Robot Foundation Models
The software layer powering next-gen robots in 2026. Generalist vision-language-action (VLA) models that train across embodiments - humanoid, quadruped, manipulation arms - are the bottleneck shifting value from hardware to the "robot brain". The investable public surface is dominated by NVDA (Isaac sim + Cosmos + GR00T) and the mega-cap diversifieds (GOOGL Gemini Robotics, MSFT/OpenAI-Figure axis, AMZN industrial fund, TSLA Optimus vertical, BIDU Apollo). The actual technological leaders - Skild AI (omni-embodied brain) and Physical Intelligence (π0/π0.5 manipulation models) - are still private, alongside the humanoid platforms (Figure, 1X, Apptronik, Agility) consuming those models. Tracked as an editorial theme rather than a bubble because the public basket would beta-drift into AI Compute / Hyperscalers.
Stocks · key Fib levels
- #1NVDA$197.58last$71.00fib+178.3%vs fib
The dominant rail. Isaac Sim + Isaac Lab (training), Cosmos world-foundation models (simulation), GR00T humanoid foundation model (control). NVentures is an investor in Skild AI and Figure - picks-and-shovels for whoever wins the embodied-AI race.
anchored by Microsoft Azure · Amazon Web Services · Google Cloud · Meta Platforms · OpenAI · xAI- ▸2026-05-29 - @nvidia tweet 16:00 UTC: "A new era of PC. 25.0528, 121.5990" (https://x.com/nvidia/status/2060390710797328574). Coordinates decode to Taipei, Taiwan (Songshan district). Strongly implies COMPUTEX 2026 keynote announcement of the long-rumored NVIDIA + MediaTek ARM-based PC chip (codename N1/N1x) competing with Apple M-series + Qualcomm Snapdragon X. Direct implications for $INTC + $AMD (core PC threat), $QCOM (Snapdragon X competition), $AAPL (M-series), $MSFT (Windows on ARM partner), $MTK (Taiwan-listed direct partner), $TSM (manufactures all sides - agnostic positive)
- ▸COMPUTEX 2026 week - Jensen Huang keynote scheduled at Taipei. Annual PC industry conference; historically the venue for next-gen accelerator + roadmap announcements
- ▸Q1 FY27 print 2026-05-21 - Data Center segment continued >+90% YoY trajectory (specific numbers deferred to next chart-thesis pass when full P&L is integrated)
- ▸Customer concentration: Microsoft Azure + Amazon AWS + Google Cloud + Meta + OpenAI + xAI (Colossus 100K+ H100s) + neocloud bloc (CoreWeave, Lambda, Crusoe). Top ~10 hyperscaler customers carry the majority of Data Center revenue
- ▸Capital structure: shares outstanding 24.22Bn, YoY −1.11% (NVDA is BUYING BACK, opposite of typical AI hypergrowth names which dilute). Net cash balance sheet (EV $5.12T < mcap $5.23T)
- ▸Snapshot 2026-05-29: market cap $5.23T = largest US-listed equity. Forward catalysts: COMPUTEX 2026 keynote (this week), Q2 FY27 earnings 2026-08-26, B200/GB200 deployment ramp through 2H 2026, Rubin (R100) roadmap reveal expected late 2026
- ▸Setup tension: trades at all-time-high absolute valuation ($5.23T) on continued hyperscaler capex confirmation. Bull case is sustained Data Center growth + new TAM expansion via PC silicon + automotive + sovereign AI deals. Bear case is hyperscaler capex deceleration (any single quarter), AMD MI400 series eroding GPU market share, China export controls escalation, or AI capex normalization at higher base. Next earnings 2026-08-26 sets the FY27 H2 baseline.
- #2GOOGL$361.21last$272.00fib+32.8%vs fib
DeepMind robotics: Gemini Robotics, RT-2, RT-X data consortium, Apptronik partnership. The direct foundation-model competitor to Physical Intelligence and Skild.
anchored by Anthropic (TPU) · Apple (Gemini in Apple Intelligence) · Salesforce (GCP) · Workday (GCP) · Spotify (GCP)- ▸**2024 Q4** - Anthropic expands TPU commitment to reportedly $11B+ over multi-year term (Bloomberg)
- ▸**2024 Q4** - Apple integrates Gemini as optional Apple Intelligence model alongside ChatGPT (announced WWDC 2024, rollout 2025)
- ▸**2025** - Waymo crosses 150k paid rides/week run-rate across SF/Phoenix/LA/Austin
- ▸**2025** - TPU v6 'Trillium' GA on Google Cloud; v7 'Ironwood' announced for 2026
- ▸**2025 Q3** - Google Cloud signs multi-billion Salesforce, Workday infra deals
- ▸**2026 Q1** - DOJ Search remedies trial verdict pending; Chrome divestiture and default-search payment ban remain on table
- #3MSFT$384.28last- fib
Azure + OpenAI stake exposes Figure AI partnership and ChatGPT-class embodied agent stack. Strategic infra layer rather than direct robot software.
anchored by OpenAI · U.S. Department of Defense · U.S. Department of Veterans Affairs · Walmart · Coca-Cola · BlackRock · LSEG · Volkswagen- ▸2023-01: $10B follow-on investment in OpenAI; exclusive Azure cloud provider
- ▸2023-10: Activision Blizzard ($ATVI) acquisition closed, $69B
- ▸2024-01: Copilot for Microsoft 365 GA at $30/user/month
- ▸2024-05: Cobalt 100 Arm CPUs + Maia 100 AI accelerator announced for Azure
- ▸2024-09: Three Mile Island nuclear PPA with $CEG (20-yr, ~835 MW)
- ▸2025-01: $80B FY25 AI infrastructure capex commitment
- ▸2025-03: G42 (UAE) strategic partnership + Azure region
- ▸2025-10: OpenAI restructuring - MSFT retains exclusivity on frontier models through 2030
- #4AMZN$241.70last$232.00fib+4.2%vs fib
Amazon Industrial Innovation Fund invested in Skild + Agility + Figure. Internal robotics R&D (Sparrow, Sequoia, Vulcan) is the largest commercial robotics deployment in the world. Bezos Expeditions personal stakes in Physical Intelligence and Skild.
anchored by Anthropic · Apple · Databricks · Pinterest · Stripe · Netflix · Salesforce- ▸**2024-03** - Anthropic investment closed at $4B; Claude pledged to AWS as primary cloud + Trainium as primary training chip.
- ▸**2024-11** - Anthropic round topped up to $8B total; multi-year Trainium2 capacity commitment disclosed.
- ▸**2025-01** - Project Rainier announced: ~400k Trainium2 chips for Anthropic, sited in Indiana (1.3GW campus).
- ▸**2025-Q3** - AWS run-rate crossed $115B; Trainium2 GA at re:Invent 2024 with Apple, Databricks, Anthropic as named customers.
- ▸**2026** - Capex guide ~$105B (vs ~$83B in 2025), substantially all to AI infra; Mississippi + Indiana hyperscale builds in progress.
- #5TSLA$425.30last$351.00fib+21.2%vs fib
Optimus humanoid program - vertical-integrated foundation model (FSD-derived neural net). Distinct thesis: not a platform play, but the only public pure-play on a humanoid program with production timeline guidance.
anchored by PepsiCo · Sysco · Intersect Power · Hertz (legacy) · undisclosed utility offtakers- ▸2026 Q1: Energy storage deployed 4.1 GWh (+157% YoY); Lathrop + Shanghai Megapack factories at scale
- ▸2025 Q4: FSD v13 supervised release; unsupervised internal testing begins Austin
- ▸2025: Optimus Gen-2 prototypes assembling at Fremont pilot line; targeted internal deployment 2026
- ▸2024 Q4: Dojo D1 wafer-scale compute online; D2 tape-out announced
- ▸2024: Cybertruck production ramp at Giga Texas; Semi pilot fleet expansion with PepsiCo + Sysco
- ▸2023: 4680 cell in-house production crosses break-even cost vs cell suppliers
- ▸Multi-year Megapack supply agreements: Intersect Power (15.6 GWh), undisclosed utility offtakes
- #6BIDU$117.94last- fib
Apollo robotics + ERNIE foundation model. The only US-listed pure-play on Chinese embodied-AI development, which is racing the US stack on manipulation benchmarks.
anchored by China Mobile · State Grid Corporation of China · undisclosed Chinese financial institutions · undisclosed automotive OEMs (Apollo platform) · iQiyi (intra-group)- ▸2024 Q1: Apollo Go crosses 6M cumulative rides; fully driverless operations expand to Wuhan whole-city
- ▸2024 Q2: ERNIE 4.0 Turbo launched; API call volume reportedly 200M+/day
- ▸2024 Q3: Qianfan MaaS platform crosses 77,000 enterprise customers
- ▸2025 Q1: Apollo Go announces international expansion plans (Hong Kong, UAE, Singapore trials)
- ▸2025 Q2: Kunlun P800 chip cluster deployed internally for ERNIE training, reducing $NVDA dependency
- ▸2026 Q1: Apollo Go cumulative rides reportedly >11M; Wuhan fleet ~500 vehicles
Private leaders· IPO watch · not investable today
The omni-embodied bet - single brain across hardware. NVDA + Amazon + Bezos all backed; tightest correlation to NVDA Isaac stack via NVentures.
backersLightspeedCoatueSoftBankSequoiaBezos ExpeditionsAmazonNVIDIA NVenturesFelicisMenlo VenturesoutlookSeries B 2025 at ~$4B. IPO 2027+ if humanoid TAM materializes; near-term acquisition target for NVDA/GOOGL/MSFT/AMZN if a clear hardware winner emerges.
$4.00B2025-07The academic-credentialed bet - Levine/Finn/Hausman are top robotics researchers. π0.5 release in 2025 is the first major open-weights VLA milestone.
backersThrive CapitalLux CapitalBezos ExpeditionsOpenAISequoiaKhosla VenturesoutlookSeries A→B speedrun (founded 2024, $5B by late 2025). IPO 2027+ if π0/π0.5 lands commercial deployments. Most academically credentialed of the foundation-model bunch.
$5.00B2025-11The vertical-integrated humanoid leader. Highest valuation (~$39.5B), commercial BMW pilot, tight MSFT/OpenAI/NVDA loop.
backersMicrosoftNVIDIAOpenAI Startup FundIntel CapitalBezos ExpeditionsParkway Venture CapitalBrookfieldAlign VenturesoutlookIPO candidate 2026-2027 if BMW deployment scales. Highest-valuation private humanoid play; tightly coupled to MSFT/OpenAI/NVDA stack so public proxies capture much of the optionality.
$39.5B2025-02OpenAI Startup Fund anchor + earliest consumer humanoid form factor (NEO Beta). Lower valuation, optionality on home market.
backersOpenAI Startup FundTiger GlobalEQT VenturesSamsung NEXToutlookPre-IPO. NEO Beta home humanoid demo 2024 - earlier on consumer-facing form factor than Figure or Apptronik.
$1.00B2024-01The GOOGL DeepMind humanoid partnership. Mercedes + GXO commercial pilots already revenue-bearing.
backersB CapitalCapital FactoryMercedes-BenzGoogle DeepMindRH CapitaloutlookSeries A 2025 at ~$1.6B. Mercedes + GXO commercial pilots de-risk the revenue thesis. IPO 2027+ realistic.
$1.60B2025-02Amazon factory deployment is the live commercial humanoid program at the largest US robotics buyer. Less media presence than Figure, more deployed units.
backersDCVCPlayground GlobalAmazon Industrial Innovation FundoutlookPre-IPO, ~$1B last round. Amazon partnership is the moat; commercial humanoid leader by deployment count.
$1.00B2024-09
Co-movement matrix (252d)
AMZN | BIDU | GOOGL | MSFT | NVDA | TSLA | |
|---|---|---|---|---|---|---|
| AMZN | · | 0.19 | 0.45 | 0.34 | 0.32 | 0.33 |
| BIDU | 0.19 | · | 0.25 | 0.12 | 0.35 | 0.34 |
| GOOGL | 0.45 | 0.25 | · | 0.13 | 0.30 | 0.36 |
| MSFT | 0.34 | 0.12 | 0.13 | · | 0.34 | 0.19 |
| NVDA | 0.32 | 0.35 | 0.30 | 0.34 | · | 0.39 |
| TSLA | 0.33 | 0.34 | 0.36 | 0.19 | 0.39 | · |
About themes
Themes are editorial groupings - narrative buckets used for technical screens. They exist alongside bubbles, which are validated empirically by capital-flow co-movement.
When a theme's avg correlation is high, the editorial story is also tradeable as a bloc. When it's low, the narrative groups stocks that don't actually move together - useful for thinking, less useful for trading.
Related research
Frequently asked questions
- What are the top stocks in the Robot Foundation Models theme?
- QuantAbundancia's Robot Foundation Models theme tracks 6 stocks ranked editorially: NVDA, GOOGL, MSFT, AMZN, TSLA, BIDU.
- Which private companies are in the Robot Foundation Models theme?
- 6 private leaders are tracked for IPO watch: Skild AI, Physical Intelligence (π), Figure AI, 1X Technologies, Apptronik.
- Do Robot Foundation Models stocks move together?
- The Robot Foundation Models theme has a 252-day average correlation of 0.29 across its members - weak co-movement. Editorial themes are narrative groupings, not capital-flow validated; tradability follows correlation, not the story.