LLM Reference
Prodia

Prodia

Researched 6d ago

Prodia

AgentsLong contextVisionJSON / Tool use

Prodia offers 18 tracked models (0 with output token pricing). This catalog covers agents, long context, and vision; open any model detail page for benchmarks, batch tiers, and migration prompts.

Covers 4 workload areas across 18 tracked models; last verified 2026-07-11.

Use it for

  • Operators routing agents, long context, and vision workloads through this API

Do not use it for

  • Final benchmark picks without opening the relevant model detail page
  • Strict price-per-token comparisons until output pricing is sourced

Tracked models

18

Models available through this provider

Priced output routes

0

Output pricing not yet tracked

Cheapest output

Unknown

Output pricing not yet tracked

Batch-ready models

0

No batch pricing tracked

Latest model release

2026-05-28

50d since newest release

Freshness

2026-07-11

Researched 6d ago

fresh

Information

Models18
CompanyProdia
Founded2022
San Francisco, California, United States

Prodia is a high-speed AI inference API platform providing scalable access to image and video generation models. It offers a unified REST API for text-to-image, image-to-image, inpainting, upscaling, and video generation, hosting models from Black Forest Labs (Flux), Stability AI, Google, OpenAI, ByteDance, and others. Prodia is known for sub-second latency on Flux Schnell (reported ~190ms) and pay-as-you-go pricing without subscriptions. Utilities include background removal, NSFW detection, face restoration, and segmentation (SAM 3).

Catalog freshness

The newest model tracked on this provider was released 2026-05-28 (50d ago).

Where this host wins

  • Agentic: 1 tracked model with BFCL, tau-bench, and SWE-bench tool-use coverage.
  • Long-context: 1 tracked model with context-token or InfiniteBench-class signal.
  • Vision: 16 tracked models with multimodal benchmark coverage.
  • JSON/tool-use: 1 tracked model with BFCL / Nexus strict-JSON routing coverage.

Getting started

Official product, docs, and pricing links — confirm quotas and regions in the vendor docs.

Compliance notes

No verified compliance claims (SOC 2, ISO, HIPAA) tracked for this provider yet — check the vendor's trust center for current certifications.

Platform Overview

Prodia provides a developer-friendly REST API for AI image and video generation. The platform supports a wide catalog of models via consistent endpoints, offering text-to-image, image-to-image, inpainting, upscaling, and video generation. Notable features include ultra-low latency (<200ms for Flux Schnell), per-megapixel pricing, volume discounts at scale, and an enterprise tier. Models available include FLUX.1 Schnell/Dev, FLUX.1.1 Pro/Ultra, Stable Diffusion 1.5 and XL, Recraft V4, Seedream, Google Veo 3, OpenAI Sora 2, Kling, Wan 2.2, and image utility models (ESRGAN upscaler, GFPGAN face restore, SAM 3 segmentation, BiRefNet). The API uses versioned inference endpoints (e.g. inference.flux-fast.schnell.txt2img.v2) and returns job results asynchronously.

Compare per-model pricing, input and output token costs, batch availability, and benchmark coverage.

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