My agency tested Sora for 3 clients. Here's the feedback.

Alright, so my agency decided to take the plunge and actually test Sora on three real client projects over the last couple of months. We weren't just playing around; we integrated it into three distinct pipelines to see where it shines and where it, well... doesn't. The goal was to see if it could genuinely replace parts of our video production workflow, not just make cool clips.

Here's a breakdown of the clients and our core findings:

* **Client A: Tech Ed Startup** – Needed short, conceptual explainer videos for their blog (think "What is zero-trust networking?"). No live actors, heavy on metaphors.
* **Client B: Local Tourism Board** – Wanted atmospheric, mood-setting clips of local landmarks in various historical periods. Archival footage was limited.
* **Client C: E-commerce Brand** – Needed hyper-specific product context videos (e.g., their ergonomic keyboard being used in a sunny, minimalist home office).

### The Good (Really Good, Actually)

For **Client A (Tech Ed)**, Sora was a **game-changer**. The ability to generate clean, metaphorical visuals from simple prompts like "a futuristic vault with countless glowing doors floating in a dark digital space" saved us days of stock footage searches or basic animation work. The consistency in style across multiple videos was a huge plus.

* **Workflow Integration:** We built a simple pipeline where our scriptwriters output a JSON file with scene descriptions. A Python script parsed it and called the Sora API, dumping the raw outputs into a review folder. It felt very much like a CI step – `generate_video_assets` 😄.

```json
// Example of our scene config (simplified)
{
"scene_id": "scene_02",
"prompt": "A translucent, brain-like structure with glowing data packets flowing along neural pathways, cinematic lighting.",
"negative_prompt": "human face, animal, text, watermark",
"style": "cinematic"
}
```

For **Client B (Tourism)**, the **style flexibility** was impressive. Prompting for "a black and white silent film style shot of a bustling 1920s market square in [City Name], shot on a vintage camera" produced surprisingly coherent period-appropriate aesthetics. It was far cheaper than a full-blown historical reenactment shoot.

### The Bad & The Ugly (The "Pitfalls")

Now, for **Client C (E-commerce)**, we hit walls. **Specificity is still Sora's kryptonite.** Asking for "our Model X2 keyboard (matte black with RGB backlighting) on a light oak desk, next to a coffee mug, morning sun streaming through a window" resulted in... a keyboard, but never *our* keyboard. The brand identity was completely lost.

* **Consistency is a Pipeline Killer:** You cannot guarantee character, object, or location consistency across multiple shots without heroic prompting and a lot of iteration/voting. This makes it unusable for any narrative-driven piece with recurring elements unless you treat it as a "stock footage" generator for cutaways.
* **Temporal Understanding is Flaky:** Simple actions like "a hand typing on a keyboard, then lifting a coffee mug for a sip" often result in bizarre limb movements or physics-defying transitions. It's not yet a tool for directing precise action.
* **The "Uncanny" Factor:** For realistic human faces in close-ups, there's still a telltale smoothness or slight warping that some viewers picked up on immediately. For background extras or wide shots, it's fine.

### Final Verdict & Cost Feedback

It's a **powerful supplementary tool**, not a replacement. Think of it like a **"concept art & B-roll generator"** stage in your pipeline.

**Pricing-wise**, it felt competitive against traditional stock footage subscriptions for our use cases (A & B), but the time/cost of iterative prompting for Client C's needs blew the budget. You're paying for compute and iterations, not a final asset.

Our updated pipeline now looks like this for suitable projects:

1. Script & Scene Breakdown
2. **Sora Generation** for conceptual/establishing shots (with a review/approval loop)
3. **Traditional Production** for hero, product-specific, or consistency-critical shots
4. **Compositing & Edit** (Sora outputs treated like any other asset)

Would love to hear if others have managed to wrangle it for more consistent character generation or have built more sophisticated pipelines around it! What's your prompt review workflow like?