Vikshy is not being updated. Updates were paused on 20 October 2026, so the news, the Score, prices and rankings here are out of date and will stay as they are. Check the labs' own sites for anything newer.
On the watchlist, scored but not ranked

NVIDIA

Level since 18 Oct, rising over 30 days (Direction ▲ 2.9). Latest driver: NVIDIA releases Nemotron 3.5 Super VL and Bolt edge models.

Strongest onRelease execution6thEcosystem7th
Lags onUsage and adoptionbelow all 13Value13thCapability12th
Score49.0■ 0.0 since 18 Oct
Strength48.5Eight pillars
Direction▲ 2.9Last 30 days
Confidence medium76% of its indicators measured and fresh

Score over time

Reconstructed40455024 Aug21 Sep19 Oct
ScoreStrength
Reconstructed40455024 Aug21 Sep19 Oct
ScoreStrength

57 daily closes, the earlier ones reconstructed. Download CSV

The eight pillars

Each pillar 0 to 100 on fixed goalposts, with its rank among the 13 ranked labs. The tick marks the median lab; points are what the pillar adds to Strength.

Capability2012th71+14.2
Usage and adoption16below all 137+1.1
Release execution66th66+4.0
Value1513th36+5.5
Ecosystem117th66+7.2
Reception411th16+0.7
Reliability1110th98+10.8
Trust, safety and privacy179th30+5.0

Since 18 Oct

Score down 0.0 (49.0 to 49.0). No pillar moved by 0.1 or more.

What was measuredAll 25 readings behind this close, with source, date and goalposts

Filled: no fresh reading, so the ranked labs' median was used. Carried: a source that keeps no history, read later.

IndicatorReadingScaledGoalpostsAs of
Arena text rating
Arena (arena.ai) text leaderboard: rating of the lab's best model with 1,000 votes or more
1426.1
nvidia-nemotron-3-ultra-550b-a55b-nvfp4
591250 to 1550 rating13 Oct
Benchmarks
Epoch AI Benchmarking Hub: the lab's best score on each of GPQA Diamond, FrontierMath tiers 1 to 3, SWE-bench Verified and OTIS Mock AIME, each placed between fixed goalposts, averaged; runs from the last 365 days, at least 3 of the 4
GPQA diamond 85.4% (nemotron-3-ultra); OTIS Mock AIME 2024-2025 86.7% (nemotron-3-ultra): filled with the median83already 0 to 100
Paid adoption
Published spend and paid-use evidence, latest edition of each: Ramp AI Index (share of US businesses paying the vendor, monthly), Menlo Ventures (enterprise API spend share), a16z CIO survey (share of LLM wallet), ICONIQ (share of AI builders using the provider), each placed on its own scale and averaged by weight; facts and sources at /data/adoption.json
0
Menlo Ventures, State of Generative AI in the Enterprise (2025-12): not named, below its threshold; a16z enterprise CIO survey (2026-01): not named, below its threshold
0already 0 to 10019 Oct
Assistant users
Users of the lab's assistants (chat apps and coding agents) as the lab or its parent last disclosed them, or a panel measurement (QuestMobile) where a lab discloses none; weekly figures count as monthly (a lower bound); dated by disclosure, and only disclosures from the last 12 months count; not applicable to a lab with no figure; facts and sources at /data/assistants.json
No user count disclosed in the last 12 months1 million to 2 billion monthly users
Web traffic
Cloudflare Radar: the lab's best rank among the top 20 generative-AI services by traffic, 21 minus the rank
No fresh reading: filled with the median00 to 20 rank points
API spend share
OpenRouter rankings: the lab's share of all dollars spent on OpenRouter in the last 30 days, across every model (not token volume, which cheap bulk models dominate)
0.0664
0.1% of $104.4M spent on OpenRouter in 30 days (17 models)
40% to 35% of spend11 Oct
App charts
App Store top free charts in 7 countries
Not applicable0 to 100 chart points
Coding agent downloads
npm and PyPI downloads of the lab's official coding agents (such as Claude Code, Codex, Gemini CLI, Qwen Code, Mistral Vibe), last 30 days; not applicable to a lab with none; standalone IDEs without public counts (such as Antigravity) are not seen
No official coding agent with public download counts10 thousand to 100 million a month
Coding extension installs
VS Code Marketplace: installs of the lab's official coding extensions; not applicable to a lab with none
No official coding extension on the VS Code Marketplace100 thousand to 50 million installs
SDK downloads
PyPI and npm downloads of the official SDKs, last 30 days
Not applicable100 thousand to 1 billion a month
Open-model downloads
Hugging Face downloads of the lab's models, last 30 days
37139621
nvidia
7110 thousand to 1 billion a month19 Oct
Shipping cadence
Vikshy Wire: confirmed launches and updates of materiality 2 or more, last 90 days
15
15 confirmed launches and updates in 90 days
710 to 30 in 90 days19 Oct
Biggest launch
Vikshy Wire: the biggest launch in the last 90 days, fading with age
2.9459materiality 0 to 519 Oct
Rating per dollar
Arena rating of the lab's best-value model, less 30 points for each doubling of its blended list price (3 parts input to 1 part output), with prices below $0.30 per million counted as $0.30
1395.2
nvidia-llama-3.3-nemotron-super-49b-v1.5: 1343 at $0.18/M blended
361250 to 1650 points13 Oct
Cloud availability
Amazon Bedrock, Google Cloud and Microsoft Foundry: whether each offers the lab's current models as a managed, pay-per-use API (the flagship or the model one step behind it counts 1, an older generation only 0.5, open-weight side lines 0), dated by availability; facts and sources at /data/distribution.json
2
Amazon Bedrock: Nemotron 3 Super, Nano; Microsoft Foundry: Nemotron 3 Ultra via Fireworks on Foundry (date approximate)
670 to 3 platforms19 Oct
Open-weight hosts
OpenRouter: distinct providers serving the lab's open-weight models; not applicable to a lab that publishes none (a closed model's reach is its cloud availability)
11
Darkbloom, Io Net, DeepInfra, CoreWeave, Crusoe, Together, Venice, DekaLLM, BaseTen, Novita, Nebius
591 to 60 providers19 Oct
Developer interest
Hugging Face likes on the lab's models
63161
nvidia
721 thousand to 316 thousand likes19 Oct
Hacker News
Hacker News points on stories about the lab, last 30 days
0
no stories with 20+ points
00 to 30,000 points19 Oct
Press and analysts
Vikshy Wire: press and analyst pieces on the lab's developments, last 30 days
10410 to 60 pieces19 Oct
Official API uptime
The lab's own status page: 30-day uptime of the components that make up its model API, counting major outages in full and partial outages at 30%, the pages' own formula (degraded performance is not counted); labs label outages differently, so a measured cross-check sits beside it
No fresh reading: filled with the median9899% to 100% over 30 days
Measured uptime
OpenRouter: the median uptime of the lab's own API endpoints, an independent cross-check of the status page, the mean of daily readings over 30 days
Not applicable90% to 100%
Independent assessments
Independent assessments published by then, each put on 0 to 100: the Future of Life Institute AI Safety Index (40%), the Stanford Foundation Model Transparency Index (30%) and the SaferAI risk-management ratings (30%), averaged over those that cover the lab; a lab none covers is not independently assessed, and filled with the median like any gap
16
1 of 3 assessments: SaferAI Risk Management Tracker (2026-07) 16
160 to 10019 Oct
Customer data commitments
From the lab's own documentation: API and business data not used for training by default; a zero-data-retention option; a choice of data region
1
no training on API data by default
330 to 3 commitments19 Oct
Security certifications
From the lab's trust center: SOC 2 Type II, ISO/IEC 27001, ISO/IEC 42001 (AI management) covering its model API
0
none of SOC 2 Type II, ISO/IEC 27001, ISO/IEC 42001 found
00 to 3 certifications19 Oct
Security and privacy incidents
Security breaches, data leaks and regulatory privacy actions (bans, fines, orders) affecting the lab's AI services or caused by its AI systems in the last 12 months, from reputable reporting and regulators, counted once per public disclosure, and half when the lab itself disclosed harm from its AI with no legal duty to; every fact, and what was not counted and why, is at /data/trust.json
0
no security or privacy incident or regulatory action found in 12 months
1000 to 3 in 12 months, fewer is better19 Oct

What moved Direction

The developments that count most in the last 30 days. Direction ▲ 2.9.

  1. +1.4NVIDIA releases Nemotron 3.5 Super VL and Bolt edge models15 Oct · Open-weight model
  2. +0.4NVIDIA launches RTX Spark PC for creators, gamers and AI agents15 Oct · New product or feature
  3. +0.3NVIDIA opens Vera Rubin architecture at OCP Global Summit12 Oct · New product or feature
  4. +0.2NVIDIA and Microsoft announce RTX Spark for AI agents on Windows PCs7 Oct · New product or feature
  5. +0.2NVIDIA highlights AI use in breast cancer screening and treatment5 Oct · Research
  6. +0.1NVIDIA to ship DGX Spark with 64GB unified memory2 Oct · New product or feature
All 18 developments, line by line

Points for materiality, times recency, times diminishing returns (or the setback cap).

DevelopmentMaterialityPointsRecencyDiminish or capCounts
NVIDIA launches DSX Ready program for AI factory power and cooling
21 Sep · New product or feature
20.750.540.17+0.07
NVIDIA releases Isaac ROS 5.0 for robotics development
22 Sep · New product or feature
20.750.550.19+0.08
Nvidia launches open-source AI security tool to contain rogue agents
28 Sep · New product or feature
20.750.650.22+0.11
NVIDIA to ship DGX Spark with 64GB unified memory
2 Oct · New product or feature
20.750.720.25+0.14
NVIDIA highlights AI use in breast cancer screening and treatment
5 Oct · Research
20.750.770.29+0.17
NVIDIA and Microsoft announce RTX Spark for AI agents on Windows PCs
7 Oct · New product or feature
20.750.810.36+0.22
NVIDIA opens Vera Rubin architecture at OCP Global Summit
12 Oct · New product or feature
20.750.890.45+0.3
NVIDIA releases Nemotron 3.5 Super VL and Bolt edge models
15 Oct · Open-weight model
31.50.941+1.41
NVIDIA launches RTX Spark PC for creators, gamers and AI agents
15 Oct · New product or feature
20.750.940.63+0.44
Nvidia highlights Egypt AI ecosystem growth at Cairo event
21 Sep · Product update · minor: counts zero
100
CoreWeave brings next generation NVIDIA infrastructure to production
30 Sep · New product or feature · another company's news: counts zero
20.750
NVIDIA opens 2027-2028 graduate fellowship applications
30 Sep · Money news · counts zero (kind or rule)
100
French firms deploy agentic computing at scale with NVIDIA
13 Oct · Product update · another company's news: counts zero
100
European cities deploy NVIDIA-powered AI agents for urban operations
14 Oct · New product or feature · another company's news: counts zero
20.750
NVIDIA commits $250M in UK compute over five years
14 Oct · Money news · counts zero (kind or rule)
31.50
NVIDIA highlights Nordic region's advanced computing buildout
15 Oct · Product update · minor: counts zero
100
NVIDIA expands advanced computing access for European scientists
15 Oct · Product update · minor: counts zero
100
NVIDIA adds DLSS 4.5 controls to GeForce NOW
15 Oct · Product update · minor: counts zero
100

Latest from NVIDIA

What NVIDIA shipped, broke and changed lately. The full NVIDIA timeline, with every model it has released.

  1. 19 Oct
  2. 15 Oct
  3. 15 Oct
  4. 14 Oct
  5. 14 Oct
  6. 12 Oct

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All NVIDIA stories on the Wire