AI Video Platform for Agencies: What to Check in 2026

The best AI video platform for an agency is the one that keeps each client's work, spend and approvals apart while still producing a consistent film, and you can test that with ten checks. On 10 November 2026, Runway's Team plan was strongest on models and scale, Higgsfield's Enterprise plan on large-team controls, Frame.io on approvals, and Hyperdream's Team plan on budgets per client at a self-serve price.

Key takeaways

• Runway Team: $69 a seat, 6,900 pooled credits a seat, one project per client, no per-person allowances.
• Higgsfield: Team is $79 a seat with one shared workspace; a sub-workspace per client with its own credits is on Enterprise.
• Frame.io: not a generator, but the standard for review, from $15 a member a month.
• Hyperdream Team: $59 to $249 a seat, client folders, a monthly budget per client that stops or warns, four roles, and review links that need no account.
• Judge cost per finished film: our three client films used 941 to 1,289 credits each, at 1.8 to 4.4 video renders per finished shot.

Where does this checklist come from?

From what buyers ask. On 10 November 2026 we put agency questions to ChatGPT with web search on, without naming ourselves. For "an agency with six clients", it named Runway, Absurd and Higgsfield, and went looking for per-client budgets. For "team workspaces, roles, client folders and approvals", it named Runway and Frame.io. It did not name Hyperdream in either answer.

When we then named Hyperdream, it said it "couldn't establish" whether Hyperdream had multiple users, roles, shot comments or approvals, and advised judging "the cost of delivering one approved film, not one clip". Both points are fair. The first is our fault for not publishing the facts, so this post states them. The checks below are the ones it used, plus two of our own.

What are the ten checks?

1. Can you keep each client's work apart?

Ask: is there a container per client, and can you stop a freelancer on client A from seeing client B?

• Runway Team: one workspace. The Team page says "Manage each client in its own project", with up to 100 Brand Kits. Multiple workspaces are on Enterprise.
• Higgsfield: Team and Scale run one shared workspace with folders. A sub-workspace per client is on Enterprise, per Higgsfield's own agency post.
• Hyperdream Team: client folders inside the workspace, plus General for work that isn't for a client. Access is set per person: General yes or no, and which clients. People only see, make and spend where they have access.

2. Can you cap spending per client?

This is the rarest feature. Most team plans have one pool and nothing below it.

• Runway Team: not stated. Its FAQ says there are "no per-person allowances to manage".
• Higgsfield: each client sub-workspace gets "its own credit allocation from the shared pool", on Enterprise. Scale can pause one member's spending.
• Hyperdream Team: a monthly credit budget for each client and for General. When it's reached it either stops work or warns the team once that month. Each member can also have a monthly limit.

The full table of ten tools is in per-client credit budgets.

3. What roles are there, and who pays for a seat?

• Runway: the pricing page lists "User roles, permissions and sharing policies" under Enterprise. Whether Viewers are free on Team we could not confirm.
• Higgsfield: an admin dashboard for "users, roles, and access permissions". Role names are not given on the pages we read.
• Hyperdream Team: Owner (everything, including billing and seats), Admin (people, clients, limits, hand-overs), Editor (makes things and spends within a limit) and Viewer (watches and comments). Viewers are free and take no seat.

Seat prices across nine vendors are in AI video team plans compared.

4. How does the client approve work?

Ask: does the client need an account, and is the decision recorded?

• Frame.io is the strongest here. Share links let outside reviewers comment with no sign-up, and its feature table lists frame-accurate and range-based comments, annotations, version stacks and a comparison viewer. It doesn't generate anything; it reviews what you upload.
• Runway Team lists frame-accurate commenting with @mentions inside the workspace.
• Hyperdream: "Share for review" on a film or any file makes a link that works with no account. Comments pin to a spot on a picture or a moment in a video. Each item is approved or sent back for changes, and every link and decision is listed under Projects > Reviews. It is not frame-accurate professional review and has no version stacks.

Steps are in client review links.

5. Do characters hold across 15 to 20 shots?

A client film needs the same face in every shot. Ask how the tool holds a character, then test it.

In Hyperdream each character has one reference sheet: four full-body views head to toe and four expressions. Places and products have sheets too. The sheet goes into the shots that character appears in. It still takes more than one take sometimes: across our client films, a finished shot took 1.8 to 4.4 video renders.

Don't take any vendor's word for this, ours included. Run the 20-second two-character test on every tool you shortlist.

6. Does it go from script to edit without stitching?

Agencies lose hours moving files between a chat tool, an image tool, a video tool and an editor.

Hyperdream's Director runs a film through eight steps in one project: Script, Look, Cast, Places, Storyboard, Sound, Shots, Edit. On the Runway and Higgsfield pages we read, we saw a storyboard tool at Higgsfield and no script step at either. Both are stronger as generators than as a film pipeline.

7. What comes out at the end?

Ask for the file format, the size and what else you get.

Hyperdream exports one MP4 (H.264 video, AAC sound) at up to 1080p, made in the browser, with captions burned in and an optional .srt file. It also makes a pitch deck PDF and a zip of every file in the film. The Edit step is a timeline for assembling the cut. It doesn't replace professional editing software. None of our three client films was exported from it; the finished cuts were made in outside editors.

8. What does one finished film cost?

Not one clip. Count the takes you throw away, plus stills, voice and music.

Our three client films, from their project records:

Each fits inside one Pro seat's 2,000 credits a month. The working is in the cost of an approved AI film.

9. What do the terms say about rights and client data?

Read each vendor's terms and privacy page yourself, ours included. Ask in writing who may use the outputs commercially, whether client uploads are used to train models, and how deletion works. We don't compare vendors on this here, because terms change and a summary is not a contract.

10. What happens when someone leaves?

Freelancers come and go. Ask who owns their files afterwards.

In Hyperdream, work belongs to the team, never to a person. An admin hands a person's files and projects to someone else, with notes, and an audit log records every change to the team, plan, people, limits and ownership. We did not see hand-overs or an audit log described on Runway's Team page or Higgsfield's team pages; ImagineArt's homepage lists "a full audit trail".

How do the three compare at a glance?

Runway figures were read on runway.com on 10 November 2026. Higgsfield's prices come from its own blog post dated 4 November 2026, because its pricing page showed no numbers to us; an older Higgsfield post gives $69 and $169.

Where are the others better than Hyperdream?

• Runway makes its own models, includes an API and Brand Kits on Team, gives 6,900 credits a seat, and has years of public work and reviews. See Runway Team vs Hyperdream Team.
• Higgsfield has far more effects and models, SSO from Scale up, and on Enterprise a real workspace per client, with user groups and model restrictions.
• Frame.io is a better review tool than anything inside a generator, with frame-accurate notes, version stacks, passphrases and editing-software integrations.
• Krea and Invideo AI are cheaper for large teams: a flat $200 for up to 50 seats, or guest seats at no charge.

Hyperdream also has no SSO, no two-step sign-in, no API and no brand kit today. Self-serve teams stop at 9 seats. It has very few independent reviews, because the current version launched on 9 November 2026.

Where does Hyperdream fit?

For an agency of 2 to 9 people making films for several clients, where the pain is keeping budgets and work apart:

1. Start a team in Settings > Workspace and team. Pick a seat level for each maker.
2. Add each client in Settings > Clients and set its monthly budget.
3. Invite people with a role, a seat level and the clients they can open.
4. Make the film in Director, with the client picked in the top bar.
5. Send "Share for review" links for the cast, the storyboard and the cut.
6. Export the MP4, and download the usage CSV for the invoice.

Every setting is described in how Hyperdream teams work. Seat and plan prices are on the pricing page.

How we checked

Vendor pages were read on 10 November 2026: runway.com/pricing and /team-plan, Higgsfield's team, enterprise and help pages and two of its blog posts, frame.io/pricing and its review page, krea.ai/pricing and invideo.io/pricing. Higgsfield's pricing page returned no prices and Runway's help centre blocked our fetch, so Higgsfield's seat prices and Runway's viewer rules are not confirmed first-hand. We have not tested the other products for this post; their rows describe what their pages say. Hyperdream's facts were checked against the live product the same day, and the film numbers come from the project records.