3 AI Video Tools for Search, Analysis and Generation

Updated Nov 9, 2026

This guide is for creators, editors and developers who want AI to do the heavy lifting with video: finding moments in a library, reviewing footage, or generating new clips.

TwelveLabs is a video search and analysis platform for large footage libraries, with a free plan and paid plans from $29/mo. You upload or connect your videos once, it indexes them, and after that you can ask for a moment the way you would describe it to a colleague: a person, an action, a scene.

It ranks first because it does the job most video teams lose hours to, and it has the strongest launch traction here at 208 Product Hunt upvotes. Beyond search, the listing says it can flag scene changes, pick out sensitive content for compliance review and cut highlight reels from long recordings. The Jockey agent brings the same library into Claude and ChatGPT, and there is an API if you want to build on it.

Best for: media teams and creators sitting on hundreds of hours of footage they cannot search today.

Skip it if: you have a handful of videos and already know where everything is; the setup only pays off at volume.

Pricing: Free plan at $0/month with 3 GB of storage; Plus is $29/month and Pro is $99/month, with annual billing about 17% cheaper (checked Nov 9, 2026).

What stood out: 208 Product Hunt upvotes after its July 2026 launch, listed on Launch Llama for 104 days.

Limitation: on the free plan each index is deleted 90 days after it is created, and the 600 free indexing minutes do not come back when you delete videos.

Official website · TwelveLabs on Launch Llama

Gemini Omni Flash is a video generation and editing model from Google, priced at $0.10 per second of video output with a Google AI subscription. Feed it text, up to five reference photos or an existing clip, then shape the result by chatting: swap a background, change an outfit, or extend a scene so the story keeps going.

Developers reach it through the Gemini API and Google AI Studio, which makes it the pick here if you are adding video to your own product rather than editing by hand. Google says every video made in the Gemini app carries its SynthID watermark.

Best for: developers and creators who need new footage, not just better search of old footage.

Skip it if: you only want to organize or review video you already shot; it creates and edits, it does not index a library.

Pricing: $0.10 per second of video output, and a Google AI subscription is required (per Launch Llama listing). The listing also notes college students can get access free for one year under a current promotion.

What stood out: 190 Product Hunt upvotes after launching in July 2026, listed on Launch Llama for 126 days.

Limitation: there is no standing free plan in the listing, and per-second billing adds up fast once you generate longer clips.

Official website · Gemini Omni Flash on Launch Llama

Now We Can See is a browser tool that converts video into frame sheets an AI assistant can read, with a free trial and no paid price published. Drop in a file and it rebuilds the footage as contact sheets, a timeline you can move along, or a sound sheet that maps the audio. You then hand those to the AI model you already use and ask about the edit.

Best for: editors, analysts and teachers who want a second opinion on specific footage from ChatGPT or Claude.

Skip it if: you need to search thousands of videos at once; it works one file at a time.

Pricing: free trial; paid pricing not stated by the vendor (per Launch Llama listing).

What stood out: new on Launch Llama 22 days ago, with 5 upvotes and one review rating it 4 out of 5.

Limitation: the vendor does not state what it costs after the trial, so check before you build it into a workflow.

Official website · Now We Can See on Launch Llama

If your problem is finding things in footage you already have, pick TwelveLabs; the free plan is enough to test it on a real archive. If you need footage that does not exist yet, or you are building video into an app, pick Gemini Omni Flash and budget per second of output. If you just want honest feedback on one cut, Now We Can See is the lightest option of the three. Skip this list entirely if you need a traditional timeline editor, because none of these replace one. You can also browse more video tools on Launch Llama.

Runway is the better choice if you want a full creative suite around AI generation rather than an API-first model. Descript fits better if your main job is editing talking-head or podcast video by transcript.

Two of the three picks are Product Hunt launches from July 2026, with 208 and 190 upvotes, so they are close in traction. Now We Can See is the newest listing, added 22 days ago, and the only one with a directory review so far. None of the three has been saved by Launch Llama users yet, so treat this as an early read rather than a popularity contest.

TwelveLabs is built for it: you search indexed video by person, moment or context in plain language, and the free plan includes 600 minutes of indexing.

Yes. TwelveLabs has a $0/month free plan with 3 GB of storage, though free indexes are removed 90 days after creation (checked Nov 9, 2026).

The Launch Llama listing puts it at $0.10 per second of video output, and a Google AI subscription is required.

Now We Can See is built for that job: it converts a video into frame and sound sheets that an AI assistant can read, then you ask the assistant about pacing, framing or what happens in a scene.

I reviewed 20 video candidates from the Launch Llama directory: 13 Product Hunt launches and 7 upvoted Launch Llama uploads. Picks had to fit the search, analysis and generation niche, have a real product screenshot and a substantive listing; there were no premium video listings to draw from, so the third slot went to an upvoted Launch Llama upload, with 2 of 3 picks being Product Hunt launches. Screen Studio 4.0, Riverside Agents and MOVO AI were left out because their listings lack audience details, Velo and Ava Studio list fewer than four features, and six other video tools were featured here in the last 30 days. These picks are based on listing data, launch traction and pricing pages; none of them were tested hands-on.

More guides: 6 Best AI Video Tools for Creators, Editors and Marketers · 8 Social Media Tools for Creators, Brands and Agencies · 6 Best Developer Tools for AI Agent Builders · All Launch Llama guides

These tools are listed in the Launch Llama directory. Listing is free; founders can also pay for premium placement. Rankings here are not paid. Pricing and features were checked on Nov 9, 2026 and can change.

Building a tool for this audience? List it on Launch Llama for free.