Frequently Asked Questions

Find answers to common questions about our AI inference services.

"You're right to ask. Our pricing is the result of a few deliberate engineering and business decisions that we're happy to be transparent about. Instead of a 'catch', we see them as specific trade-offs for a specific type of user.

Here are the exact trade-offs you are making:

  1. Higher Latency: We optimize our systems for cost-efficiency, not immediate response time. This means you can expect a higher 'Time to First Token' (TTFT), sometimes up to several seconds. This makes our service ideal for asynchronous jobs but less suitable for real-time applications like live chatbots.
  2. Cost-Effective Hardware: We run our models on reliable, previous-generation consumer GPUs (NVIDIA 30 and 40 series) instead of the latest, most expensive datacenter hardware. This massively reduces our operational costs, and we pass those savings directly on to you.
  3. Lean Operations: We cut costs on everything non-essential. We focus on providing a stable, reliable API endpoint, not on a massive marketing team or expensive bells and whistles.

In summary, you are trading raw speed for an unbeatable price. For developers, researchers, and startups working on non-time-sensitive projects, this isn't a catch—it's the perfect solution."

That's an excellent question, and it gets to the very heart of our service. Manukmiber AI was specifically built to be the most cost-effective engine for a new generation of AI applications, with AI roleplaying and creative storytelling being a primary focus.

Manukmiber AI is IDEAL for you if you're building:

  • AI Roleplay & Character Bots: This is our specialty. The slightly higher 'Time to First Token' is perfect for generating the rich, detailed, and lengthy responses that make AI characters feel alive. You can easily mask the latency with a "Character is thinking..." or "typing..." indicator in your UI, creating a natural and immersive user experience at a fraction of the cost of other providers.
  • Asynchronous Content Generation: Need to generate blog posts, item descriptions, character backstories, or marketing emails? Our service is perfect for any task where the content is needed in minutes, not milliseconds.
  • Data Processing & Summarization: Have a large document, a customer review, or a block of text that needs to be analyzed, classified, or summarized? Send it to our API for an incredibly cheap and effective result.
  • Development & Prototyping: If you're a developer or a startup experimenting with a new AI-powered idea, our platform is the perfect sandbox. You can build and test your proof-of-concept without worrying about racking up huge API bills.

You should probably AVOID our service if you need:

  • Real-Time Customer Support Chatbots: For live commercial support where a customer expects an instant, sub-second response to every query, the inherent latency of our system would lead to a poor user experience.
  • Live Voice Assistants or Command Interfaces: Applications that rely on immediate voice-to-text-to-response loops (like smart home assistants) require near-zero latency, which is not what we are optimized for.
  • Instant Code Completion: Tools that suggest code as you type need to respond in milliseconds. Our service is better for generating a whole block of code or explaining a function, not for real-time autocompletion.