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 Updates were paused on 20 October 2026, so the news, the Score, prices and rankings here are out of date and will stay as they are.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

Amazon

Down 0.1 since 18 Oct, rising over 30 days (Direction ▲ 4.4). Latest driver: Claude Opus 5.5 and Sonnet 5.5 come to Bedrock in AWS GovCloud.

+0.3 Since the 19 Oct close: AWS shows bi-directional KV transfer in vLLM cutting TTFT and TwelveLabs Pegasus 1.5 video model arrives in Amazon Bedrock would move Direction to ▲ 4.7 and the Score to about 50.8 at the next close.

Leads onTrust, safety and privacy1st
Lags onUsage and adoptionbelow all 13Ecosystembelow all 13Value13th
Score50.7▼ 0.1 since 18 Oct
Strength49.9Eight pillars
Direction▲ 4.4Last 30 days
Confidence medium82% of its indicators measured and fresh

Score over time

Reconstructed40485524 Aug21 Sep19 Oct
ScoreStrength
Reconstructed40485524 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 136+1.0
Release execution64th88+5.3
Value1513th23+3.4
Ecosystem11below all 1325+2.7
Reception411th12+0.5
Reliability1110th97+10.7
Trust, safety and privacy171st71+12.1

Since 18 Oct

Score down 0.1 (50.8 to 50.7). 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
1426.5
amazon-nova-experimental-chat-26-02-10
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
No fresh reading: 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
0
not in the top 20 generative-AI services
00 to 20 rank points19 Oct
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)
0.01
0.0% of $104.4M spent on OpenRouter in 30 days (5 models)
20% 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
26869839
amazon
6910 thousand to 1 billion a month19 Oct
Shipping cadence
Vikshy Wire: confirmed launches and updates of materiality 2 or more, last 90 days
22
22 confirmed launches and updates in 90 days
860 to 30 in 90 days19 Oct
Biggest launch
Vikshy Wire: the biggest launch in the last 90 days, fading with age
4.6393materiality 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
1341.8
nova-2-lite: 1335 at $0.85/M blended
231250 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
1
Amazon Bedrock: Nova 2 Lite, Nova 2 Pro (preview)
330 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)
No open-weight models on OpenRouter1 to 60 providers
Developer interest
Hugging Face likes on the lab's models
2113
amazon
131 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
5290 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
99.4551
mean of 30 daily readings, 2026-09-20 to 2026-10-19
9590% to 100%19 Oct
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
28.5
2 of 3 assessments: Foundation Model Transparency Index (2025-12) 39; SaferAI Risk Management Tracker (2026-07) 18
290 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
3
no training on API data by default, zero data retention available, choice of data region
1000 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
3
SOC 2 Type II, ISO/IEC 27001, ISO/IEC 42001
1000 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 ▲ 4.4.

  1. +1.9Claude Opus 5.5 and Sonnet 5.5 come to Bedrock in AWS GovCloud5 Oct · Flagship model launch
  2. +0.7AWS releases open-source Strands Decider 2B decision model1 Oct · Open-weight model
  3. +0.5AWS uses Bedrock AgentCore agents to automate cloud migrations1 Oct · Security incident
  4. +0.3Amazon's Bee launches two personal AI devices from $7515 Oct · New product or feature
  5. +0.2AWS shares MoE kernel optimizations on SageMaker AI13 Oct · Research
  6. +0.2Grok 4.7 becomes available on Amazon Bedrock13 Oct · New product or feature
All 28 developments, line by line

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

DevelopmentMaterialityPointsRecencyDiminish or capCounts
SageMaker HyperPod supports cross-Region training with Qumulo
25 Sep · Research
20.750.610.13+0.06
Amazon SageMaker AI adds Qwen3-TTS real-time speech deployment
25 Sep · New product or feature
20.750.610.12+0.06
Amazon details MoE reinforcement learning scaling on EKS with EFA and DeepEP
25 Sep · Research
20.750.610.11+0.05
GPT-6.1 Sol becomes generally available on Amazon Bedrock
29 Sep · New model
20.750.680.14+0.07
AWS releases open-source Strands Decider 2B decision model
1 Oct · Open-weight model
31.50.710.63+0.67
AWS uses Bedrock AgentCore agents to automate cloud migrations
1 Oct · Security incident
31.50.710.45+0.48
Amazon adds SageMaker inference skill for coding agents
5 Oct · New product or feature
20.750.770.16+0.09
Claude Opus 5.5 and Sonnet 5.5 come to Bedrock in AWS GovCloud
5 Oct · Flagship model launch
42.50.771+1.93
OpenAI GPT models available on Amazon Bedrock via cross-Region inference in Asia
7 Oct · New product or feature
20.750.810.17+0.1
Amazon Bedrock AgentCore adds pay-per-inference payments for AI agents
8 Oct · New product or feature
20.750.830.19+0.12
AWS shares MoE kernel optimizations on SageMaker AI
13 Oct · Research
20.750.910.29+0.2
Grok 4.7 becomes available on Amazon Bedrock
13 Oct · New product or feature
20.750.910.25+0.17
AWS adds AgentCore payments for autonomous agent transactions
13 Oct · New product or feature
20.750.910.22+0.15
Amazon's Bee launches two personal AI devices from $75
15 Oct · New product or feature
20.750.940.36+0.25
EXL builds medical document AI on AWS SageMaker and Bedrock
21 Sep · New product or feature · another company's news: counts zero
20.750
Benchling secures multi-tenant AI agents with Amazon Bedrock AgentCore
21 Sep · Product update · minor: counts zero
100
Positron IDE now runs on Amazon SageMaker AI
21 Sep · Product update · another company's news: counts zero
100
AWS shows Agentforce integration with Bedrock Data Automation
22 Sep · Product update · minor: counts zero
100
Trane builds building diagnostics agent on Amazon Bedrock AgentCore
22 Sep · New product or feature · another company's news: counts zero
20.750
NarrateAI brings LLM quality assurance to Amazon Bedrock
25 Sep · New product or feature · another company's news: counts zero
20.750
Conde Nast builds multimodal video search on Amazon Bedrock
29 Sep · New product or feature · another company's news: counts zero
20.750
uniopen customizes Amazon Nova 2 Lite for retail moderation
1 Oct · Product update · minor: counts zero
100
Amazon automates cross-account promotion of Quick resources
5 Oct · Product update · minor: counts zero
100
GLM 5.3 from Z.ai launches on Amazon Bedrock
5 Oct · Frontier-class model launch · another company's news: counts zero
540
Amazon adds SageMaker HyperPod Spaces management in SageMaker Studio
6 Oct · Product update · minor: counts zero
100
AWS shows automated remediation workflow for DevOps Agent
7 Oct · Product update · minor: counts zero
100
ShipStation builds AI IT help desk on Amazon Bedrock AgentCore
13 Oct · New product or feature · another company's news: counts zero
20.750
Reflection AI's Beam open-weight coding model deploys on AWS SageMaker
16 Oct · Open-weight model · another company's news: counts zero
31.50

Latest from Amazon

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

  1. 19 Oct
  2. 19 Oct
  3. 19 Oct
  4. 16 Oct
  5. 15 Oct
  6. 13 Oct

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