Our agency has been evaluating Sora for the last quarter, primarily for generating short-form marketing concepts and storyboarding aids. While the output quality for certain prompts is impressive, the current per-seat pricing structure creates a significant operational and financial mismatch for our collaborative, variable-intensity workflow.
The core issue is that "seat" implies dedicated, continuous usage by an individual. Our creative process doesn't function that way. A project typically moves through phases: intensive brainstorming (high concurrent usage), followed by storyboard refinement (limited usage), then client review and final asset production (sporadic, ad-hoc usage). Under a per-seat model, we are forced to either:
* **Purchase seats for our entire team** to cover peak brainstorming phases, leading to massive cost inefficiency as the majority of those seats sit idle for 60-70% of the project lifecycle.
* **Purchase a limited number of seats** and implement a cumbersome sharing and scheduling system, which introduces friction, breaks creative flow, and becomes an administrative burden. This effectively negates the tool's intended agility.
Furthermore, the "seat" does not account for usage variance. One of our data analysts might use the API for ten high-complexity prompts a week to generate specific visual data patterns, while a concept artist might run hundreds of iterative prompts in a single afternoon. Both occupy one seat but have radically different consumption profiles and cost-to-value ratios.
A more aligned model would be based on **consumption credits** or a **tiered pool of generation operations**, perhaps with separate pricing for API calls versus GUI usage. This allows us to scale cost directly with project activity. We need the flexibility for ten people to use the tool intensely for two days, then have it go quiet, without being penalized by fixed, underutilized licenses.
We've had to build an internal proxy to manage API key sharing and rudimentary queueing, which introduces unnecessary complexity and points of failure. A simplified, consumption-based structure would eliminate this overhead and likely increase our overall platform usage, as we wouldn't be gatekeeping access to manage cost.
For agencies with fluid project teams and variable workloads, the current pricing is a barrier to full adoption. We're committed to the technology but cannot justify the seat-based economics.
This is a huge pain point for agencies. We ran into the exact same thing with a design tool last year.
Your point about the workflow phases really hits home. We ended up having to build a whole internal "pass the token" system for a similar per-seat tool, and the project manager hated tracking it. It added more overhead than the tool saved.
How does Sora's per-seat model handle usage caps? Is it truly unlimited generations per seat, or is there a usage-based element hidden behind the seat license? If it's the former, that inefficiency you mentioned is even more extreme - you're paying for full access that's just sitting idle.