The outcome

Generate reviewable media without leaking inputs, accepting unsafe output, losing task state, or publishing automatically.

Novita AI is a Multimodal model API and GPU platform for language, image, audio, video, and custom inference workloads. Adding language, image, audio, or asynchronous video generation to applications, or deploying custom containers and models on dedicated or autoscaling GPU endpoints. This guide narrows that broad capability into one repeatable outcome, with checkpoints that keep the source material and your judgment in the loop.

Before you begin

Set the boundary before the tool starts.

Choose one real task, identify who will use the result, and decide what evidence or test will make the result acceptable. Gather only the source material needed for that task. If the work contains confidential, personal, regulated, or client-owned information, confirm that the platform and account are approved before sharing it.

Troiana principle

AI should make the work easier to inspect. If the workflow removes the source, the owner, or the review step, redesign the workflow.

Step by step

A workflow you can repeat.

  1. 01

    Define the audience, concept, modalities, input rights, identity and likeness rules, prohibited content, model terms, quality, disclosure, retention, cost, and approval gates.

  2. 02

    Keep API keys server-side, validate and minimize uploads, strip metadata, isolate tenants, use authenticated callback URLs, and store source rights and consent evidence.

  3. 03

    Submit an allowlisted model with pinned parameters, idempotency, timeout, retry and spend limits, then persist task IDs and verify every callback before updating state.

  4. 04

    Quarantine outputs for automated and human review of safety, identity, similarity, text, artifacts, factual claims, model terms, disclosure, and technical format.

  5. 05

    Download approved assets to controlled storage, remove temporary links, retain provenance, and test duplicate callbacks, partial failure, expiry, deletion, key rotation, and rollback.

Working standard

What good use looks like.

  • Authenticate every callback.
  • Bind inputs to rights evidence.
  • Block automatic publication.

A unified or OpenAI-compatible API does not make different models behaviorally interchangeable. Image, audio, and video jobs may be asynchronous and involve third-party model terms, callbacks, temporary assets, and identity risks. Validate input rights, authenticate webhooks, keep keys private, moderate outputs, pin models, cap retries and workers, download approved results securely, and verify deletion and billing.

Official references

Check the current product documentation.

Features, plan limits, availability, and data controls change. These official pages are the starting points used for this collection.