I was sketching out a workflow for a marketing project last weekend, and my first instinct was the same as always: use an LLM to generate copy, then use another model for images, and manually stitch everything together.

Halfway through, I realized the generation wasn't actually the slow part anymore.

The slow part was deciding what to keep.

Which headline fits the brand? Which image is worth testing? Which variation is too similar to the last campaign? None of those questions were being automated, they were all sitting in a Notion page waiting for someone to make a call.

That got me thinking about whether we're underusing LLMs as reasoning layers. Instead of only asking them to create content, could they rank outputs against a brand brief, explain why one variation is stronger than another, or flag assets that are too repetitive before a human even reviews them?

While exploring different AI workflows, I also looked at platform because it focuses on generating marketing creatives. It made me think less about the generation step itself and more about what happens before and after it. The orchestration layer feels like the more interesting engineering problem.

Curious what other developers here think.

Are you building AI systems where the LLM's biggest job is generation, or are you starting to use it more for evaluation, orchestration, and decision-making? That feels like the direction I'm becoming more interested in.

I am trying to learn Genai i need the open ai paid api key please if any one have can help me

I received an email from OpenAI saying that my API organization must switch from monthly billing to prepaid credits by July 24, 2026.
The problem is that the prepaid billing controls do not appear anywhere in my account.
Under Platform → Settings → Organization → Billing →

Overview, I only see:
Pay as you go
You’ll be billed at the end of each calendar month for usage during that month.
I do not see any of the following:
Add to balance
Add credits
Auto recharge
Initial prepaid billing setup
I have already checked all the obvious things:
I am on the OpenAI API Platform, not the ChatGPT subscription billing page.
The correct organization is selected in the organization switcher.
I am the only member of the organization.
My role is Owner.
The organization already has a valid payment method.
I tried the direct Platform Billing Overview URL.
I checked the full page and there are no hidden controls.
I provided OpenAI Support with screenshots and a complete screen recording showing the URL, organization switcher, Owner access and the entire Billing page.
Support keeps replying with generic instructions saying that I “should” see the prepaid setup flow, but they have not actually enabled it or explained why it is missing.
Several production mobile apps depend on this API organization, so I cannot risk the chat features going down when the prepaid requirement takes effect.
Has this happened to anyone else, especially with an older API organization that is currently on monthly postpaid billing?
Did the prepaid controls eventually appear automatically, or did OpenAI Support have to manually enable them?
I am creating a separate backup API account as a temporary continuity measure, but I would still like to fix the original organization because it has the established usage history and higher limits.
Any advice or experience with this migration would be greatly appreciated.

Hi guys for all who use Codex to do Cyber. Have u ever had this problem before? May I ask for help what to do in here? I already try reach openAI and didn't get any solution :/ before this I've been verified but because I move my account to another laptop that sadly use vpn I get blocked and I can't verified anymore :)

It's the sixth limit refresh since the release of GPT 5.6, so please hold on to your reset limits and make the most of your usage. You might find that you can enjoy even more as OpenAI works to stabilize the limit usage.