Workflow

Browser-Based AI Workflow Tool for Image, Video, and Audio

A canvas you open in a browser tab. Reusable workflows your team can open at the same URL. Forty-plus AI video and image models wired into one production graph. Astorie is what an AI workflow tool looks like when it stops fighting the browser. Cloud generation, a node canvas, saved Templates, and shared workspaces — built so an agency, an in-house creative team, or a solo founder can ship multi-asset campaigns instead of just one-off clips.

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When to use this workflow

Solo creators graduating from prompt-only tools. You have been making clips one prompt at a time and you have hit the ceiling. The next leap is shape — a workflow where a hero image feeds an image-to-video node, that feeds a lip sync node, that feeds an audio bed and an export. You want to keep that shape and reuse it. A browser-based AI workflow tool gives you the canvas without forcing a local install.
Creative teams that need shared, remixable graphs. Agencies and in-house creative teams are the strongest fit. A senior creator builds the production graph once. Three juniors open the same workspace, swap product photos and scripts, ship variants. Templates capture the house style rather than burying it in a Notion doc. Billing and quotas belong to the workspace, not to a single seat.
Founders running multi-asset campaigns. You are shipping marketing video across SKUs, regions, and weeks. The unit you care about is not "one clip" — it is "a workflow that produces twenty clips." A browser-based tool with reusable workflows lets you build one canvas per campaign archetype and rerun it for every product, channel, and week without rebuilding the graph each time.
An agency standardizing house style across creators. An agency lead designs the canonical product-launch graph: product image cleanup, image-to-video with a chosen model per shot type, character consistency between scenes, lip sync on the talent, and an MP4 export sized for each channel. Three creators on the team open that workspace Template and produce work that looks consistent across client deliverables — because the structure is shared, rather than reinvented per artist.
An in-house team running campaign cutdowns. A brand team has one hero spot. They need fifteen-second, six-second, and vertical cutdowns for different placements, plus alt versions per region. They build a single Template that takes the master clip and emits the variants. Every Monday they rerun it for the new product line — same workflow, new inputs, different SKU.

Steps

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1. Build the canvas
Build the canvas: a hero image node, an image-to-video node, a lip sync node, an audio node, and an export.
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2. Save it as a Template
Save it as a Template. The product feature is named Templates; the experience we describe to creators is Recipes. Same thing — Recipes are how Templates feel in use.
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3. Open the Template, change the product photo, change the script, run it
The next time you need the same shape with new inputs, open the Template, change the product photo, change the script, run it. The structure and connections do not move. Only the leaf inputs do. That is what reuse means in practice.

Recommended models

Astorie canvas notes

Reuse is the difference between a clever demo and a production tool. On Astorie, that loop is concrete.
Templates have three sharing scopes that match how teams actually collaborate. Private Templates stay on your account. Workspace Templates are visible to everyone in your workspace, which is how an agency standardizes its house style across creators. Community Templates are published for the wider network — fork them, swap inputs, and you skip the blank-canvas problem on day one. Be careful what you publish; private and workspace scopes exist for a reason.
Where it runs: browser, cloud generation. Workflow shape: node canvas, team-shared. Reuse across projects: saved Templates, one click. Team access: workspaces with shared billing. Models available: 40+ hosted video and image models. Setup time: open the tab. Editing surface: trim, lip sync, upscale, then NLE export.

Variations

Prompt-only generators

Pika, sora.com, single-vendor consumer apps. One box in, one clip out. Easy to start with, hard to scale because every new asset starts from a blank prompt and there is no shared graph to reuse.

Local-first node tools

ComfyUI, InvokeAI, Automatic1111. Powerful node graphs and deep control over Stable Diffusion samplers, but you pay for it in installs, Python environments, GPU rental, and one workstation per artist. They are an excellent choice when fully offline, fully reproducible, low-level pipelines matter most.

NLE-only video tools

Premiere Pro, DaVinci Resolve, Final Cut. Best-in-class for the finishing edit, but they were not designed to be the place where you generate, lip sync, and iterate on AI shots — they sit at the end of that pipeline, not in the middle.

Low-level Stable Diffusion control

If your work depends on hand-tuned samplers, custom schedulers, LoRA stacks, or specific checkpoints, ComfyUI and InvokeAI remain the right tools. Hosted platforms expose curated knobs; local stacks expose all of them.

Fully offline workflows

Air-gapped studios, sensitive material that cannot leave a workstation, or environments without reliable internet need a local pipeline. A browser-based tool needs a network.

Zero recurring cost at high volume

When you already own the GPU and you run constantly, local generation has a flat cost ceiling that hosted credit-based pricing cannot match.

Deep open-source customization

Custom nodes, custom samplers, ControlNet experiments, and research workflows benefit from a system you can patch. Open source local tools give you that surface; hosted services do not.

Reproducible local pipelines

Pinned model weights, deterministic seeds, and pipelines that must produce the same output a year from now are easier to guarantee on a machine you control than on a hosted endpoint that may roll a model version forward.

Related features

AI Video Workflow — Node-Based Production From Concept to Final Sequence

Build node-based AI video production pipelines on Astorie's canvas — from concept and storyboard to final NLE-ready sequence.

AI Image to Video — Animate Stills Into Production-Ready Shots

Turn still images into production-ready video shots on Astorie's canvas — every major i2v model, side-by-side fanout, NLE-export ready.

Frequently asked questions

What is a browser-based AI workflow tool?

A browser-based AI workflow tool runs entirely in the web browser and lets you wire AI models together on a visual canvas instead of through a single prompt box. The category combines four traits: cloud generation (no local GPU, no model downloads), a node-based canvas where outputs feed inputs, reusable workflows that you save once and run many times, and team access so multiple people can open the same project. Astorie fits all four.

How is this different from ComfyUI or InvokeAI?

ComfyUI and InvokeAI are local-first node tools — you install them, manage Python environments, download checkpoints, and run on your own GPU. They are excellent for low-level Stable Diffusion control and fully offline pipelines. Astorie is browser-native: nothing to install, the canvas opens in a tab, and you reach 40+ hosted video and image models without managing infrastructure. Different goals, different tools.

Can my whole team work in the same project?

Yes. Workspaces let agencies and in-house teams share canvases, billing, and saved Templates. A senior creator builds the production graph; junior team members open the same workflow, swap prompts and references, and ship variants without rebuilding the structure. Workflows can also be published to the community so a wider network can fork them.

Do I need a GPU or any local install?

No. Generation runs in the cloud. A modern laptop or even a tablet with a Chromium-based browser is enough to open the canvas, edit nodes, queue jobs, and review results. Because the work lives in your account, you can resume on any device.

What does the reusable workflow loop actually look like?

Build a canvas once: hero image node, image-to-video node, lip sync node, audio node, export node. Save it as a Template — the in-product feature behind the experience we call Recipes. Next week, open the saved Template, change the product photo and the script, run it. Same structure, new asset. Teams use this to ship dozens of campaign variants from a single proven workflow rather than starting each one from a blank prompt.

Which AI video models are included?

Sora 2 and Sora 2 Pro, Runway Gen4, Kling 3.0, Hailuo 2, Seedance 2.0 Pro, plus Veo, Luma Ray, Pixverse, Wan, Vidu, and more on the same canvas. You pick the right model per shot from a node-level model selector, and you can swap models without rebuilding the project.

Can I export to my normal editor?

Yes. Export rendered clips to MP4 for social delivery or to your NLE — Premiere Pro, DaVinci Resolve, Final Cut. Astorie sits ahead of the NLE: you assemble the AI shots, lip sync, and rough cut on the canvas, then hand a clean folder of clips to whoever owns the finishing edit.

Build it on the canvas

Open Astorieand wire this workflow up in minutes. Free to start — no card required.

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