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Perplexity Decisions API

Get structured decisions from text, JSON, and images

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Perplexity Decisions is an API for getting structured judgments from text, JSON, and images. Ask yes/no, choice, or scoring questions and get probabilities instead of prose. It supports 1-128 questions per request, PNG, JPEG, and WebP images, and the pplx-decider-v1-27b model. Pricing is $0.04 per million input tokens, with free output tokens. The API supports up to 10 requests/sec per organization. Try it with any Perplexity API key.

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PH · launched Oct 18, 2026 · 3 upvotes (top 10%)

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Could you build this?

No It relies on a proprietary fine-tuned 27B model specifically calibrated to output probabilities rather than text, served via large-scale inference infrastructure.

What it would actually take: The core system requires training or fine-tuning a 27B multimodal parameter model on vast datasets of scored judgments, heavily calibrated for output probability accuracy rather than generative text. The infrastructure demands high-throughput GPU serving clusters (using vLLM, TensorRT-LLM, or Triton) supporting multimodal inputs and batched JSON scoring. Building this requires specialized ML research scientists, calibration experts, and large GPU capital.

Competitors

Other products that read as similar to this one : 41 launches clear the similarity bar, closest 8 shown.

Attention rank: #7 of 42 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 201 days after the earliest competitor.

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