Platforms Editor
Priya Shenoy
Tracks what AI video actually costs across the platforms that resell access to the same handful of models. Treats a pricing page as a claim, not a fact, until someone checks it.
Published on Genativity
NVIDIA ships a real-time surgical video model and states that visual realism is not proof of accuracy
A video generation release that declines to claim its own output is correct. NVIDIA's new surgical world model streams interactively on one GPU, and the announcement attaches no frame rate, no clinical evaluation and no comparison against a conventional simulator.
news 22 Oct 2026
DecisionPivot scores 40 automated judges across 40,033 items, and 19 of them land under a guessing baseline
The benchmark is built to show what aggregate accuracy hides in the small classifier models now sold as automated judges. Its 40,033 items are entirely text, which is the gap for anyone scoring generated video or images.
news 21 Oct 2026
FLUX 3 Max ships with three different timings for the same 10-second clip
A single headline claim, a 10-second clip generated in about 12 seconds, appears three different ways across the FLUX 3 Max launch. The quality parity it depends on comes from 4,868 arena votes.
news 20 Oct 2026
ByteDance puts video generation at about 10% of its compute, against a 55% token figure it calls unreliable
A viral claim said over half of China's AI compute is making short dramas. ByteDance's answer is a single percentage, measured a different way, from a different source, and nobody can check either one.
news 19 Oct 2026
Black Forest Labs ships FLUX 3 Image Klein at 5.6B parameters, with every first-place claim scored in-house
A 5.6B open weights model that runs on 8 GB of VRAM and claims to beat 7B and 12.9B rivals. The scoreboard behind that claim belongs to Black Forest Labs, and the free commercial licence stops at $5 million in revenue.
news 18 Oct 2026
FlashVSR+ claims untiled 4K video upscaling on one 24GB RTX 4090, trained against a black-box reward model
A new open video upscaler says it can hit 4K on a consumer graphics card without tiling, and it gets its quality alignment from a reward model that is never differentiated through.
news 16 Oct 2026
xAI puts Grok's image and video generation into one weekly pool shared with a coding agent
Grok's generative media no longer has its own plan. It draws from the same weekly allowance as a coding agent, and the tier copy does not agree on which plan includes video at all.
news 15 Oct 2026
Artificial Analysis ships a Decision Index for the models being sold as cheap AI judges, and all four of its evaluations are text
The first independent scorecard for decision models landed on October 13. It ranks the exact class of model vendors are pitching as a replacement for LLM judges, using four evaluations that never show the model a picture.
news 14 Oct 2026
Grok Imagine Video 1.5 Lite enters the Artificial Analysis board at Elo 993, with a rank range wider than the gap being claimed
A distilled video model is being marketed on a $0.02 per second figure that applies to 480p, while the benchmarked tier runs $0.14 per second and upscales 720p to 1080p.
news 11 Oct 2026
Arena raised $200M at a $3.1B valuation and shipped an alignment index that cannot score a generated image or clip
The biggest public AI leaderboard just raised $200 million and released a new index. Its three signals are defined over agent traces, so none of them apply to a generated video or image.
news 9 Oct 2026
HeyGen's HyperFrames Studio builds video from HTML, with no generative video model in the loop
An AI video company just shipped a video editor that does not use a video model. The output is deterministic HTML rendered to MP4, which is also why there is nothing to score.
news 8 Oct 2026
ChatGPT is signing AI-generated cartoons with the pen names of more than 15 real New Yorker artists
An image model imitating a house style is an old argument. An image model stamping a working artist's actual pen name into the corner of output they never touched is a different one, and OpenAI's first fix did not close it.
news 7 Oct 2026
Comet's Opik adds a judge that returns a probability and cannot read images
A judge model that never explains itself is now a default option in Comet's eval platform. The catch for anyone scoring generated media is written into the same documentation page: traces with images still need a vision model.
news 6 Oct 2026
An image-understanding leaderboard dated October 1 carries sourced scores for only eight models
Before a model can score a generated image, it has to read one. The public benchmark evidence for which models do that well covers eight entries, and the site publishing it says so plainly.
news 4 Oct 2026
AWS open-sources a 2B model that scores options with a probability, and it cannot read images
Amazon's new decision model has the exact shape you would want from an automated judge: a fixed label set, a probability per label, and a sub-second answer on a laptop. It also has no image input, which is where the story ends for anyone scoring generated video.
news 3 Oct 2026
What a minute of AI video actually costs in 2026
Raw AI video costs a few dollars a minute. A finished minute costs a hundred times more. Here is where the gap comes from.
guide 3 Oct 2026
Cloudflare's Clef returns probabilities instead of prose, and it reads images
A model that never writes a sentence, only scores the options you give it, is the shape an image or video scoring rubric has always wanted. Cloudflare's published evidence for Clef is a domain classification task, not a media one.
news 2 Oct 2026
Tavus says Griffin-Lite passed a video Turing test, with 48% of 54 testers fooled
A real-time avatar model that listens while it talks, scored by a 54-person call study the vendor designed and ran. The one outside measurement in the launch comes from a benchmark NVIDIA built.
news 1 Oct 2026
An image-generation leaderboard refreshed September 28 ranks 10 models on 11,311 blind votes total
Ten models, two task types, 11,311 votes in total, and a scoring formula that subtracts three standard deviations of uncertainty from every model's estimate. Here is what that ordering can and cannot tell you.
news 29 Sep 2026
Google ships Live Avatar for Gemini 3.8 Live, with 97 languages and no comparative quality numbers
Google's newest video-generating product is a talking enterprise avatar, and the launch material describes what it does without measuring how well it does it. The only hard figure on offer is a language count.
news 26 Sep 2026
OpenAI's Sora API shutdown date has passed, closing the last developer access to Sora 2
The Sora API's published end date came and went on September 24. What remains is an export page, a conditional grace period, and no OpenAI video endpoint to migrate to.
news 25 Sep 2026
Alibaba Cloud's Smart Video agent claims hour-long video from one prompt, with no quality bar attached
Alibaba Cloud says one prompt can now yield a 60-minute finished cut. The announcement includes a duration figure and a language count, and nothing at all about how the output is judged.
news 23 Sep 2026
A public video model leaderboard is ranking 12 models on 1,394 blind votes total
The September 20 refresh of the LLM Stats video arena puts Kling v3 on top, but the ranking rests on 1,394 votes spread over twelve models and three separate task types. Averaged out, that is well under a hundred comparisons per model per task.
news 21 Sep 2026
Google sets September 30 as the deprecation date for the gemini-omni-flash-preview endpoint
Anyone still calling Google's omni preview route has until the end of the month. The release notes give a date and a destination, and not much else that a team mid-migration would want.
news 20 Sep 2026
Higgsfield's new API sells 50+ video and image models per generation, billed separately from its subscription
The subscription platform now rents out the same frontier models through a developer API, with published per-model rates and a discount ladder that starts at 15 percent. The two products do not share credits, plans or even the same catalog.
news 17 Sep 2026
Every AI Video Platform's Free Tier, Compared
Which platform actually lets you keep generating for free, and which just gives you one trial run.
comparison 14 Sep 2026
Every "Unlimited" AI Video Plan We Found, and What It Actually Covers
What "unlimited" actually covers on each platform we track, model by model.
comparison 14 Sep 2026
Higgsfield Review and Pricing: Confirmed Plans, 40+ Models, and an "Unlimited" Tier on a 7-Day Countdown
Real pricing from $19/mo, and the real mechanics behind Higgsfield's heavily-promoted "unlimited" tier: a 7-day default, a standard (not priority) queue, and website-only access.
guide 14 Sep 2026
Magnific Review and Pricing: Image, Video and Audio in One Subscription, No Free Tier
No free tier for individuals, credits that roll over, the video models it carries, and what users report since the rebrand from Freepik.
guide 14 Sep 2026
Krea Review and Pricing: 60+ Models, Its Own Krea 2, and a $9/mo Plan That Isn't There
A widely-cited $9/mo tier that isn't on the live pricing page, and a Max plan where the credit amount you choose changes your rate 2.5x.
guide 14 Sep 2026
Leonardo.Ai Review and Pricing: In-House Models, and the Most Generous Free Tier We've Found
A recurring daily free tier, real pricing from $12/mo, and per-token costs that barely punish smaller plans.
guide 14 Sep 2026
OpenArt Review and Pricing: A Wide Model Catalog, but the Free Trial Lasts 7 Days
Real pricing from $14/mo, a thin one-time free trial, and a recurring Trustpilot complaint about credits that do not roll over.
guide 14 Sep 2026
ImagineArt Review and Pricing: Wide Model Access, Base Prices, and the Refund Pattern to Know
Base prices from $13/mo once you ignore the sale banner, the widest named "unlimited" model list we found in this category, and the most specific refund complaint pattern too.
guide 14 Sep 2026
LTX Studio Review and Pricing: Its Own Frontier Model, and a Refund Cutoff Worth Knowing
Real pricing from €15/mo, consistent annual savings at every tier, and a refund cutoff that arrives faster than the credit count suggests.
guide 14 Sep 2026
Runway Review and Pricing: Confirmed Plans, Real Model Breadth, and a 1.1/5 Trustpilot Rating
Real pricing from $15/mo, a Max tier that matches Runway's own API rate exactly, and a Trustpilot score worse than any other platform we cover.
guide 14 Sep 2026
Higgsfield Alternatives: What to Check Before You Subscribe
Higgsfield's catalog is the widest in this category. Here's what else to look at, and what each one actually trades off.
guide 12 Sep 2026
Kling AI's revenue went from $100 million to $500 million ARR in a year
The numbers vary by source, but the direction does not: Kling AI is the first AI video company with real, growing revenue.
news 11 Sep 2026
Runway stopped trying to win the leaderboard. Now it just resells whoever is winning it.
Runway's own model fell out of the top 10. Its answer was to start selling access to the models that replaced it.
news 10 Sep 2026