Tomorrow

Data QA

Every number, re-checked by a jury of models

Independent AI jurors re-read the source pages after every crawl. Wording differences are discarded, unanimous corrections are applied automatically, and anything contested lands in the queue below.

  1. Jury reads the source

    Independent Gemini + GPT + Grok jurors must quote the sentence they relied on.

  2. Wording is filtered out

    Prices within 3%, scale within 5%, re-ordered model lists — all discarded.

  3. The site fixes itself

    Unanimous corrections are written back to the catalog and logged.

  4. Silence isn’t failure

    “Unverifiable” means the vendor never stated it. Accuracy excludes those.

Verified

302

data points

Disputed

95

data points

Contradicted

10

data points

Unverifiable

138

data points

342 products audited · 74% of verifiable data points confirmed (302/407) · 25% not stated on any vendor page · last sweep 2026-09-13 00:06 UTC

The queue

Data points where the jury disagreed with us, or with each other.

DisputedVersionAbridgeAbridge
We publish
Contextual Reasoning Engine
Jury reads
GPT-5.5
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree““Impact Results from OpenAI’s GPT-5.5””
Source page →
DisputedEntry priceMedLMGoogle Cloud
We publish
$0/month
Jury reads
$0.20 / 1,000 count per 1 month / account
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Prediction 0 count to 1,000,000 count $0.20 / 1,000 count, per 1 month / account"”
Source page →
DisputedVersionBreezeHubSpot
We publish
Breeze
Jury reads
Agent Hub
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Your central home for building and managing AI agents across the platform Learn more" and "Home Agent Hub All of your AI agents, managed in one place."”
Source page →
DisputedEntry priceAssemblyAIAssemblyAI
We publish
$0/month
Jury reads
$0.15/hr
  • gemini-3.5-flash unverifiable“- **$50 in free credits, no credit card required.** Free-tier and pay-as-you-go differ on concurrency (see Concurrency section).”
  • gpt-5.4-mini disagree“| Universal-2 | `universal-2` | **$0.15/hr** |”
Source page →
DisputedModel stackGrammarlyGrammarly
We publish
Grammarly AI, Grammarly AI Assistant, Grammarly ML, Grammarly Proprietary AI, In-house NLP models, Undisclosed frontier LLM
Jury reads
Undisclosed
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree““The endpoints provide programmatic access to Grammarly machine learning and artificial intelligence technology””
Source page →
DisputedVersionGrammarlyGrammarly
We publish
Pro
Jury reads
Free, Pro, Enterprise
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree““Grammarly Prices and Plans | Grammarly Free $0 USD / month Create account Pro $12 USD Try for free Email reminder 2 days before trial ends. Start 7-day Free Trial Enterprise Contact Sales””
Source page →
ContradictedEntry priceGrammarlyGrammarly
We publish
$12/month
Jury reads
$30/month
  • gemini-3.5-flash disagree“$12 USD / member / month, billed annually $30 when billed monthly”
  • gpt-5.4-mini agree““Pro $12 USD””
  • gemini-3.1-pro-preview agree“$12 USD / member / month, billed annually”
  • gpt-5.4 disagree“Most popular For individuals or teams Pro Deliver impactful writing, whether working alone or as a team. $12 USD / member / month, billed annually $30 when billed monthly Get started”
  • grok-4 disagree“$12 USD / member / month, billed annually $30 when billed monthly”
Source page →
ContradictedModel stackSudowriteSudowrite
We publish
Claude, Claude models, GPT models, GPT-3.5/4, GPT-3.5/4 (OpenAI Models), GPT-4, Muse, Muse 1.5, OpenAI models
Jury reads
Claude models, open source models, Muse, OpenAI models
  • gemini-3.5-flash agree“We use dozens of AI models, including the latest Claude models by Anthropic, multiple open source models, in-house models made expressly for fiction, like Muse , and several models created by OpenAI.”
  • gpt-5.4-mini disagree“"We use dozens of AI models, including the latest Claude models by Anthropic, multiple open source models, in-house models made expressly for fiction, like Muse , and several models created by OpenAI."”
  • gemini-3.1-pro-preview disagree“We use dozens of AI models, including the latest Claude models by Anthropic, multiple open source models, in-house models made expressly for fiction, like Muse , and several models created by OpenAI. [...] New Muse 1.5, our AI model built just for fiction -> New Introducing Muse 1.5”
  • gpt-5.4 disagree“We use dozens of AI models, including the latest Claude models by Anthropic, multiple open source models, in-house models made expressly for fiction, like Muse , and several models created by OpenAI.”
  • grok-4 disagree“We use dozens of AI models, including the latest Claude models by Anthropic, multiple open source models, in-house models made expressly for fiction, like Muse , and several models created by OpenAI.”
Source page →
DisputedModel stackCursorAnysphere
We publish
Claude 4 Sonnet, Claude 4.5 Haiku, Claude 4.5 Opus, Claude 4.5 Sonnet, Claude 4.6 Opus, Claude 4.6 Sonnet, Claude 4.7 Opus, Claude Fable 5, Claude Fable 5.1, Claude Opus 5, Claude Sonnet 5, Composer 2.5, Gemini 3.1 Pro, Gemini 3.6 Flash, Gemini 3.7 Flash, Gemini 3.8 Flash, GPT-5.6 Luna, GPT-5.6 Sol, GPT-5.6 Terra, Grok 4.5, Grok 4.6
Jury reads
Claude Fable 5.1, Claude Opus 5, Claude Sonnet 5, Composer 2.5, Gemini 3.1 Pro, Gemini 3.8 Flash, GPT-5.6 Luna, GPT-5.6 Sol, GPT-5.6 Terra, Grok 4.5, Grok 4.6, Muse Spark 1.3
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Models See all model attributes on the Models & Pricing page. Name Default Context Max Context Capabilities Claude Fable 5.1 300k 1M Agent Thinking Claude Opus 5 300k 1M Agent Thinking Claude Sonnet 5 200k 1M Agent Thinking Composer 2.5 200k - Agent Thinking Gemini 3.1 Pro 200k 1M Agent Thinking Gemini 3.8 Flash 200k 1M Agent Thinking GPT-5.6 Luna 272k 1M Agent Thinking GPT-5.6 Sol 272k 1M Agent ”
Source page →
DisputedVersionGitHub CopilotGitHub
We publish
September 2026 update
Jury reads
September 2026 release(s) / September 2026 changelog entries
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Sep.04 Release GPT-6 Astra is generally available in GitHub Copilot" and "Sep.01 Release Claude Fable 5.1 is generally available in GitHub Copilot"”
Source page →
ContradictedModel stackGitHub CopilotGitHub
We publish
Claude 3.5 Sonnet, Claude 5, Claude Fable 5, Claude Fable 5.1, Claude Haiku 4.5, Claude Opus 4.5, Claude Opus 4.6, Claude Opus 4.7, Claude Opus 4.8, Claude Opus 5, Claude Sonnet 4, Claude Sonnet 4.5, Claude Sonnet 4.6, Claude Sonnet 5, Gemini 3 Pro, Gemini 3.6 Flash, Gemini 3.7 Flash, Gemini 3.8 Flash, GPT-5 mini, GPT-5.2, GPT-5.4, GPT-5.6 Luna, GPT-5.6 Sol, GPT-5.6 Terra, GPT-6 Astra, Grok 4.5, Grok 4.5 Raptor mini, Grok 4.6, Kimi K2.7 Code, Kimi K3, MAI-Code-1.1-Flash
Jury reads
Anthropic Claude Fable 5, Anthropic Claude Fable 5.1, Anthropic Claude Haiku 4.5, Anthropic Claude Sonnet 4, Anthropic Claude Sonnet 4.6, Anthropic Claude Sonnet 5, Anthropic Claude Opus 4.7, Anthropi
  • gemini-3.5-flash agree“Anthropic Claude Fable 5 Anthropic Claude Fable 5.1 Anthropic Claude Haiku 4.5 Anthropic Claude Sonnet 4 Anthropic Claude Sonnet 4.6 Anthropic Claude Sonnet 5 Anthropic Claude Opus 4.7 Anthropic Claude Opus 4.8 Anthropic Claude Opus 4.8 (fast mode) (Preview) Anthropic Claude Opus 5 OpenAI GPT-5 mini OpenAI GPT-5.2 OpenAI GPT-5.2-Codex OpenAI GPT-5.3-Codex OpenAI GPT-5.4 OpenAI GPT-5.4 mini OpenAI ”
  • gpt-5.4-mini disagree“"Anthropic Claude Fable 5 Anthropic Claude Fable 5.1 Anthropic Claude Haiku 4.5 Anthropic Claude Sonnet 4 Anthropic Claude Sonnet 4.6 Anthropic Claude Sonnet 5 Anthropic Claude Opus 4.7 Anthropic Claude Opus 4.8 Anthropic Claude Opus 4.8 (fast mode) (Preview) Anthropic Claude Opus 5 OpenAI GPT-5 mini OpenAI GPT-5.2 OpenAI GPT-5.2-Codex OpenAI GPT-5.3-Codex OpenAI GPT-5.4 OpenAI GPT-5.4 mini OpenAI”
  • gemini-3.1-pro-preview disagree“Free plan Anthropic Claude Fable 5 Anthropic Claude Fable 5.1 Anthropic Claude Haiku 4.5 Anthropic Claude Sonnet 4 Anthropic Claude Sonnet 4.6 Anthropic Claude Sonnet 5 Anthropic Claude Opus 4.7 Anthropic Claude Opus 4.8 Anthropic Claude Opus 4.8 (fast mode) (Preview) Anthropic Claude Opus 5 OpenAI GPT-5 mini OpenAI GPT-5.2 OpenAI GPT-5.2-Codex OpenAI GPT-5.3-Codex OpenAI GPT-5.4 OpenAI GPT-5.4 mi”
  • gpt-5.4 disagree“Models in Copilot Available models Agent mode, code review, coding agent, Copilot CLI, and Copilot Chat use AI Credits, with usage varying by model. Model options may vary by feature. Learn more about AI Credits Free plan Anthropic Claude Fable 5 Anthropic Claude Fable 5.1 Anthropic Claude Haiku 4.5 Anthropic Claude Sonnet 4 Anthropic Claude Sonnet 4.6 Anthropic Claude Sonnet 5 Anthropic Claude Op”
  • grok-4 disagree“Model options may vary by feature. ... Free plan Anthropic Claude Fable 5 ... (lists all models per plan)”
Source page →
ContradictedModel stackReplit AgentReplit
We publish
Claude, Free Mode, GPT-5 class, Max Mode, Power Mode, unspecified frontier model
Jury reads
Free Mode, Power, Max, Auto selects allowed models; unspecified frontier models for Max/Power
  • gemini-3.5-flash agree“Free Mode : No-cost everyday Agent work within your plan’s allowance. The Core and Pro allowances reset every five hours and have weekly limits. The Starter tier keeps its existing limits. Check Settings → Usage to see your usage. Auto : Automatic model selection for paid work in Power or Max on Core and Pro. Power : A paid, mid-tier mode with powerful models at an affordable price. Max : A paid, ”
  • gpt-5.4-mini disagree““Free Mode : No-cost everyday Agent work within your plan’s allowance.” “Auto : Automatic model selection for paid work in Power or Max on Core and Pro.” “Power : A paid, mid-tier mode with powerful models at an affordable price.” “Max : A paid, top-tier mode with the best frontier models for the most demanding work.””
  • gemini-3.1-pro-preview disagree“Power : A paid, mid-tier mode with powerful models at an affordable price. Max : A paid, top-tier mode with the best frontier models for the most demanding work.”
  • gpt-5.4 disagree“Choose how Agent builds your project: The Agent modes popover with Free, Power, and Max modes. Free Mode : No-cost everyday Agent work within your plan’s allowance. ... Auto : Automatic model selection for paid work in Power or Max on Core and Pro. Power : A paid, mid-tier mode with powerful models at an affordable price. Max : A paid, top-tier mode with the best frontier models for the most deman”
  • grok-4 disagree“Max : A paid, top-tier mode with the best frontier models for the most demanding work. Power : A paid, mid-tier mode with powerful models at an affordable price. Auto : Automatic model selection for paid work in Power or Max on Core and Pro.”
Source page →
DisputedEntry priceReplit AgentReplit
We publish
$20/month
Jury reads
Free within plan allowance; paid actions require confirmation
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree““Free Mode : No-cost everyday Agent work within your plan’s allowance.” and “If a request needs more capability than Free Mode, Agent may offer a paid Allow once option.””
Source page →
DisputedModel stackFigma AIFigma
We publish
Claude, Figma agent, Figma Make, Figma Weave, GPT-5 class, GPT-5.6
Jury reads
off-the-shelf foundation models and fine-tuned models
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Powered by off-the-shelf foundation models and fine-tuned models, Figma AI is built to protect your confidential information and give admins control over AI content training."”
Source page →
DisputedVersionFigma AIFigma
We publish
Figma AI
Jury reads
Figma AI: Your Creativity, unblocked with Figma AI
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Figma AI: Your Creativity, unblocked with Figma AI"”
Source page →
DisputedModel stackMeta AIMeta
We publish
Llama 3, Llama 3.3, Llama 4, Llama 4 Maverick, Llama 4 Scout, Muse, Muse Image, Muse Spark 1.1, Muse Spark 1.3
Jury reads
Llama 4, Llama 4 Scout, Llama 4 Maverick, Muse Spark, Muse Spark 1.1, Muse Spark 1.2, Muse Spark 1.3, Muse Glimmer, Muse Voice Transcribe, Muse Code, Muse Image
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Products Muse Code Meta Model API Models Muse Spark 1.3 Muse Spark 1.2 Muse Spark 1.1 Muse Glimmer Muse Image Muse Voice Transcribe Llama 4 Llama 3"”
Source page →
DisputedModel stackPhoenixSanctuary AI
We publish
Carbon control system
Jury reads
Physical AI
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree““Sanctuary AI deploys Physical AI with production-ready performance on existing and future robotic hardware.””
Source page →
DisputedModel stackQiskitIBM
We publish
Rust transpiler core
Jury reads
Quantum computing software stack / transpiler
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Qiskit provides a modular and extensible framework for quantum research and development across algorithms, high-performance computing, and quantum information science."”
Source page →
DisputedEntry priceIBM Quantum PlatformIBM
We publish
$5760/month
Jury reads
Free
  • gemini-3.5-flash unverifiable“Flex Plan Pre-purchase time for projects that require execution flexibility or bursts of sustained usage, starting at 400 minutes per year. Starts at $72 USD / minute”
  • gpt-5.4-mini disagree“"Sign up today to get 10 free minutes of execution time per month on our 100+ qubit quantum processing units (QPUs)"”
Source page →
DisputedModel stackIBM Quantum PlatformIBM
We publish
100+ qubit processors, 100+ qubit quantum processors, Heron r2 QPU, IBM Quantum Fleet (100+ qubit processors), Qiskit Runtime, Qiskit SDK
Jury reads
100+ qubit quantum processing units (QPUs)
  • gemini-3.5-flash unverifiable“Run workloads on the world’s most advanced quantum fleet, with 100+ qubit processors capable of handling five thousand gates.”
  • gpt-5.4-mini disagree“"Sign up today to get 10 free minutes of execution time per month on our 100+ qubit quantum processing units (QPUs)"”
Source page →
DisputedModel stackApple IntelligenceApple
We publish
Apple Foundation Models, Apple On-Device (~3B), Apple Server Foundation, Third-party chatbot handoff
Jury reads
Apple Foundation Models, on-device models, Private Cloud Compute models, any model provider conforming to the Language Model protocol
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree““The Foundation Models framework is a native Swift API that gives you direct access to Apple Foundation Models — on device and in Private Cloud Compute* — as well as any model provider with a Swift package conforming to the Language Model protocol.””
Source page →
DisputedModel stackZoom AI CompanionZoom
We publish
AI Companion, Claude, GPT-5 class, Zoom SLM
Jury reads
unverifiable from source
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"AI that turns conversations into action."”
Source page →
DisputedEntry priceFLUXBlack Forest Labs
We publish
$0/month
Jury reads
$0.17/second
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Price Calculation Rate: $ 0.17 / second Duration: 5 s Total Price: $ 0.85"”
Source page →
DisputedVersionNano BananaGoogle DeepMind
We publish
2
Jury reads
Nano Banana refers to four distinct models available in the Gemini API
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Nano Banana refers to four distinct models available in the Gemini API:"”
Source page →
DisputedEntry priceCerebras WSE-3Cerebras
We publish
$10/month
Jury reads
null
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Start with a free trial on the Cerebras Inference Cloud."”
Source page →
DisputedVersionCerebras WSE-3Cerebras
We publish
WSE-3
Jury reads
CS-4
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Introducing the all new Cerebras CS-4, a revolutionary rack-scale solution that delivers up to 30x faster inference compared to GPUs."”
Source page →
DisputedModel stackWingAlphabet
We publish
Alphabet autonomy stack
Jury reads
null
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“The source text says, "12+ Years of innovation, launched from the labs of Google" but does not mention any underlying model or "Alphabet autonomy stack."”
Source page →
DisputedEntry priceWingAlphabet
We publish
$0/month
Jury reads
null
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“Wing is a delivery service site, and the source text contains no pricing or monthly plan information. It says, "Wing delivers groceries, food, and more in as little as 30 minutes."”
Source page →
DisputedModel stackpi-0.5Physical Intelligence
We publish
pi-0.5, pi-0.5-droid, pi-0.5-libero, pi05_base, π₀-FAST
Jury reads
π₀, π₀-FAST, π₀.₅, π05_base, pi0_fast_base, pi05_libero, pi05_droid, pi0_droid, pi0_aloha_towel, pi0_aloha_tupperware, pi0_aloha_pen_uncap, pi0_fast_droid
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Currently, this repo contains three types of models: the π₀ model , a flow-based vision-language-action model (VLA). the π₀-FAST model , an autoregressive VLA, based on the FAST action tokenizer. the π₀.₅ model , an upgraded version of π₀ with better open-world generalization trained with knowledge insulation ." and "Model Checkpoints ... $\pi_{0.5}$ Fine-Tuning Base π₀.₅ model for fine-tuning ”
Source page →
DisputedModel stackLegoraLegora
We publish
Frontier LLMs
Jury reads
Large Language Models
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree““Large Language Models””
Source page →
DisputedEntry priceSpellbookSpellbook
We publish
$0/month
Jury reads
custom pricing / no public monthly price listed
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Custom pricing for modern legal teams Spellbook supports teams of all sizes — from individuals to global legal departments. Our pricing is structured around the number of team members on your license. To learn more about how Spellbook can support your team and get personalized pricing, book a demo ."”
Source page →
DisputedModel stackn8nn8n
We publish
Anthropic Chat Model, Anthropic Chat Model Node, Bring your own key, Claude, Cohere embedding models, GPT-4, MiniMax-H3, MiniMax-M3, Qwen-Max, Titan, vLLM
Jury reads
Bring your own key (BYOK), OpenAI, Anthropic, Google, open-source models
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Connect to OpenAI, Anthropic, Google, or open-source models and switch providers without changing your architecture" and "On self-hosted n8n, AI Assistant is available in preview. You bring your own key (BYOK), so no credit limits apply."”
Source page →
DisputedEntry pricen8nn8n
We publish
$22/month
Jury reads
€20/month billed annually
  • gemini-3.5-flash unverifiable“Starter Great for getting started and seeing the power of n8n. 20€ /mo, billed annually”
  • gpt-5.4-mini disagree“"Starter Great for getting started and seeing the power of n8n. 20€ /mo, billed annually"”
Source page →
DisputedModel stackLuminanceLuminance
We publish
Luminance Mixture of Experts, Luminance Proprietary Models, Multiple Models / Mixture of Experts, Panel of legal models, Proprietary Legal AI Models, Proprietary Legal-Grade AI Architecture, Proprietary Mixture of Experts (MoE)
Jury reads
Panel of judges; Mixture of Experts approach; Powerful Legal Precedent; Multiple Models
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Panel of Judges Mixture of Experts approach uses probabilistic consensus to ensure Legal-Grade™ accuracy"”
Source page →
DisputedEntry priceAlphaSenseAlphaSense
We publish
$0/month
Jury reads
Annual subscriptions only; pricing requires contacting sales
  • gemini-3.5-flash unverifiable“We provide annual subscriptions for all team sizes, ranging from enterprise packages to per-seat options. Please reach out, and a member of our team will be in touch to discuss pricing.”
  • gpt-5.4-mini disagree“"How Much Does AlphaSense Cost? We provide annual subscriptions for all team sizes, ranging from enterprise packages to per-seat options. Please reach out, and a member of our team will be in touch to discuss pricing."”
Source page →
DisputedEntry priceExaExa
We publish
$0/month
Jury reads
$0.012/month
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Agent $0.012–$1.00 /run"”
Source page →
DisputedModel stackCohere NorthCohere
We publish
Command, Command A, Embed, Embed 4, North Mini Code, Rerank
Jury reads
Command, Transcribe, Embed, Rerank, Aya, Parse, North Small, Translate
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Models Command Transcribe Embed Rerank Aya Parse North Small Translate"”
Source page →
DisputedModel stackSierraSierra
We publish
Claude, GPT-5 class, Sierra Agent OS 2.0
Jury reads
Unspecified in source text
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Sierra is turning the promise of AI-powered customer experience into reality."”
Source page →
DisputedVersionGleanGlean
We publish
June 2026
Jury reads
August 2026
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"August 26, 2026 The intelligence era is here: Efficient, governed, and proactive AI powered by enterprise context"”
Source page →
DisputedModel stackDigitAgility Robotics
We publish
Agility Arc, NVIDIA Isaac Sim
Jury reads
Arc
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Arc is the cloud platform that runs it."”
Source page →
DisputedEntry priceWiz DefendWiz
We publish
$0/month
Jury reads
custom quote / not publicly listed
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Wiz pricing - get a custom quote | Wiz Pricing request"”
Source page →
DisputedEntry priceLearnLMGoogle
We publish
$0/month
Jury reads
Free of charge
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Start building free of charge with generous limits, then scale up with prepaid then pay-as-you-go pricing for your production ready applications."”
Source page →
DisputedModel stackElevenLabsElevenLabs
We publish
Dubbing v2, Eleven Flash, Eleven Flash v2.5, Eleven Multilingual v2, Eleven Music, Eleven Music v2, Eleven Scribe v2, Eleven Turbo v2, Eleven v3, Flash v2.5, Kling, Music v2, Scribe, Scribe v2, Veo, Wan
Jury reads
Eleven Flash, Eleven Multilingual, Eleven v3, Eleven Scribe, Eleven Music, Scribe, Scribe v2, Music v2, Dubbing v2
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree““We build our own foundational models, beginning with the first human-like voice model and now extending far beyond voice. Eleven Multilingual v2 … Eleven Turbo v2 … Eleven Flash v2.5 … Scribe … Eleven v3 … Eleven Music … Scribe v2 Realtime … Scribe v2 … Music v2 … Dubbing v2 …””
Source page →
ContradictedEntry priceSunoSuno
We publish
$10/month
Jury reads
$10/month (billed monthly) or $8/month (billed annually)
  • gemini-3.5-flash disagree“Pro Plan Most Popular Access to our best models and editing tools. $8 /month Saves $24 by billing yearly!”
  • gpt-5.4-mini disagree“"Pro Plan Most Popular Access to our best models and editing tools. $8 /month"”
Source page →
DisputedVersionWhisperOpenAI
We publish
gpt-transcribe
Jury reads
turbo
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"You can download and install (or update to) the latest release of Whisper with the following command: pip install -U openai-whisper" and "Command-line usage The following command will transcribe speech in audio files, using the turbo model:"”
Source page →
DisputedModel stackWhisperOpenAI
We publish
gpt-transcribe, Whisper, Whisper large-v3, whisper-1
Jury reads
turbo, tiny, base, small, medium, large
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"There are six model sizes, four with English-only versions, offering speed and accuracy tradeoffs." and "Size Parameters English-only model Multilingual model Required VRAM Relative speed tiny 39 M tiny.en tiny ~1 GB ~10x ... large 1550 M N/A large ~10 GB 1x turbo 809 M N/A turbo ~6 GB ~8x"”
Source page →
DisputedEntry priceDropzone AIDropzone AI
We publish
$0/month
Jury reads
Contact us for enterprise pricing
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Enterprise Plan Contact us for enterprise pricing"”
Source page →
DisputedModel stackAWS Trainium2AWS
We publish
Neuron compiler, Trainium2
Jury reads
AWS Neuron SDK
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree““AWS Neuron SDK helps you extract full performance from Trn2 instances and UltraServers.””
Source page →
ContradictedEntry priceGoogle TPU IronwoodGoogle
We publish
$5.4/month
Jury reads
$5.40/hour
  • gemini-3.5-flash disagree“Ironwood us-central1 Iowa $12.00 $6.00 / 1 hour $8.40 / 1 hour $8.40 $5.40”
  • gpt-5.4-mini agree“"Ironwood us-central1 Iowa $12.00 $6.00 / 1 hour $8.40 / 1 hour $8.40 $5.40"”
  • gemini-3.1-pro-preview disagree“Prices displayed here are per chip-hour in USD .”
  • gpt-5.4 disagree“Prices displayed here are per chip-hour in USD .”
  • grok-4 agree“3-year Commitment (USD) (per hour or per month) ... $5.40”
Source page →
DisputedModel stackGoogle TPU IronwoodGoogle
We publish
Gemini, Ironwood, Ironwood (TPU v7), Ironwood TPU, Ironwood TPU (7th Generation), TPU v7, TPU7x, TPU7x (Ironwood), XLA compiler
Jury reads
JAX, TorchTPU & PyTorch, OpenXLA, MaxText, Tunix, vLLM
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"TPU software stack ... JAX ... TorchTPU & PyTorch ... OpenXLA ... MaxText ... Tunix ... vLLM"”
Source page →
DisputedModel stackAbnormal AIAbnormal Security
We publish
Attune AI, Undisclosed
Jury reads
Attune AI Foundation Model
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Abnormal Behavior Platform Powered by Attune AI"”
Source page →
DisputedVersionTorq HyperSOCTorq
We publish
Torq HyperSOC
Jury reads
Torq AI SOC Platform
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Torq AI SOC Platform | AI Agents and Agentic SecOps"”
Source page →
DisputedEntry priceDeepgramDeepgram
We publish
$333.33/month
Jury reads
$4K+ / year
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Growth Save up to 20% With pre-paid credits for the year... Overview Price Free $200 Credit then pay-as-you-go $4K+ / year"”
Source page →
DisputedVersionDeepgramDeepgram
We publish
Nova-3
Jury reads
Flux TTS
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Introducing Flux TTS Text-to-speech built for live conversations. Flux TTS is the first voice model that thinks before it speaks..."”
Source page →
DisputedModel stackRunwayRunway
We publish
Aleph, Aleph 2.0, Gen-4, Gen-4 Image, Gen-4 Turbo, Gen-4.5, Kling 3.0, Lyria 3, Lyria 3 Clip, Lyria 3 Pro, Nano Banana Pro, Nano Banana Pro 2, Nano Banana Pro 2 2K, Nano Banana Pro 2K, Seed Audio 1.0, Seedance 2.0, Seedance 2.0 Fast, Seedance 2.0 Pro, Seedance 2.5, Veo 3.1
Jury reads
Aleph 2.0, Gen-4.5, Seedance 2.0 Pro, Seedance 2.0 Fast, Gen-4 Image, Gen-4 Image Turbo, Nano Banana Pro 2 2K, Nano Banana Pro 2K, Seed Audio 1.0, Lyria 3 Pro, Lyria 3 Clip
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Compare models across plans ... Aleph 2.0 ... Seedance 2.0 Pro ... Seedance 2.0 Fast ... Gen-4 Image ... Gen-4 Image Turbo ... Nano Banana Pro 2 2K ... Nano Banana Pro 2K ... Seed Audio 1.0 ... Lyria 3 Pro ... Lyria 3 Clip"”
Source page →
DisputedVersionKolorsKuaishou
We publish
2.1
Jury reads
3.0
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"All-New KlingAI 3.0 Series" and "Kling 3.0 Model Series"”
Source page →
DisputedModel stackKolorsKuaishou
We publish
Kolors 2.1
Jury reads
Kling 3.0 Model Series
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"All-New KlingAI 3.0 Series" and "Kling 3.0 Model Series"”
Source page →
DisputedEntry priceERNIE BotBaidu
We publish
$0/month
Jury reads
¥0.0008/千tokens
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree““ERNIE 4.5 Turbo… 输入价格 ¥0.0008/ 千tokens””
Source page →
DisputedVersionMosaic AIDatabricks
We publish
2026 platform
Jury reads
Sep 8, 2026 (documentation last updated)
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Last updated on Sep 8, 2026"”
Source page →
DisputedVersionChaiChai Discovery
We publish
Chai
Jury reads
null
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“The source text names the product/company as "Chai" / "Chai Discovery" but does not state a shipped version.”
Source page →
DisputedEntry priceChaiChai Discovery
We publish
$0/month
Jury reads
null
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“The source text does not mention any pricing or paid monthly plan; it only describes the company and its research/news content.”
Source page →
DisputedModel stackChaiChai Discovery
We publish
Chai-1, Chai-2
Jury reads
null
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“The source text refers generally to "Our models" and describes their capabilities, but it does not name any underlying model versions such as "Chai-1" or "Chai-2".”
Source page →
DisputedVersionAmazon NovaAWS
We publish
Nova 2
Jury reads
Nova 2 Lite, Nova 2 Sonic, Nova Premier, Nova Pro
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"What is Amazon Nova? Amazon Nova is a portfolio of AI offerings—including Nova models, fast and cost-effective foundation models for text and multimodal needs; Nova Forge, a new service to build your own frontier models; and Nova Act, a new service to build agents that automate browser-based UI workflows (such as computer use) powered by a custom Nova 2 Lite model."”
Source page →
DisputedModel stackPerplexityPerplexity
We publish
Claude Opus 4.5, Frontier Models, Gemini 3 Pro, GPT-5.2, Sonar
Jury reads
Open-weight models hosted by Perplexity; third-party models from OpenAI, Anthropic, Google, and xAI
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Router API Unified access to open-weight models hosted by Perplexity through one OpenAI-compatible endpoint." / "Agent API Get web-grounded answers with built-in citations in one call, or access third-party models from OpenAI, Anthropic, Google, and xAI with web search tools and presets."”
Source page →
DisputedModel stackBrisk TeachingBrisk
We publish
Undisclosed
Jury reads
Standard, Turbo
  • gemini-3.5-flash disagree“Advanced language models Standard Turbo Turbo”
  • gpt-5.4-mini unverifiable
Source page →
DisputedModel stackXaira TherapeuticsXaira Therapeutics
We publish
Proprietary
Jury reads
Predictive and agentic AI models
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree““We are building predictive and agentic AI models across the complete spectrum of the drug discovery and development process to deliver a pipeline of next generation medicines.””
Source page →
DisputedModel stackNotion AINotion
We publish
Claude, Claude Sonnet 4.5, Codex, Cursor, GLM 5.2, GPT-5.2, Grok 4.3, LLM providers, Opus 4.8
Jury reads
Model agnostic / different model or provider
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree““Model agnostic Switch any workflow to a different model or provider, without losing any context.””
Source page →
DisputedModel stackJasperJasper
We publish
ChatGPT, Claude, General Purpose LLMs, GPT-5.2, Jasper AI Engine (LLM routing multi-model), Jasper AI Engine (Multi-LLM), Jasper Engine (multi-LLM routing), Jasper Engine (Multi-model routing), Jasper's LLM-Optimized Architecture (Multi-LLM Routing), Jasper's LLM-Optimized Architecture (Multiple LLMs), LLM Routing (Multi-Model Engine), LLM Routing (Multi-model), LLM Routing & Maintenance (Several LLMs), LLM-agnostic / Multi-LLM Routing, LLM-agnostic / Multi-model routing, LLM-Optimized Architecture (Multi-Model), LLM-Optimized Multi-Model Architecture, multi-LLM engine, Multiple LLMs (routed), Multiple models (LLM-agnostic / proprietary routing), proprietary marketing knowledge layer atop general purpose LLMs
Jury reads
general purpose LLMs; several large language models
  • gemini-3.5-flash agree“LLM Routing & Maintenance Jasper's AI Engine leverages several large language models, fine tuned for marketing-specific needs, so you get the highest quality outputs and superior uptime.”
  • gpt-5.4-mini disagree“"Jasper’s proprietary marketing knowledge layer deeply understands marketing, and sits atop the general purpose LLM to deliver outputs fine-tuned to marketing best practices." and "Jasper's AI Engine leverages several large language models, fine tuned for marketing-specific needs, so you get the highest quality outputs and superior uptime."”
  • gemini-3.1-pro-preview agree“Jasper's AI Engine leverages several large language models, fine tuned for marketing-specific needs, so you get the highest quality outputs and superior uptime.”
  • gpt-5.4 disagree““Marketing Best Practices Jasper’s proprietary marketing knowledge layer deeply understands marketing, and sits atop the general purpose LLM to deliver outputs fine-tuned to marketing best practices.” / “LLM Routing & Maintenance Jasper's AI Engine leverages several large language models, fine tuned for marketing-specific needs, so you get the highest quality outputs and superior uptime.” / “Trust”
  • grok-4 unverifiable
Source page →
ContradictedModel stackClaude CodeAnthropic
We publish
Claude 3.5 Sonnet, Fable 5, Fable 5.1, Haiku, Haiku 4.5, Opus, Opus 5, Sonnet, Sonnet 5
Jury reads
Fable, Opus, Sonnet, Haiku
  • gemini-3.5-flash disagree“Models and usage Features Free Pro Max 5x Max 20x Fable More information No Usage credits 50% of weekly limits* 50% of weekly limits* Opus No Yes Yes Yes Sonnet Yes Yes Yes Yes Haiku Yes Yes Yes Yes Context window More information 200k 200k 200k 200k”
  • gpt-5.4-mini disagree“"Models and usage Features Free Pro Max 5x Max 20x Fable More information No Usage credits 50% of weekly limits* 50% of weekly limits* Opus No Yes Yes Yes Sonnet Yes Yes Yes Yes Haiku Yes Yes Yes Yes" and "Latest models Contact sales Start building (opens in new tab) ... Fable 5.1 ... Opus 5 ... Sonnet 5 ... Haiku 4.5 ..."”
Source page →
DisputedEntry pricePurple AISentinelOne
We publish
$0/month
Jury reads
$179.99/yr. per endpoint
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Singularity Complete For growing, collaborative teams. $179.99/yr. per endpoint"”
Source page →
DisputedModel stackNuro DriverNuro
We publish
Nuro foundation driving model
Jury reads
Nuro Driver and Nuro Toolkit
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree““Automakers and mobility platforms can license the Nuro Driver and Nuro Toolkit to power everything from robotaxis and commercial fleets to personal vehicles.””
Source page →
DisputedModel stackQuantinuum HeliosQuantinuum
We publish
Guppy / TKET, Helios, Helios trapped-ion QPU
Jury reads
H1 / H2 / Helios
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"System Model H1 Our first-generation quantum computer with a linear architecture System Model H2 Our second-generation quantum computer with a racetrack architecture Helios Our Hardware-as-a-Service provides access on-premise, in the cloud, or both"”
Source page →
ContradictedModel stackCopy.aiCopy.ai
We publish
Anthropic models, Claude, Gemini, Gemini models, GPT-5.2
Jury reads
OpenAI models, Anthropic models, Gemini models
  • gemini-3.5-flash disagree“Access to OpenAI, Anthropic, and Gemini models”
  • gpt-5.4-mini disagree“"Access to OpenAI, Anthropic, and Gemini models"”
Source page →
DisputedEntry priceCodexOpenAI
We publish
$20/month
Jury reads
$0
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Codex CLI"”
Source page →
DisputedEntry priceAltos LabsAltos Labs
We publish
$0/month
Jury reads
null
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“The source text does not mention any pricing or subscription plans.”
Source page →
DisputedModel stackAltos LabsAltos Labs
We publish
Proprietary
Jury reads
null
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“The source text says Altos Labs focuses on science and cell rejuvenation, but does not mention any underlying models.”
Source page →
DisputedVersionAltos LabsAltos Labs
We publish
Cellular Rejuvenation Programming
Jury reads
null
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“The source text describes a mission and featured news, but does not state a product version.”
Source page →
DisputedModel stackLe ChatMistral
We publish
Magistral, Mistral Large, Mistral Large 3, Mistral Medium 3.5, Mistral OCR 4, Mistral Small, Mistral Small 4, OCR 4, OCR 4.1, Voxtral, Voxtral TTS
Jury reads
Mistral Medium 3.5, Mistral Small 4, Voxtral Mini Transcribe Realtime, OCR 4.1, Voxtral Mini Transcribe 2
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Latest models Mistral Medium 3.5 ... Mistral Small 4 ... Voxtral Mini Transcribe Realtime ... OCR 4.1 ... Voxtral Mini Transcribe 2 ..."”
Source page →
DisputedVersionTenstorrent BlackholeTenstorrent
We publish
Blackhole
Jury reads
v0.79.0-dev20260906
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree““Release list v0.79.0-dev20260906 v0.79.0-dev20260905 v0.78.0-rc3 v0.78.0 v0.78.0-rc2””
Source page →
DisputedModel stackTongyi LingmaAlibaba
We publish
Qwen, Qwen3-Coder, Tongyi Qianwen, Tongyi Qwen
Jury reads
latest large models / 国内主流大模型
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree““系列基于国内主流大模型与国内部署，满足金融、政务等行业对数据安全与合规的高要求。””
Source page →
ContradictedModel stackQwen ChatAlibaba
We publish
Qwen2.5, Qwen3, Qwen3 (Qwen3-2504), Qwen3-2504, Qwen3-2507, Qwen3-Instruct-2507, Qwen3-Max, Qwen3-Thinking-2507, Qwen3-VL, QwQ
Jury reads
Qwen2.5, Qwen3 (Qwen3-2504), Qwen3-2504, Qwen3-Instruct-2507, Qwen3-Thinking-2507, QwenQ
  • gemini-3.5-flash agree“Qwen3, aka Qwen3-2504, has the following features: Dense and Mixture-of-Experts (MoE) models , available in 0.6B, 1.7B, 4B, 8B, 14B, 32B and 30B-A3B, 235B-A22B. Seamless switching between thinking mode (for complex logical reasoning, math, and coding) and non-thinking mode (for efficient, general-purpose chat) within a single model , ensuring optimal performance across various scenarios. Significa”
  • gpt-5.4-mini disagree“"Qwen3, aka Qwen3-2504, has the following features:"; "Qwen3-2507: Qwen3-Instruct-2507 has the following features:"; "Qwen3-Thinking-2507 has the following features:"; "Significantly enhancement in reasoning capabilities , surpassing previous QwQ (in thinking mode) and Qwen2.5 instruct models (in non-thinking mode)"”
  • gemini-3.1-pro-preview disagree“Qwen Studio Qwen3.7-Plus Log in Sign up How can I help you?”
  • gpt-5.4 unverifiable
  • grok-4 unverifiable
Source page →
DisputedEntry priceSoraOpenAI
We publish
$20/month
Jury reads
$0/month
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"The second generation Sora model comes in two variants, each tailored for different use cases. Sora 2 sora-2 is designed for speed and flexibility ."”
Source page →
DisputedVersionALIA CX300BETA Technologies
We publish
ALIA CX300
Jury reads
ALIA VTOL; ALIA CTOL
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"ALIA VTOL Vertical takeoff & landing all-electric aircraft ALIA CTOL Conventional takeoff & landing all-electric aircraft"”
Source page →
DisputedEntry price11x11x
We publish
$0/month
Jury reads
$70M+ raised from a16z and Benchmark
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"11x – Digital workers, Human results --> $70M+ raised from a16z and Benchmark ↗"”
Source page →
DisputedModel stackSpeakSpeak
We publish
ChatGPT, GPT models, GPT-4, GPT-4 (OpenAI partnership), GPT-5, OpenAI models, Whisper
Jury reads
OpenAI / ChatGPT; AI-powered language learning app
  • gemini-3.5-flash unverifiable“Speak has a partnership with OpenAI, the company behind ChatGPT, and is backed by the OpenAI Startup Fund.”
  • gpt-5.4-mini disagree““Speak has a partnership with OpenAI, the company behind ChatGPT, and is backed by the OpenAI Startup Fund.””
Source page →
DisputedEntry priceSpeakSpeak
We publish
$20/month
Jury reads
7-day free trial; paid subscription required after trial, pricing varies by plan, region, and promotions
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree““Speak offers a 7-day free trial, after which a paid subscription is required to continue. Pricing varies by plan, region, and any current promotions, so the most accurate pricing is always within the app.””
Source page →
ContradictedEntry priceMagicSchool AIMagicSchool
We publish
$0/month
Jury reads
$12.99/month
  • gemini-3.5-flash disagree“$12.99 USD/mo billed monthly For individual teachers ready to go further”
  • gpt-5.4-mini agree“"FREE $0 Forever Free For individual teachers exploring AI"”
  • gemini-3.1-pro-preview disagree“PLUS $8.33 USD/user/mo (billed annually) $12.99 USD/mo billed monthly For individual teachers ready to go further”
  • gpt-5.4 agree“$0 Forever Free For individual teachers exploring AI”
  • grok-4 disagree“PLUS $8.33 USD/user/mo (billed annually) $12.99 USD/mo (billed monthly) For individual teachers ready to go further”
Source page →
DisputedModel stackHuawei Ascend 910CHuawei
We publish
Ascend 910C, CANN / MindSpore
Jury reads
CANN, MindSpore
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree““硬件使能 CANN 异构计算架构 MindStudio 全流程工具链 CCAE 集群自智引擎 昇腾系列硬件 集群 服务器 标卡 模组 伙伴硬件 ...” and “AI框架 MindSpore 昇思 PyTorch TensorFlow ...””
Source page →
DisputedEntry priceGroq LPUGroq
We publish
$0/month
Jury reads
No paid monthly plan stated / pricing not provided
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Groq is the premier neocloud for fast inference"”
Source page →
DisputedEntry priceGeminiGoogle
We publish
$1/month
Jury reads
$10/month
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Google AI Pro /mo ... $10 in monthly Google Cloud credits..." and "Google AI Pro /mo 5 TB storage" with the pricing section showing "Google AI Plus /mo" and "Google AI Ultra From /mo"; the source text does not state a $1/month plan.”
Source page →
DisputedModel stackGeminiGoogle
We publish
Gemini 2.5 Flash Image, Gemini 3 Flash, Gemini 3 Pro, Gemini 3.1 Flash-Lite, Gemini 3.1 Pro, Gemini 3.5 Flash, Gemini 3.5 Flash-Lite, Gemini 3.5 Transcribe, Gemini 3.6 Flash, Gemini 3.7 Flash, Gemini 3.8 Flash, Gemini Omni, Gemini Omni Flash, Gemini Robotics, Lyria 3, Nano Banana 2, Nano Banana Pro, Veo 3.1
Jury reads
Gemini 2.5 Flash Image, Gemini 3 Flash, Gemini 3 Pro, Gemini 3.1 Flash-Lite, Gemini 3.1 Pro, Gemini 3.5 Flash, Gemini 3.5 Flash-Lite, Gemini 3.5 Transcribe, Gemini 3.6 Flash, Gemini 3.7 Flash, Gemini
  • gemini-3.5-flash unverifiable“The Gemini API is the fastest path from prompt to production with Gemini, Veo, Nano Banana, and more.”
  • gpt-5.4-mini disagree“The source mentions only a subset of the listed models, e.g. "Meet the models... Gemini 3.8 Flash... Gemini 3.5 Flash-Lite... Gemini 3.1 Pro... Nano Banana 2 and Nano Banana Pro... Gemini Omni Flash... Gemini 3.5 Transcribe... Gemini Robotics..." and also "New Lyria 3.5" / "Video Generation with Veo 3.1". It does not support the full database list, including items like Gemini 2.5 Flash Image, Gemi”
Source page →
DisputedEntry priceVeoGoogle DeepMind
We publish
$20/month
Jury reads
Free / no paid monthly plan stated
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Start building free of charge with generous limits, then scale up with prepaid then pay-as-you-go pricing for your production ready applications."”
Source page →
DisputedEntry pricePikaPika Labs
We publish
$10/month
Jury reads
$8/month billed yearly
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Basic ... $8 / month billed yearly"”
Source page →
DisputedVersionGoogle Quantum AIGoogle
We publish
Cirq
Jury reads
Google Quantum AI
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Google Quantum AI mission Building quantum computing for otherwise unsolvable problems"”
Source page →
DisputedModel stackWritesonicWritesonic
We publish
Claude, ClaudeBot, Gemini, GPT-5.2, GPTBot, PerplexityBot, Unspecified LLM, Writesonic v2.5
Jury reads
Claude, Gemini, ChatGPT, Google AI Overviews, Perplexity
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"We run them across different AI platforms every day." and "The AI Search Dataset covers 2 billion+ real AI conversations across 10 platforms" and the page examples list "Claude 49.8 %", "Gemini 44.2 %", "ChatGPT 53.7 %", "Google AIO 41.5 %" and mention "Catch 404s and 500s from GPTBot, ClaudeBot, and PerplexityBot."”
Source page →
DisputedEntry priceAdobe FireflyAdobe
We publish
$4.99/month
Jury reads
Free
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Adobe Firefly - Free Generative AI for Creatives" and "Get started for free."”
Source page →
DisputedModel stackAdobe FireflyAdobe
We publish
Adobe Firefly, Adobe Firefly Image Model, Firefly, Firefly Design Image 1, Firefly Image 3, Firefly Image 5, Firefly Image Model, Firefly Vector 2, Partner models
Jury reads
Adobe Firefly models; partner models from Google, OpenAI, ElevenLabs, Luma AI, Runway, and others
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Adobe Firefly includes Adobe’s own commercially safe generative AI models for images, video, audio, and vectors, plus partner models from Google, OpenAI, ElevenLabs, Luma AI, Runway, and others."”
Source page →
DisputedEntry priceSambaNova SN40LSambaNova
We publish
$0/month
Jury reads
Pay-as-you-go / free start exploring; no monthly plan price stated
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree““Free Start exploring SambaNova Cloud. Add a payment method and purchase credits to run your first requests.””
Source page →
DisputedVersionQwen-ImageAlibaba
We publish
Qwen-Image
Jury reads
Qwen3-2507
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Qwen3-2507 ¶ With input from the community and insights from further research, Instruct-only and Thinking-only models are coming back! The results are Qwen3-2507:"”
Source page →
DisputedModel stackQwen-ImageAlibaba
We publish
Qwen, Qwen-Image, Qwen-Image-2, Qwen-VL
Jury reads
Qwen, Qwen3, Qwen3-2507
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree“"Qwen is the large language model and large multimodal model series of the Qwen Team, Alibaba Group." and "Qwen3 ¶ Qwen3, aka Qwen3-2504, has the following features:" and "Qwen3-2507 ¶ With input from the community and insights from further research, Instruct-only and Thinking-only models are coming back! The results are Qwen3-2507:"”
Source page →
DisputedEntry priceHunyuanTencent
We publish
$0/month
Jury reads
Not a monthly subscription; pricing is postpaid by token usage, with some models listed at RMB 0.5–100 per million tokens and free quotas available.
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree““腾讯混元大模型提供 API 接入方式，采用后付费日结和预付费的计费模式。” / “在免费额度用完后，按如下价格进行后付费计费，每月1 - 3日系统会推送上个月账单并自动完成结算和扣费。””
Source page →
DisputedModel stackDeepSeekDeepSeek
We publish
DeepSeek-R1, DeepSeek-V3.2, deepseek-v4-flash, DeepSeek-V4-Flash-0731, DeepSeek-V4-Flash-Vision-Exp, DeepSeek-V4-Pro, DeepSeek-V4-Pro-0813
Jury reads
DeepSeek-V4-Pro, DeepSeek V4, DeepSeek V3.2, DeepSeek V3.1, DeepSeek R1, DeepSeek V3
  • gemini-3.5-flash unverifiable“model (1) deepseek-v4-flash deepseek-v4-pro deepseek-v4-flash-vision-exp (1) The deepseek-v4-flash model has been updated to DeepSeek-V4-Flash-0731, and the deepseek-v4-pro model has been updated to DeepSeek-V4-Pro-0813.”
  • gpt-5.4-mini disagree““产品 DeepSeek 网页版 DeepSeek App DeepSeek Harness API 开放平台 API 文档 API 价格 服务状态 研究 DeepSeek V4 DeepSeek V3.2 DeepSeek V3.1 DeepSeek R1 DeepSeek V3””
Source page →

Latest checks

The most recent data points the panel looked at.

VerifiedModel stackSurfer SEOSurfer
We publish
ChatGPT, Claude, Gemini, GPT-4, Perplexity, Undisclosed frontier LLM
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini agree“"Boost visibility in Google AI Overviews Gemini ChatGPT Claude Perplexity and beyond."”
Source page →
VerifiedEntry priceSurfer SEOSurfer
We publish
$49/month
  • gemini-3.5-flash agree“Discovery 49 USD per month Billed yearly Save $120”
  • gpt-5.4-mini agree“"Discovery 49 USD per month Billed yearly Save $120"”
Source page →
VerifiedVersionSurfer SEOSurfer
We publish
2026 platform
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini agree“"What\'s New at Surfer? August 2026 Product Roundup"”
Source page →
VerifiedVersionSkydio X10Skydio
We publish
X10
  • gemini-3.5-flash agree“Skydio X10: You’ve never seen like this before. A world-class drone program starts with Skydio X10.”
  • gpt-5.4-mini agree“"Skydio X10: You’ve never seen like this before."”
Source page →
VerifiedModel stackSkydio X10Skydio
We publish
Onboard visual autonomy, Skydio Autonomy, Skydio Autonomy AI
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini agree“"Skydio X10: You’ve never seen like this before. A world-class drone program starts with Skydio X10. Loaded with the best sensors in its class, guided by the most advanced AI in the sky, and built to gather the data you need, wherever and whenever you need it."”
Source page →
VerifiedVersionLatticeAnduril
We publish
Lattice
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini agree“"Build with Lattice | Lattice Developers | Documentation Search / Contact Learn More Guides Reference Samples License Changelog"”
Source page →
UnverifiableModel stackLatticeAnduril
We publish
In-house perception + planning, OpenAI models (defense partnership)
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini unverifiable
Source page →
VerifiedModel stackIntel Gaudi 3Intel
We publish
Accelerator, Intel Gaudi 2, Intel Gaudi 3
  • gemini-3.5-flash agree“Find detailed documentation to learn how to use the Intel Gaudi solutions - Intel® Gaudi® 2 AI accelerator and Intel® Gaudi® 3 AI accelerator.”
  • gpt-5.4-mini agree“"Find detailed documentation to learn how to use the Intel Gaudi solutions - Intel® Gaudi® 2 AI accelerator and Intel® Gaudi® 3 AI accelerator."”
Source page →
VerifiedVersionIntel Gaudi 3Intel
We publish
1.24.1
Jury reads
1.24.0
  • gemini-3.5-flash agree“New Features - v1.24.1 General vLLM New Features - v1.24.0 General vLLM PyTorch Bug Fixes and Resolved Issues - v1.24.0 Firmware Known Issues and Limitations - v1.24.0 General Firmware PyTorch”
  • gpt-5.4-mini disagree“"Welcome to Intel® Gaudi® v1.24 Documentation — Gaudi Documentation 1.24.0 documentation"”
  • gemini-3.1-pro-preview agree“Release Notes New Features - v1.24.1”
  • gpt-5.4 agree“Release Notes New Features - v1.24.1 General vLLM New Features - v1.24.0 General vLLM PyTorch Bug Fixes and Resolved Issues - v1.24.0 Firmware Known Issues and Limitations - v1.24.0 General Firmware PyTorch”
  • grok-4 agree“Release Notes New Features - v1.24.1 General vLLM New Features - v1.24.0 General vLLM”
Source page →
VerifiedModel stackClayClay
We publish
ChatGPT, Claygent, Claygents, GLM 5.2, GPT-4o, Kimi K2.6, Sculptor AI
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini agree“The source text explicitly mentions only “Claygents” and “Sculptor AI” among the claimed model names: “Agents Claygents Research target companies and people with AI” and “Integrations Multi-provider data enrichment Sculptor AI Claygent Audiences Sequencer Pricing Changelog.””
Source page →
VerifiedVersionClayClay
We publish
Workflows
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini agree““Workflows” is named on the site under “Orchestration Workflows” and in the blog post title “Inside Clay Workflows: The Story Behind Our New Building Primitive.””
Source page →
VerifiedEntry priceClayClay
We publish
$149/month
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini agree““Flexible pricing that fits you” and the pricing page context support the claimed monthly plan floor of $149/month on the pricing page.”
Source page →
UnverifiableModel stackBrex AIBrex
We publish
Proprietary LLM, Undisclosed frontier LLM, Unspecified
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini unverifiable
Source page →
VerifiedEntry priceBrex AIBrex
We publish
$12/month
  • gemini-3.5-flash agree“Premium For mid-sized companies looking to scale $12 user/month Open an account”
  • gpt-5.4-mini agree““Plans start at $0 per user, per month, and more advanced features are available for $12 per user, per month.””
Source page →
VerifiedVersionBrex AIBrex
We publish
Summer Release 2026
  • gemini-3.5-flash agree“Summer Release 2026: Deeper connections, sharper controls. See 30+ features now live →”
  • gpt-5.4-mini agree““Summer Release 2026: Deeper connections, sharper controls.””
Source page →
VerifiedEntry priceRamp IntelligenceRamp
We publish
$15/month
  • gemini-3.5-flash agree“AI-powered Plus $15/mo/user + Platform fee based on team size Save 20% with annual billing”
  • gpt-5.4-mini agree“"AI-powered Plus $15/mo/user + Platform fee based on team size"”
Source page →
VerifiedModel stackRamp IntelligenceRamp
We publish
best LLMs available, LLM, LLMs, undisclosed, Undisclosed frontier LLM, unspecified LLMs
  • gemini-3.5-flash agree“They’re AI teammates powered by the best LLMs available, trained on your policies and data, here to handle the mundane, so you don’t have to.”
  • gpt-5.4-mini agree“"They’re AI teammates powered by the best LLMs available, trained on your policies and data, here to handle the mundane, so you don’t have to."”
Source page →
VerifiedVersionRamp IntelligenceRamp
We publish
Ramp Intelligence
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini agree“"Ramp Intelligence isn’t a single product—it’s a layer of AI technology that sits across all our products."”
Source page →
VerifiedModel stackAbridgeAbridge
We publish
GPT-5.5, OpenAI's GPT-5.5
  • gemini-3.5-flash agree“Impact Results from OpenAI’s GPT-5.5 With better tool utilization and stronger reasoning, we saw a 25% relative increase in our ability to provide greater specificity to match elements in our rubric-based clinical quality evaluation.”
  • gpt-5.4-mini agree““Impact Results from OpenAI’s GPT-5.5””
Source page →
DisputedVersionAbridgeAbridge
We publish
Contextual Reasoning Engine
Jury reads
GPT-5.5
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini disagree““Impact Results from OpenAI’s GPT-5.5””
Source page →
UnverifiableModel stackDAX CopilotMicrosoft
We publish
Azure OpenAI models, Copilot, Dragon Copilot, Nuance speech models
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini unverifiable
Source page →
VerifiedVersionDAX CopilotMicrosoft
We publish
Dragon Copilot
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini agree“"Microsoft Dragon Copilot is an AI clinical assistant built to simplify and transform the way care teams work."”
Source page →
UnverifiableModel stackNablaNabla
We publish
In-house speech models, Undisclosed frontier LLM
  • gemini-3.5-flash unverifiable
  • gpt-5.4-mini unverifiable
Source page →
VerifiedModel stackHippocratic AIHippocratic AI
We publish
4.1T+ parameter constellation architecture, 5.0T+ parameter constellation architecture, Constellation Architecture, Hippocratic AI Constellation Architecture, Polaris, Polaris 5.0, Polaris Pro
  • gemini-3.5-flash agree“We use a novel 5.0T+ parameter constellation architecture where specialized support models increase medical accuracy and safety.”
  • gpt-5.4-mini agree“"We use a novel 5.0T+ parameter constellation architecture where specialized support models increase medical accuracy and safety."”
Source page →

Fixed automatically

Drift the panel agreed on unanimously, already written back to the catalog.

  • SpellbookGPT-5, GPT-5.2, Opus→GPT5, Opus2026-08-28
  • Glean35+ Unique LLMs (, growing!), LLMs (supports 35+ unique LLMs), LLMs (supports 35+ unique models)→40+ Unique LLMs (, growing!)2026-08-28
  • n8n2.35→2.362026-08-21
  • GrokGrok 4, Grok 4 Fast, grok-4.5, grok-imagine-image, grok-imagine-image-quality, grok-imagine-video→grok-4.6, grok-4.5, grok-imagine-image-quality, grok-imagine-image, grok-imagine-video2026-08-12
  • GrokGrok 4.5→Grok 4.62026-08-12
  • HexAugust 10, 2026 release→August 11, 2026 release2026-08-11
  • MiniMax SpeechMiniMax Speech 2.6, MiniMax Speech 2.8, Music 3.0, Speech 2.8→MiniMax Speech 2.8, MiniMax Music 3.02026-08-11
  • Glean35+ Unique LLMs, Claude, Gemini, GPT-5 class, LLMs→35+ Unique LLMs (, growing!)2026-08-11
  • Meta AIMuse Spark 1.1→Muse Spark 1.22026-08-11
  • D-Wave LeapAdvantage, Advantage2, Advantage2 annealer, Hybrid CQM solver→Advantage2, Advantage, hybrid solvers2026-08-10
  • KlingKling 2.6, Kolors→Kling 3.02026-08-10
  • Kling2.6→3.02026-08-10