams"; builds the business case on "total cost of ownership, reliability and SLAs, security and compliance, data sovereignty and residency, migration risk, and vendor lock-in"; delivers "ROI/TCO tools" and "competitive positioning against hyperscalers and neoclouds"; works with ABM platforms "such as 6sense or Demandbase"; measured in "win rates, pipeline influenced, and field adoption, not assets shipped".Source

Add a healthcare compliance block to the life sciences page: relevant certifications, data handling, residency, and a security pack for health buyers, with the Sword Health story.

Health buyers start with compliance; showing it early shortens qualification.

• Implying certifications not held

  List only what is audited.

• Your websiteTrust Center: SOC 2, SOC 3, ISO 27001, 27018, 27701, 27799 (health information), 22301, 42001 (AI management), CSA STAR, NIS2 and DORA. The DORA page says Nebius "qualifies as an ICT third-party service provider under DORA" and offers "Nebius B.V. DORA confirmation letter" from an external auditor.Source
• HiringPartner and industry hiring: a Senior Director of GSI and Regional SI Partnerships to "build and scale our global systems integrator program from the ground up" with "services-led, repeatable solutions that partners sell"; a Partner Field Sales Manager and Partner Solutions Architects (October 14); a Head of Strategic Partnerships for Tavily ("search infrastructure for the agentic AI era", OEM and co-selling); a Healthcare Solutions Partner (Digital Health, Medical Devices, Medical Imaging); an Influencer Marketing Manager for Nebius Academy certification.Source
• Your websiteCustomer stories: 37 stories filterable by industry, workload, segment and region; most are AI-native startups, research groups and open-source projects (vLLM, SGLang, Stanford CRISPR-GPT); Revolut is the only bank and Sword Health the main healthcare company; Shopify, featured on the homepage, has no written story page in the sitemap.Source

Give every certified engineer a verifiable LinkedIn badge, a shareable result card and a referral link with credits for colleagues; feature top certified builders in a monthly post.

Peer posts reach the exact professional networks Nebius wants, at no media cost.

• Badge spam

  Only issue on passed exams.

• HiringPartner and industry hiring: a Senior Director of GSI and Regional SI Partnerships to "build and scale our global systems integrator program from the ground up" with "services-led, repeatable solutions that partners sell"; a Partner Field Sales Manager and Partner Solutions Architects (October 14); a Head of Strategic Partnerships for Tavily ("search infrastructure for the agentic AI era", OEM and co-selling); a Healthcare Solutions Partner (Digital Health, Medical Devices, Medical Imaging); an Influencer Marketing Manager for Nebius Academy certification.Source
• Your websiteChannels: 191 event pages (APJ events include SuperAI Singapore 2025, AI Summit Singapore and an Antler event in Singapore); 259 blog posts, the newest "AI Builder Program in Europe" (October 19, 2026); YouTube with 8,430 subscribers, 211 videos and 24.7 million views; certification tracks (AI Cloud Ops, Agentic AI, AI Leader, Physical AI) with Nebius Academy; a live spot-price page updated as often as every 15 minutes.Source

Cut the embedded page data, lazy-load below-the-fold stories and video covers, preload the hero, and track field LCP weekly.

Faster pages improve conversion and search visibility, and support the speed message.

• Design regressions

  Visual checks before release.

• Google PageSpeedChrome UX Report (real Chrome visitors to nebius.com, 75th percentile): largest contentful paint 2.7 s, above Google's 2.5 s "good" threshold; interaction to next paint 163 ms; layout shift 0.02. The homepage HTML alone is about 380 KB.Source
• Your websiteHomepage: "The Ultimate AI Cloud"; "Free white-glove PoC", "24/7 support by default", "500+ AI experts"; the Revolut panel cites "43% better TCO for fine-tuning vs. AWS", "112% better TCO for inference vs. AWS", "56.6 hrs mean time between failures for 3,000 GPUs" and "12 min mean time to resolution"; Shopify appears as a video; a banner notes SemiAnalysis rated Nebius Platinum in ClusterMAX 3.0.Source

Publish a quarterly reliability report: MTBF, MTTR, job interruption rates and checkpoint recovery by GPU platform and region, with method. Link it from pricing, enterprise and comparison pages.

Published reliability makes the TCO argument verifiable and becomes a reference that rivals must answer.

• A bad quarter is public

  Publish trends and explain incidents openly.

• Your websiteHomepage: "The Ultimate AI Cloud"; "Free white-glove PoC", "24/7 support by default", "500+ AI experts"; the Revolut panel cites "43% better TCO for fine-tuning vs. AWS", "112% better TCO for inference vs. AWS", "56.6 hrs mean time between failures for 3,000 GPUs" and "12 min mean time to resolution"; Shopify appears as a video; a banner notes SemiAnalysis rated Nebius Platinum in ClusterMAX 3.0.Source
• Your websiteTCO study page: "GPU-hour pricing is the most visible metric in AI infrastructure - and often the most misleading." Nebius commissioned SemiAnalysis to model three workloads: "Across all three scenarios, Nebius delivered the lowest TCO. AWS was 9% more expensive on a TCO-adjusted basis when GPU-hour pricing was held constant, and up to 113% more expensive" on real-world pricing. The full study is behind a form; neither the homepage nor the pricing page links to this page.Source
• HiringPrincipal Product Marketing Manager - Enterprise (United States, posted October 14, 2026): owns "the 6-18-month enterprise buying cycle" for "CIOs, CTOs, Chief Data/AI Officers, CISOs, VPs of Infrastructure, security and procurement teams"; builds the business case on "total cost of ownership, reliability and SLAs, security and compliance, data sovereignty and residency, migration risk, and vendor lock-in"; delivers "ROI/TCO tools" and "competitive positioning against hyperscalers and neoclouds"; works with ABM platforms "such as 6sense or Demandbase"; measured in "win rates, pipeline influenced, and field adoption, not assets shipped".Source

Package an agent stack with one contract and bill: open-model inference, Tavily search, observability and governance, with reference agents for finance research and customer support. Sell through SIs and OEM partners.

Bundles raise contract value and make Nebius the default for agent workloads rather than raw GPUs.

• Bundle confusion

  Keep each product buyable alone.

• HiringPartner and industry hiring: a Senior Director of GSI and Regional SI Partnerships to "build and scale our global systems integrator program from the ground up" with "services-led, repeatable solutions that partners sell"; a Partner Field Sales Manager and Partner Solutions Architects (October 14); a Head of Strategic Partnerships for Tavily ("search infrastructure for the agentic AI era", OEM and co-selling); a Healthcare Solutions Partner (Digital Health, Medical Devices, Medical Imaging); an Influencer Marketing Manager for Nebius Academy certification.Source
• HiringToken Factory go-to-market: a Product Marketing Manager (positioning for "agentic AI, multimodal AI, reasoning models, and fine-tuning", "case studies"), a Head of Sales Engineering, Principal, Senior and Manager ML Solutions Architects and a Senior Sales Engineer, all for Token Factory.Source
• Your websiteSitemap (818 marketing URLs, read October 21, 2026): solution pages for financial services, healthcare, retail, media, physical AI, agents, vision and more; no enterprise page (nebius.com/enterprise returns 404), no migration program page and no comparison pages against hyperscalers. The financial services, retail, media, physical AI, document intelligence, Token Factory and startups pages all reuse the homepage meta description "Build and scale faster on the purpose-built AI cloud, engineered from silicon to API."Source

Offer an EU regulated package: in-region capacity, EU support, DORA and NIS2 evidence, customer-managed keys and contract terms for financial and public-sector buyers, sold country by country.

Regulated EU buyers pay for residency and compliance, and it differentiates Nebius from US rivals.

• Capacity is sold out

  Reserve EU capacity for the package.

• Your websiteTrust Center: SOC 2, SOC 3, ISO 27001, 27018, 27701, 27799 (health information), 22301, 42001 (AI management), CSA STAR, NIS2 and DORA. The DORA page says Nebius "qualifies as an ICT third-party service provider under DORA" and offers "Nebius B.V. DORA confirmation letter" from an external auditor.Source
• Your websiteFinancial services page: use cases for capital markets, quant research, banking and insurance; "metrics backed by SLAs"; workloads kept "in-region for data-residency rules"; a DORA badge image but no link to the Trust Center DORA page or its auditor confirmation letter; Revolut is the only customer story; three NVIDIA blueprints (portfolio optimization, signal discovery, model distillation).Source
• HiringPrincipal Product Marketing Manager - Enterprise (United States, posted October 14, 2026): owns "the 6-18-month enterprise buying cycle" for "CIOs, CTOs, Chief Data/AI Officers, CISOs, VPs of Infrastructure, security and procurement teams"; builds the business case on "total cost of ownership, reliability and SLAs, security and compliance, data sovereignty and residency, migration risk, and vendor lock-in"; delivers "ROI/TCO tools" and "competitive positioning against hyperscalers and neoclouds"; works with ABM platforms "such as 6sense or Demandbase"; measured in "win rates, pipeline influenced, and field adoption, not assets shipped".Source

Run free Nebius Academy courses and certification vouchers in each host community with local colleges, and report graduates and local hires on the community hub.

Visible local benefit eases approvals and creates a local talent pipeline for the sites.

• Seen as PR only

  Report real outcomes.

• Your websiteData center community pages for Independence (Missouri), Birmingham (Alabama), Vineland (New Jersey), Schuylkill County (Pennsylvania) and Lappeenranta (Finland). The Independence page promises "No increase to residential power rates", annual water use like "an average restaurant" and "more than a thousand construction jobs". The sitemap shows no page that brings the sites together.Source
• HiringSenior Product Marketing Manager - Data Center and Community Engagement (US, posted August 26, 2026): community-facing "fact sheets, FAQs, town-hall content, local economic-impact and jobs stories that address concerns about energy, grid, water, noise, and land"; "Build the proof library"; sustainability proof points "that stand up to scrutiny from customers, investors, regulators, and communities".Source
• Your websiteChannels: 191 event pages (APJ events include SuperAI Singapore 2025, AI Summit Singapore and an Antler event in Singapore); 259 blog posts, the newest "AI Builder Program in Europe" (October 19, 2026); YouTube with 8,430 subscribers, 211 videos and 24.7 million views; certification tracks (AI Cloud Ops, Agentic AI, AI Leader, Physical AI) with Nebius Academy; a live spot-price page updated as often as every 15 minutes.Source

Publish a monthly index of spot and on-demand price movements by GPU platform from Nebius data, with a short commentary and a downloadable chart.

Data journalism earns links, citations and a reason for buyers to return to the pricing pages.

• Seen as price signalling

  Publish only aggregated public data.

• Your websiteChannels: 191 event pages (APJ events include SuperAI Singapore 2025, AI Summit Singapore and an Antler event in Singapore); 259 blog posts, the newest "AI Builder Program in Europe" (October 19, 2026); YouTube with 8,430 subscribers, 211 videos and 24.7 million views; certification tracks (AI Cloud Ops, Agentic AI, AI Leader, Physical AI) with Nebius Academy; a live spot-price page updated as often as every 15 minutes.Source
• Your websitePricing page: on-demand GPU-hour rates (HGX H100 $4.50, H200 $5.40, B200 $8.50, B300 $9.50; preemptible from $0.79), "Commitment discounts" via sales, free egress and ingress, free managed Kubernetes and Soperator. The page does not link the TCO study and does not mention SLAs or reliability.Source